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Overview of financial system vulnerabilities

Asset valuations

  • Yields on Treasury securities declined across all maturities in March amid heightened financial market volatility.
  • Risk premiums in equity and corporate bond markets continued to be near the middle of their historical distributions.
  • Real estate valuations remained very elevated even though activity weakened. Both house prices and commercial property prices have shown recent declines.

Borrowing by businesses and households

  • The ratio of total private debt to gross domestic product (GDP) edged down but was still at a moderate level.
  • The business debt-to-GDP ratio remained at a high level, but debt issuance by the riskiest companies slowed markedly. Interest coverage ratios for publicly traded firms declined a bit from historically high levels.
  • Household debt remained at modest levels relative to GDP and was concentrated among prime-rated borrowers.

Leverage in the financial sector

  • Poor management of interest rate risk and liquidity risk contributed to three sizable bank failures since March 2023. Concerns over broader spillovers in the banking sector led to official interventions by the Federal Reserve, the Federal Deposit Insurance Corporation, and the U.S. Department of Treasury.
  • Broker-dealer leverage rested near historically low levels. The limited willingness and ability of dealers to intermediate during times of distress can amplify volatility.
  • Hedge fund leverage remained elevated. Bank lending to nonbank financial institutions stabilized at high levels.

Funding risks

  • Some banks experienced notable funding strains following the failures of Silicon Valley Bank and Signature Bank. The actions by the official sector reduced funding strains in the banking system.
  • Structural vulnerabilities persisted at money market funds, other cash-management vehicles, and stablecoins. Certain types of mutual funds continued to be susceptible to large redemptions.
  • Liquidity risks for life insurers remained elevated as the share of illiquid and risky assets continued to edge up. Domestic banks maintained high levels of liquid assets and stable funding.
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Survey of salient risks to the U.S. financial system

Survey respondents cited several emerging and existing events or conditions as presenting risks to the U.S. financial system and the broader global economy. For more information, see the box "Survey of Salient Risks to Financial Stability."

  Persistent inflation; monetary tightening Banking-sector stress U.S.-China tensions Commercial and residential real estate Russia-Ukraine war
May 2023 56% of contacts surveyed 56% of contacts surveyed 56% of contacts surveyed 52% of contacts surveyed 52% of contacts surveyed
November 2022 62% of contacts surveyed 12% of contacts surveyed 42% of contacts surveyed 12% of contacts surveyed 62% of contacts surveyed
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Figure 1.1. Nominal Treasury yields fell in March and April

Percent, annual rate

Date 2-year 10-year
199701 6.01 6.58
199702 5.9 6.42
199703 6.22 6.69
199704 6.45 6.89
199705 6.28 6.71
199706 6.09 6.49
199707 5.89 6.22
199708 5.94 6.3
199709 5.88 6.21
199710 5.77 6.03
199711 5.71 5.88
199712 5.72 5.81
199801 5.36 5.54
199802 5.42 5.57
199803 5.56 5.65
199804 5.56 5.64
199805 5.59 5.65
199806 5.52 5.5
199807 5.46 5.46
199808 5.27 5.34
199809 4.67 4.81
199810 4.09 4.53
199811 4.54 4.83
199812 4.51 4.65
199901 4.62 4.72
199902 4.88 5
199903 5.05 5.23
199904 4.98 5.18
199905 5.25 5.54
199906 5.62 5.9
199907 5.55 5.79
199908 5.68 5.94
199909 5.66 5.92
199910 5.86 6.11
199911 5.86 6.03
199912 6.1 6.28
200001 6.44 6.66
200002 6.61 6.52
200003 6.53 6.26
200004 6.4 5.99
200005 6.81 6.44
200006 6.48 6.1
200007 6.34 6.05
200008 6.23 5.83
200009 6.08 5.8
200010 5.91 5.74
200011 5.88 5.72
200012 5.35 5.24
200101 4.76 5.16
200102 4.66 5.1
200103 4.34 4.89
200104 4.23 5.14
200105 4.26 5.39
200106 4.08 5.28
200107 4.04 5.24
200108 3.76 4.97
200109 3.12 4.73
200110 2.73 4.57
200111 2.78 4.65
200112 3.11 5.09
200201 3.03 5.04
200202 3.02 4.91
200203 3.56 5.28
200204 3.42 5.21
200205 3.26 5.16
200206 2.99 4.93
200207 2.56 4.65
200208 2.13 4.26
200209 2 3.87
200210 1.91 3.94
200211 1.92 4.05
200212 1.84 4.03
200301 1.74 4.05
200302 1.63 3.9
200303 1.57 3.81
200304 1.62 3.96
200305 1.42 3.57
200306 1.23 3.33
200307 1.47 3.98
200308 1.86 4.45
200309 1.71 4.27
200310 1.75 4.29
200311 1.93 4.3
200312 1.91 4.27
200401 1.76 4.15
200402 1.74 4.08
200403 1.58 3.83
200404 2.07 4.35
200405 2.53 4.72
200406 2.76 4.73
200407 2.64 4.5
200408 2.51 4.28
200409 2.53 4.13
200410 2.58 4.1
200411 2.85 4.19
200412 3.01 4.23
200501 3.22 4.22
200502 3.38 4.17
200503 3.73 4.5
200504 3.65 4.34
200505 3.64 4.14
200506 3.64 4
200507 3.87 4.18
200508 4.04 4.26
200509 3.95 4.2
200510 4.27 4.46
200511 4.42 4.54
200512 4.4 4.47
200601 4.4 4.42
200602 4.67 4.57
200603 4.73 4.72
200604 4.89 4.99
200605 4.97 5.11
200606 5.12 5.11
200607 5.12 5.09
200608 4.9 4.88
200609 4.77 4.72
200610 4.8 4.73
200611 4.74 4.6
200612 4.67 4.56
200701 4.88 4.76
200702 4.85 4.72
200703 4.57 4.56
200704 4.67 4.69
200705 4.77 4.75
200706 4.98 5.1
200707 4.82 5
200708 4.31 4.67
200709 4.01 4.52
200710 3.97 4.53
200711 3.34 4.15
200712 3.12 4.1
200801 2.48 3.74
200802 1.97 3.74
200803 1.62 3.51
200804 2.05 3.68
200805 2.45 3.88
200806 2.77 4.1
200807 2.57 4.01
200808 2.42 3.89
200809 2.08 3.69
200810 1.61 3.81
200811 1.21 3.53
200812 0.82 2.42
200901 0.81 2.52
200902 0.98 2.87
200903 0.93 2.82
200904 0.93 2.93
200905 0.93 3.29
200906 1.18 3.72
200907 1.02 3.56
200908 1.12 3.59
200909 0.96 3.4
200910 0.95 3.39
200911 0.8 3.4
200912 0.87 3.59
201001 0.93 3.73
201002 0.86 3.69
201003 0.96 3.73
201004 1.06 3.85
201005 0.83 3.42
201006 0.72 3.2
201007 0.62 3.01
201008 0.52 2.7
201009 0.48 2.65
201010 0.38 2.54
201011 0.45 2.76
201012 0.62 3.29
201101 0.61 3.39
201102 0.77 3.58
201103 0.7 3.41
201104 0.73 3.46
201105 0.56 3.17
201106 0.41 3
201107 0.41 3
201108 0.23 2.3
201109 0.21 1.98
201110 0.28 2.15
201111 0.25 2.01
201112 0.26 1.98
201201 0.24 1.97
201202 0.28 1.97
201203 0.34 2.17
201204 0.29 2.05
201205 0.29 1.8
201206 0.29 1.62
201207 0.25 1.53
201208 0.27 1.68
201209 0.26 1.72
201210 0.28 1.75
201211 0.27 1.65
201212 0.26 1.72
201301 0.27 1.91
201302 0.27 1.98
201303 0.26 1.96
201304 0.23 1.76
201305 0.25 1.93
201306 0.33 2.3
201307 0.34 2.58
201308 0.36 2.74
201309 0.4 2.81
201310 0.34 2.62
201311 0.3 2.72
201312 0.34 2.9
201401 0.39 2.86
201402 0.33 2.71
201403 0.4 2.72
201404 0.42 2.71
201405 0.39 2.56
201406 0.45 2.6
201407 0.51 2.54
201408 0.47 2.42
201409 0.57 2.53
201410 0.45 2.3
201411 0.53 2.33
201412 0.64 2.21
201501 0.55 1.88
201502 0.62 1.98
201503 0.64 2.04
201504 0.54 1.94
201505 0.61 2.2
201506 0.69 2.36
201507 0.67 2.32
201508 0.7 2.17
201509 0.71 2.17
201510 0.64 2.07
201511 0.88 2.26
201512 0.98 2.24
201601 0.9 2.09
201602 0.73 1.78
201603 0.88 1.89
201604 0.77 1.81
201605 0.82 1.81
201606 0.73 1.64
201607 0.67 1.5
201608 0.74 1.56
201609 0.77 1.63
201610 0.84 1.76
201611 0.98 2.14
201612 1.2 2.49
201701 1.21 2.43
201702 1.2 2.42
201703 1.31 2.48
201704 1.24 2.3
201705 1.3 2.3
201706 1.34 2.19
201707 1.37 2.32
201708 1.34 2.21
201709 1.38 2.2
201710 1.55 2.36
201711 1.7 2.35
201712 1.84 2.4
201801 2.03 2.58
201802 2.18 2.86
201803 2.28 2.84
201804 2.38 2.87
201805 2.51 2.98
201806 2.53 2.91
201807 2.61 2.89
201808 2.64 2.89
201809 2.77 3
201810 2.86 3.15
201811 2.86 3.12
201812 2.68 2.83
201901 2.54 2.71
201902 2.5 2.68
201903 2.41 2.57
201904 2.34 2.53
201905 2.21 2.4
201906 1.81 2.07
201907 1.84 2.06
201908 1.57 1.63
201909 1.65 1.7
201910 1.55 1.71
201911 1.61 1.81
201912 1.61 1.86
202001 1.52 1.76
202002 1.33 1.5
202003 0.45 0.87
202004 0.22 0.66
202005 0.17 0.67
202006 0.19 0.73
202007 0.15 0.62
202008 0.14 0.65
202009 0.13 0.68
202010 0.15 0.79
202011 0.17 0.87
202012 0.14 0.93
202101 0.13 1.08
202102 0.12 1.26
202103 0.15 1.61
202104 0.16 1.64
202105 0.16 1.62
202106 0.2 1.52
202107 0.22 1.32
202108 0.22 1.28
202109 0.24 1.37
202110 0.39 1.58
202111 0.51 1.56
202112 0.68 1.47
202201 0.98 1.76
202202 1.44 1.93
202203 1.91 2.13
202204 2.54 2.75
202205 2.62 2.9
202206 3 3.14
202207 3.04 2.9
202208 3.25 2.9
202209 3.86 3.52
202210 4.38 3.98
202211 4.5 3.89
202212 4.29 3.62
202301 4.21 3.53
202302 4.53 3.75
202303 4.3 3.66
202304 4.02 3.46

Note: The 2-year and 10-year Treasury rates are the monthly average of the constant-maturity yields based on the most actively traded securities.

Source: Federal Reserve Board, Statistical Release H.15, "Selected Interest Rates."

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Figure 1.2. An estimate of the nominal Treasury term premium remained low

Percentage points

Date Term Premium
199701 1.49387619608925
199702 1.4219388961792
199703 1.56349500417709
199704 1.66056819395586
199705 1.56349525565193
199706 1.48142857210977
199707 1.30218181826852
199708 1.33278094586872
199709 1.32660953203837
199710 1.21571363644166
199711 1.06898887952169
199712 0.994054555892944
199801 0.88231999874115
199802 0.916031583359367
199803 0.974218176169829
199804 0.973090475513822
199805 0.975814998149872
199806 0.886295459487221
199807 0.864068183031949
199808 0.795357142175947
199809 0.57252856805211
199810 0.613519049826123
199811 0.688826313144282
199812 0.597131821242246
199901 0.698215792053624
199902 0.843757889772716
199903 0.995682602343352
199904 0.975800003324236
199905 1.13935790563885
199906 1.32467727227644
199907 1.28947368421053
199908 1.35223636843941
199909 1.34805713381086
199910 1.4444649875164
199911 1.27639001011848
199912 1.35427726398815
200001 1.50946500301361
200002 1.38115000724792
200003 1.21349130506101
200004 1.04713683693033
200005 1.23775907538154
200006 1.05134545673024
200007 0.963879996538162
200008 0.823352178801661
200009 0.836045002937317
200010 0.747542863800412
200011 0.701523809205918
200012 0.529730004072189
200101 0.69438095887502
200102 0.774110521140852
200103 0.783759092742747
200104 1.06420498788357
200105 1.2931318228895
200106 1.29323333785647
200107 1.25510475749061
200108 1.1700739186743
200109 1.21610587484696
200110 1.27206818623976
200111 1.41033499240875
200112 1.78161498904228
200201 1.75319523470742
200202 1.65985790051912
200203 1.84941499829292
200204 1.80147726969285
200205 1.74901364066384
200206 1.59664998650551
200207 1.44536362452941
200208 1.20719091458754
200209 0.934149995446205
200210 0.987090904604305
200211 1.1454631592098
200212 1.15573809260414
200301 1.16111426694053
200302 1.06583157652303
200303 0.992842858745938
200304 1.08824284871419
200305 0.81813333148048
200306 0.677409526847658
200307 1.10343636436896
200308 1.45625713893345
200309 1.33401905354999
200310 1.32285455682061
200311 1.33156110843023
200312 1.31312273849141
200401 1.23160499334335
200402 1.183631583264
200403 1.00030000572619
200404 1.34154762540545
200405 1.56125501394272
200406 1.48352380593618
200407 1.29254761763981
200408 1.12465454773469
200409 0.95767620347795
200410 0.896695005893707
200411 0.869494992494583
200412 0.833740906281905
200501 0.780529999732971
200502 0.683468420254557
200503 0.845963632518595
200504 0.720423814796266
200505 0.571966658035914
200506 0.449209088628942
200507 0.484030000865459
200508 0.47995217209277
200509 0.432985713084539
200510 0.527364999055862
200511 0.543864995241165
200512 0.481928574187415
200601 0.371660001575947
200602 0.424115787995489
200603 0.491604347591815
200604 0.613742100565057
200605 0.658986359834671
200606 0.618022729050029
200607 0.560589998960494
200608 0.443221734917682
200609 0.383484996855259
200610 0.36910476287206
200611 0.274742857331321
200612 0.272580000013113
200701 0.375890474943888
200702 0.350757895331634
200703 0.265227270397273
200704 0.35528571548916
200705 0.407745454799045
200706 0.667999991348812
200707 0.578766666707538
200708 0.532921739246534
200709 0.511942104289406
200710 0.532390914180062
200711 0.477490001916885
200712 0.527690000832081
200801 0.397038099311647
200802 0.631790000200272
200803 0.671790006756783
200804 0.776504546403885
200805 0.835947615759713
200806 0.921828576496669
200807 0.884422730315815
200808 0.791690480141413
200809 0.776576198282696
200810 1.1084409031001
200811 1.11563889516724
200812 0.506795446981083
200901 0.547700001299381
200902 0.740510529593418
200903 0.668354543772611
200904 0.67949048110417
200905 0.934760001301765
200906 1.27825456315821
200907 1.15004090829329
200908 1.17922379857018
200909 1.05722857656933
200910 1.02750476201375
200911 1.02790525712465
200912 1.10391820018942
201001 1.20727367777573
201002 1.15732631557866
201003 1.15418260512145
201004 1.22110000523654
201005 0.960190010070801
201006 0.825204543092034
201007 0.658290471349444
201008 0.424377272074873
201009 0.387247617755617
201010 0.278835001587868
201011 0.400010000169277
201012 0.808072726834904
201101 0.873700001835823
201102 1.01930526369496
201103 0.920582608036373
201104 0.967024999856949
201105 0.762685713313875
201106 0.606786362149499
201107 0.61241499632597
201108 0.150026087203751
201109 -0.0431190477739576
201110 0.0662800004705787
201111 -0.0326900002513867
201112 -0.0621142848838298
201201 -0.0896999998018146
201202 -0.119230000674725
201203 0.023895455354994
201204 -0.0574857145547867
201205 -0.221072724258358
201206 -0.331609524431683
201207 -0.399980946665718
201208 -0.297308694409288
201209 -0.29425789258982
201210 -0.282638093545323
201211 -0.33052000105381
201212 -0.292379996925592
201301 -0.16697142769893
201302 -0.116231578353204
201303 -0.13496499992907
201304 -0.258204544132406
201305 -0.14679090899881
201306 0.13666999959969
201307 0.346813642165878
201308 0.462968176061457
201309 0.524625004827976
201310 0.363963635130362
201311 0.410194735778006
201312 0.552542859599704
201401 0.563266661905107
201402 0.453494740159888
201403 0.484333334934144
201404 0.501880952290126
201405 0.400666668301537
201406 0.431604760033744
201407 0.407331817529418
201408 0.342380950848262
201409 0.425128567786444
201410 0.272081818092953
201411 0.293038888110055
201412 0.214790911159732
201501 0.00559999986362527
201502 0.0680210537424213
201503 0.102645455404523
201504 0.0121045455651421
201505 0.190974999219179
201506 0.29705454476855
201507 0.259263634004376
201508 0.134219046682119
201509 0.135995237245446
201510 0.0714285712511767
201511 0.182115790091063
201512 0.12458181804554
201601 0.0117157894235693
201602 -0.197440000623465
201603 -0.123422727666118
201604 -0.175476191299302
201605 -0.174190475117593
201606 -0.281345457515933
201607 -0.378130002319813
201608 -0.346008693394454
201609 -0.303919047117233
201610 -0.233139999210835
201611 -0.000429997965693474
201612 0.239971428399994
201701 0.194879999756813
201702 0.182310527876804
201703 0.161569566182468
201704 0.00816315786428995
201705 -0.0163909089328213
201706 -0.128790908577767
201707 -0.0597199995536357
201708 -0.121347826136195
201709 -0.140994998812675
201710 -0.0568333335132116
201711 -0.0927142862762724
201712 -0.082375000603497
201801 -0.00222857172290484
201802 0.139010527416279
201803 0.093342856370977
201804 0.0834190470743037
201805 0.132377272641117
201806 0.077390475996903
201807 0.0409333331599122
201808 0.0144130433808364
201809 0.0539684207668822
201810 0.112749999727715
201811 0.065265000378713
201812 -0.130531578275718
201901 -0.213571427833466
201902 -0.234726317619023
201903 -0.29969047719524
201904 -0.315585714010965
201905 -0.386936363848773
201906 -0.537979997694492
201907 -0.528490909121253
201908 -0.743495456197045
201909 -0.692489996552467
201910 -0.629077269272371
201911 -0.521136848550094
201912 -0.485528574103401
202001 -0.548323810100555
202002 -0.708584205100411
202003 -0.747604548931122
202004 -0.836404760678609
202005 -0.848649996519089
202006 -0.838395449248227
202007 -0.896695451302962
202008 -0.888223807017008
202009 -0.873147621041253
202010 -0.808919049444653
202011 -0.748073681404716
202012 -0.717913633043116
202101 -0.634089466772581
202102 -0.512842107760279
202103 -0.243360867966776
202104 -0.21143181825226
202105 -0.22790000140667
202106 -0.276977270164273
202107 -0.403057140963418
202108 -0.427063633095134
202109 -0.365047621585074
202110 -0.207384999096394
202111 -0.198465000838041
202112 -0.262281818823381
202201 -0.104759999364614
202202 -0.0713315794342443
202203 -0.00709130355845327
202204 0.283249996602535
202205 0.321052378841809
202206 0.321319048603376
202207 -0.0563150002155453
202208 -0.170813045423964
202209 0.0819285708102619
202210 0.217925000563264
202211 0.0366600008215755
202212 -0.216776191301289
202301 -0.332845001295209
202302 -0.233573686135443
202303 -0.251256520819405
202304 -0.420113331079483

Note: Term premiums are estimated from a 3-factor term structure model using Treasury yields and Blue Chip interest rate forecasts.

Source: Department of the Treasury; Wolters Kluwer, Blue Chip Financial Forecasts; Federal Reserve Bank of New York; Federal Reserve Board staff estimates.

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Figure 1.3. Interest rate volatility remained above its long-term median

Basis points

Date Implied Volatility of 10-Year Swap Rate
200504 93.1407611818182
200505 87.2053020454545
200506 87.5994123636364
200507 89.342594
200508 84.2202744347826
200509 83.8325441363636
200510 86.0325223333333
200511 87.1229912727273
200512 77.7070317272727
200601 75.8552282272727
200602 72.57082995
200603 72.1180623913044
200604 76.56824595
200605 74.3080899130435
200606 70.7608532727273
200607 69.4930483333333
200608 62.8133045217391
200609 62.7310715238095
200610 64.0431154545455
200611 67.6373596363636
200612 66.234062
200701 66.4426889130435
200702 66.7878776
200703 70.8117155454546
200704 62.8650858095238
200705 58.1989928695652
200706 79.0500360952381
200707 82.6708996818182
200708 84.3294735217391
200709 97.0252322
200710 91.0426627826087
200711 97.0015865454545
200712 117.976205190476
200801 133.406423652174
200802 150.923306095238
200803 163.97233552381
200804 139.643575363636
200805 126.353198590909
200806 140.475449761905
200807 127.802219956522
200808 111.567181571429
200809 141.1032905
200810 188.875971130435
200811 205.83388575
200812 232.030661695652
200901 169.826971590909
200902 187.7330855
200903 157.275367409091
200904 129.736551454545
200905 153.281603190476
200906 223.655879409091
200907 197.755332409091
200908 180.745684190476
200909 147.807639681818
200910 134.645040636364
200911 112.442800571429
200912 110.287802913044
201001 110.495807619048
201002 100.7843527
201003 90.5415333043478
201004 95.7845809090909
201005 108.376839047619
201006 108.348928954545
201007 91.2602745454546
201008 100.908488681818
201009 110.990158909091
201010 102.931406714286
201011 109.178534727273
201012 125.347307227273
201101 113.23575147619
201102 111.22755815
201103 110.334852782609
201104 92.08106005
201105 89.4274393636364
201106 94.3602630909091
201107 101.407765333333
201108 117.109677521739
201109 121.005849181818
201110 124.639285238095
201111 125.236508363636
201112 105.109209590909
201201 86.8961869090909
201202 87.928798047619
201203 92.8956355454546
201204 86.3847064761905
201205 78.4844144782609
201206 89.6806648095238
201207 72.8232575909091
201208 78.5166424347826
201209 75.8383667
201210 75.6908457391304
201211 67.6227298181818
201212 61.8341229047619
201301 67.3589163478261
201302 68.8840089
201303 64.7794116190476
201304 60.4505235
201305 69.0075274782609
201306 100.3947363
201307 104.775979478261
201308 100.2640195
201309 101.211893142857
201310 81.617062173913
201311 74.5137228571429
201312 75.8982773636364
201401 70.363670826087
201402 69.2855606
201403 65.5307374285714
201404 62.8501716666667
201405 61.4742948181818
201406 61.9679537142857
201407 59.6560042608696
201408 62.2641432380952
201409 65.4064466363636
201410 76.7030626956522
201411 67.40892365
201412 70.2256455652174
201501 87.0186313636364
201502 91.13263945
201503 84.3177593181818
201504 77.4148326818182
201505 86.7601392380952
201506 88.911496
201507 82.9971814347826
201508 80.31959485
201509 79.7947395
201510 75.1609395454545
201511 72.1120120952381
201512 70.300521826087
201601 76.2914845238095
201602 89.1231934761905
201603 78.9347058181818
201604 72.0117337619048
201605 69.0779673636364
201606 77.249059
201607 76.8601374285714
201608 68.1436731739131
201609 67.2750649090909
201610 65.2515483809524
201611 83.5448066818182
201612 81.1593321363636
201701 81.1271510909091
201702 75.6451058
201703 69.9332405652174
201704 75.8273615
201705 62.2952567826087
201706 58.9056952272727
201707 59.5746184761905
201708 57.3938232608696
201709 58.1155528095238
201710 59.6366519545455
201711 52.3190709090909
201712 50.8717691904762
201801 55.5877003043478
201802 72.027128
201803 63.4433651363636
201804 58.5823622857143
201805 58.537723
201806 57.8168248095238
201807 53.9075479545455
201808 52.7038092608696
201809 51.701349
201810 58.2089809130435
201811 57.7368546363636
201812 59.4768278095238
201901 56.8872852608696
201902 50.92862395
201903 52.1450475238095
201904 51.7224289090909
201905 57.229373826087
201906 68.6766383
201907 62.13732
201908 81.9997485454546
201909 82.103384952381
201910 78.1486783478261
201911 66.9196303809524
201912 64.9177692272727
202001 63.7826934782609
202002 76.3504349
202003 128.198282909091
202004 79.1194908181818
202005 62.0802865714286
202006 68.1176147272727
202007 56.0211723913044
202008 54.0961076666667
202009 49.9714252727273
202010 68.7694889545455
202011 57.2393500952381
202012 58.7475827391304
202101 58.6661465714286
202102 68.86160195
202103 82.8590066956522
202104 76.9544033181818
202105 69.6327573333333
202106 66.3641393636364
202107 73.0951925454546
202108 75.2578712727273
202109 69.2562043181818
202110 73.8939421904762
202111 80.0323039090909
202112 80.5436253043478
202201 82.2416188571429
202202 89.12005315
202203 109.082986913044
202204 119.87279447619
202205 115.472141045455
202206 120.215722318182
202207 123.308576227273
202208 111.678260869565
202209 127.081818181818
202210 138.352380952381
202211 126.554545454545
202212 125.859090909091
202301 111.909090909091
202302 105.985
202303 120.695652173913
202304 112.621428571429

Note: The data begin in April 2005. Implied volatility on the 10-year swap rate, 1 month ahead, is derived from swaptions. The median value is 78.93 basis points.

Source: For data through July 13, 2022, Barclays Trading and IHS Markit; for data from July 14, 2022, onward, ICAP, Swaptions and Interest Rate Caps and Floors Data.

Return to text
Figure 1.4. The price-to-earnings ratio of S&P 500 firms continued to be above its historical median

Ratio

Date Forward Price-to-Earnings Ratio
198901 10.0671742071852
198902 10.1319694421189
198903 10.11418466847
198904 10.4232259582463
198905 10.725593921358
198906 10.8529156729879
198907 11.2422984165753
198908 11.5556754542242
198909 11.5074717257702
198910 11.4718058275942
198911 11.5143143242907
198912 11.884201147533
199001 11.528315328471
199002 11.3005872634517
199003 11.4949308091727
199004 11.6503643865759
199005 12.0730200775074
199006 12.3810239359247
199007 12.3902358555333
199008 11.5089305534682
199009 10.7864474541333
199010 10.3025226101324
199011 11.1818911075676
199012 11.6619796205543
199101 11.2550858931057
199102 13.4293328390948
199103 13.7688487548013
199104 14.4455914088974
199105 13.6421419272363
199106 13.9017468978428
199107 14.1581105589639
199108 14.39598868377
199109 14.2070851611185
199110 14.3145545789273
199111 14.4537086530241
199112 14.0102441469713
199201 15.368358289062
199202 15.0082392497479
199203 14.8636613724216
199204 14.8072465748702
199205 14.6969397459983
199206 14.0100742459998
199207 14.4295399036632
199208 14.4495625870657
199209 14.4077668469035
199210 14.0025690692984
199211 14.5158804016831
199212 14.7060423882035
199301 14.6115963363986
199302 14.6619199604946
199303 15.0106427377622
199304 15.0304486104987
199305 14.7171628110741
199306 14.6343585942742
199307 14.6317460229422
199308 14.7618188215198
199309 14.8034705344017
199310 14.6420126266835
199311 14.6668367840603
199312 14.4782805948521
199401 14.7481429679263
199402 14.6041375083065
199403 14.3352500190302
199404 13.456030580283
199405 13.4173391598185
199406 13.4683691836968
199407 13.0020648312486
199408 13.2064028460184
199409 13.1090121711998
199410 12.918680525647
199411 12.5567925753133
199412 12.0886432493601
199501 12.31489283675
199502 12.485007266347
199503 12.5047524715046
199504 12.6592147867659
199505 12.9075410977283
199506 13.055979860097
199507 13.3026602080606
199508 13.3528533034166
199509 13.674094701184
199510 13.7720386831429
199511 13.8027851238511
199512 14.319462193535
199601 14.0130038956195
199602 15.2293938516872
199603 14.8060899255747
199604 14.7872057751655
199605 15.1920808695328
199606 14.7149119753877
199607 14.4058539053309
199608 14.9200483225136
199609 15.244704520794
199610 15.6118581061616
199611 16.0724425650974
199612 15.8482429004173
199701 16.4601350149336
199702 17.3612715548802
199703 16.6463655723895
199704 16.0264780616226
199705 17.3840079181155
199706 18.3933625243185
199707 19.2290277376015
199708 18.6792011595562
199709 18.9192509930383
199710 19.199563318005
199711 18.6006297654653
199712 18.8678443887348
199801 18.6616667550781
199802 20.3620821455426
199803 21.4234029605327
199804 21.9046204071934
199805 21.6889419185948
199806 21.4190497549296
199807 22.772063516664
199808 21.1661052338416
199809 20.0142249134172
199810 19.2769848154015
199811 22.0184854731441
199812 22.2981591318599
199901 23.7035438838057
199902 23.5287425197971
199903 24.7239205867708
199904 24.9524833097916
199905 24.736530192212
199906 24.2960610147964
199907 25.4377464188884
199908 23.9033994297711
199909 23.465492349906
199910 22.5482243562647
199911 24.4965473831957
199912 24.4190632588604
200001 24.8500127988724
200002 24.0242446153595
200003 23.7274053921035
200004 23.910781231427
200005 23.8835488647179
200006 24.0989155218107
200007 24.0959197395895
200008 23.8563478921336
200009 23.8586212693265
200010 21.4415689830023
200011 22.245266538735
200012 22.0979087189795
200101 21.9792389998843
200102 22.0974977678334
200103 19.7213249631437
200104 21.408993546396
200105 22.2344467808483
200106 21.6724929305484
200107 21.6063705927885
200108 21.1653684134075
200109 18.4181006750978
200110 20.3746106446517
200111 21.4917696140268
200112 21.5711539024653
200201 20.9997457476363
200202 20.468041175139
200203 20.7499399824897
200204 20.1697400936086
200205 19.3975196296408
200206 18.1106136141448
200207 16.144104065009
200208 16.6002864808184
200209 15.7178737258545
200210 15.7767283938108
200211 16.0197351428456
200212 16.1196459159049
200301 16.4820136095937
200302 15.3393664577141
200303 15.7057513645709
200304 15.6782042497112
200305 16.5623879456789
200306 17.6901273568137
200307 17.2744306067917
200308 16.9370485150998
200309 17.4137585320906
200310 17.5046552098873
200311 17.1001663012497
200312 17.4286477429182
200401 18.0952942715105
200402 18.0922156165378
200403 17.3972400177488
200404 17.1053373211682
200405 15.9757170726185
200406 16.4110587244638
200407 15.9243481982502
200408 15.513231935436
200409 15.7695885840039
200410 15.4848461196724
200411 16.168463702106
200412 16.3212843601547
200501 15.9516954072526
200502 16.1670626964976
200503 15.6428047596538
200504 15.3033435828246
200505 15.2780375086805
200506 15.4142450595707
200507 15.407615596552
200508 15.1379673473605
200509 14.9529104955336
200510 14.3344615174609
200511 14.6095565360508
200512 14.978839195399
200601 14.9027949866491
200602 14.9314189191115
200603 15.0614315471095
200604 14.9915493858673
200605 14.2958362559054
200606 13.6922951790455
200607 13.9022250239988
200608 14.1250430472216
200609 14.2607559922987
200610 14.6540477350587
200611 14.8071513076266
200612 14.8247171994619
200701 15.0143695648518
200702 15.3899853189057
200703 14.5564950964851
200704 15.3143111991688
200705 15.5073679072785
200706 15.2975442906089
200707 15.4094597792472
200708 13.8720193248276
200709 15.0075987644657
200710 15.0142489154439
200711 14.3225667672557
200712 14.1975156411918
200801 13.4912907418099
200802 13.6764281171557
200803 13.0890226340655
200804 13.8050341062565
200805 14.3034743646662
200806 13.5074849056027
200807 12.5967075386936
200808 13.2894335487083
200809 12.0099232517863
200810 9.93183570501414
200811 9.73674311474256
200812 11.8728906448913
200901 11.479366075644
200902 12.4571934909775
200903 12.4233884482004
200904 13.5118967347282
200905 14.6564514630946
200906 14.7270108814209
200907 14.7971588048122
200908 15.2005246744186
200909 15.9097931240414
200910 15.8525942865293
200911 15.1214285157945
200912 14.8891204228012
201001 14.8033271222078
201002 13.80979681276
201003 14.4374134871356
201004 14.8235941565328
201005 12.9868381450424
201006 12.8174165613977
201007 12.494674325929
201008 12.1002473701947
201009 12.3544214744146
201010 12.8372710894154
201011 12.5678050182375
201012 13.0311450458787
201101 13.2144355711387
201102 13.7054230609555
201103 12.6073126882178
201104 12.9703029638387
201105 12.8955216757034
201106 12.0671220937582
201107 12.6380853372802
201108 11.2819845850644
201109 11.2422347561753
201110 11.4982283967366
201111 11.6744381767577
201112 11.4043366441588
201201 12.3280990052721
201202 12.6334535012203
201203 12.9636957702922
201204 12.656711974856
201205 12.0114718434985
201206 11.8911653768209
201207 12.5919104596551
201208 12.9175180065578
201209 13.3369889607517
201210 13.2083071938254
201211 12.1870178239455
201212 12.8551803881697
201301 13.1189796566723
201302 13.5300230222157
201303 13.7171760677603
201304 13.5910720706511
201305 14.4772815920518
201306 14.1019360313688
201307 14.508003942399
201308 14.5796132241299
201309 14.8366443232693
201310 14.7109227425549
201311 15.0320955165825
201312 15.1988338215562
201401 15.4252430366362
201402 15.4342440891567
201403 15.6027033991903
201404 15.4960980228424
201405 15.4499313038387
201406 15.8287685948327
201407 15.9658953143716
201408 15.5473865134388
201409 15.8925425683386
201410 14.7596221445493
201411 16.189883390834
201412 16.1134979343437
201501 16.2286971994056
201502 17.3509999704107
201503 17.2718966537922
201504 17.2854961209612
201505 17.088985228879
201506 16.9588977461734
201507 16.9772169014072
201508 16.7530460626705
201509 16.093088893263
201510 16.1401681798561
201511 16.7962345059878
201512 16.6871331543022
201601 15.2958625033011
201602 15.9113487881028
201603 16.7090370102316
201604 17.0915271906946
201605 16.6740205347203
201606 16.7454672559505
201607 17.3977629429638
201608 17.5188869533909
201609 16.9176715215672
201610 16.8895537223306
201611 16.9468143088282
201612 17.3283859668519
201701 17.2752500878079
201702 17.909808196704
201703 18.0365277976565
201704 17.5411101102714
201705 17.495125606295
201706 17.9095448963421
201707 18.2283824814624
201708 18.0949369312075
201709 18.1816001044339
201710 18.4433718251869
201711 18.1455032328558
201712 18.637672954483
201801 18.7257580148602
201802 17.2804175346685
201803 17.3746507659165
201804 16.921259725982
201805 16.6826807993206
201806 16.8409541808905
201807 17.029467989854
201808 16.8207376007116
201809 17.2091962591976
201810 16.4921820577268
201811 15.7184965524319
201812 14.6494267785085
201901 15.4544787177931
201902 16.3426324922794
201903 16.6017064466197
201904 17.0780854604336
201905 16.6616692736079
201906 17.0282761847525
201907 17.4493721865079
201908 16.5422964862988
201909 17.4029923152
201910 17.3126342839806
201911 17.8323901968299
201912 18.2515361469096
202001 18.731865259892
202002 19.2711513376624
202003 14.1257787905268
202004 18.9300807802764
202005 20.5181240602554
202006 22.3997981758114
202007 23.096322431073
202008 23.097509530222
202009 22.6402912265307
202010 22.8103716416134
202011 22.2430121977852
202012 22.5584144857107
202101 23.0472880396499
202102 22.7577271648318
202103 22.4530482530821
202104 22.6457718183993
202105 21.3306390222077
202106 21.5964261158389
202107 22.1794793766553
202108 21.4375558653595
202109 21.6305767023577
202110 20.8067097909515
202111 21.8412699690836
202112 21.6020320969553
202201 20.5507550229434
202202 19.9606389015591
202203 19.1287422501368
202204 19.3245595426881
202205 16.8647841125008
202206 16.1620569546522
202207 16.336252572997
202208 18.6066650197832
202209 17.1279547567621
202210 16.1721679689392
202211 17.5840329207811
202212 17.6530423094477
202301 17.4914831773666
202302 18.6593467490867
202303 17.4063817620655

Note: The figure shows the aggregate forward price-to-earnings ratio of S&P 500 firms, based on expected earnings for 12 months ahead. The median value is 15.5.

Source: Federal Reserve Board staff calculations using Refinitiv, Institutional Brokers’ Estimate System

Return to text
Figure 1.5. An estimate of the equity premium fell below its historical median

Percentage points

Date Spread
199110 3.31427010992933
199111 3.29903766883821
199112 3.80762327381709
199201 2.88297739349424
199202 2.79872283149168
199203 2.73553236501514
199204 3.00458317695771
199205 3.1447329688378
199206 3.59476231850855
199207 3.57410315122668
199208 3.78308638709405
199209 3.92795806513843
199210 3.83744985294281
199211 3.38282575652048
199212 3.38447460914295
199301 3.48812928288156
199302 3.80455674403826
199303 3.87349750163222
199304 4.09277390660521
199305 4.22688814007965
199306 4.40954764456495
199307 4.33184694012072
199308 4.35514790450371
199309 4.64818814163862
199310 4.76707844437311
199311 4.38464775579905
199312 4.44471028305064
199401 4.35630559800068
199402 4.17932752659611
199403 3.79479194239644
199404 3.82863271991632
199405 3.6780948404889
199406 3.73794171007627
199407 3.80104336936774
199408 3.75142590556865
199409 3.58307653107891
199410 3.43771055015621
199411 3.46588734108495
199412 3.88674595821905
199501 3.5405693051
199502 3.7605068722
199503 3.98661780517977
199504 4.09168277935384
199505 4.3816388443795
199506 4.72190430483636
199507 4.32177401927545
199508 4.08359366389548
199509 4.1793393536478
199510 4.11672246323124
199511 4.21912044125324
199512 4.1584239310457
199601 4.36825794779476
199602 3.64660625023885
199603 3.34441116801229
199604 3.09523853406768
199605 2.74370855801186
199606 2.81173305949495
199607 3.03327776030268
199608 3.03036178298195
199609 2.6548492282005
199610 2.80365147054795
199611 2.94339364584958
199612 2.95155842112662
199701 2.45520573885991
199702 2.28000174369389
199703 2.2215301597253
199704 2.11276149208368
199705 1.81520805647943
199706 1.69465150059229
199707 1.87902725529582
199708 1.9317849863801
199709 1.93794894389938
199710 1.68111523227904
199711 2.02992687327511
199712 2.04576274322786
199801 2.2949436509839
199802 1.77995283633
199803 1.46067140152118
199804 1.26767393076067
199805 1.28888214301285
199806 1.50294241812118
199807 1.27898469340859
199808 1.75769821997876
199809 2.48130982724038
199810 2.8586904668259
199811 1.96175057355216
199812 2.04317370279159
199901 1.44158033827905
199902 1.20179443139689
199903 0.757652474876651
199904 1.00716881935467
199905 0.715034105060791
199906 0.430593245375135
199907 0.329191710212053
199908 0.397004216947228
199909 0.456282422969048
199910 0.426474098012697
199911 0.244003950360101
199912 0.0268023157567292
200001 -0.3032656520661
200002 -0.0426616981237986
200003 0.210798232157346
200004 0.42038281573579
200005 0.0155125307449548
200006 0.319158109347865
200007 0.41283551769425
200008 0.634165408322303
200009 0.63142348406575
200010 1.2118213600059
200011 1.10252050340762
200012 1.57019995319645
200101 1.66645349274638
200102 1.67443981455751
200103 2.39243566165568
200104 1.7760571354528
200105 1.3997623125465
200106 1.607023592875
200107 1.68437798092391
200108 1.98420640803557
200109 2.8810414915
200110 2.6012692507
200111 2.2622389779
200112 1.7824856173
200201 1.93791003524762
200202 2.14872326663684
200203 1.7198010478
200204 1.96879481927273
200205 2.25610739240909
200206 2.862874067
200207 3.79269816983637
200208 3.98896969692727
200209 4.6980786989
200210 4.53603155908182
200211 4.36718466732632
200212 4.34433402042381
200301 4.26666269864286
200302 4.88128459231579
200303 4.82917049107619
200304 4.71462911144762
200305 4.79426717409048
200306 4.64640388553333
200307 4.1533528169
200308 3.76135928014286
200309 3.79677613429048
200310 3.76695695909091
200311 3.89602967763333
200312 3.82603433995454
200401 3.7461686332
200402 3.80818111896316
200403 4.28623384087391
200404 3.84953326100476
200405 3.8841399364
200406 3.70950446585238
200407 4.13893949434762
200408 4.51259184968182
200409 4.5774195257
200410 4.7206566224
200411 4.3630195187
200412 4.28530516053637
200501 4.4037711202
200502 4.38908917231053
200503 4.25580183483636
200504 4.61190540658571
200505 4.82339088994762
200506 4.91672370761818
200507 4.7448119167
200508 4.77045453108696
200509 4.9068993388381
200510 4.9194200861
200511 4.6847897322
200512 4.60452285023809
200601 4.7075706858
200602 4.53813451452105
200603 4.31615772679565
200604 4.09716671756316
200605 4.30855283720909
200606 4.62180473372727
200607 4.5434331795
200608 4.63647661581304
200609 4.7141859672
200610 4.52465787050476
200611 4.5921553973619
200612 4.6115312397
200701 4.18061487702857
200702 4.04869515229474
200703 4.57048102704546
200704 4.1554398798
200705 4.03293395713636
200706 3.76238264008571
200707 3.80630111938095
200708 4.81104277342174
200709 4.43432272694737
200710 4.42806255267273
200711 5.0820787472
200712 5.1702308131
200801 5.99236542527619
200802 5.8653756633
200803 6.4066248446
200804 5.85848437606573
200805 5.40148452922908
200806 5.59611223003047
200807 6.25069592780653
200808 5.96275613648711
200809 6.93194789699366
200810 8.31130028369268
200811 8.73694689022563
200812 7.98804871656921
200901 8.05084242592808
200902 7.04018505974376
200903 7.20349738969335
200904 6.64679021753963
200905 5.70125892872508
200906 5.23550785254012
200907 5.38569502671467
200908 5.1981393135808
200909 5.10547493161545
200910 4.9367586215199
200911 5.2360370910491
200912 5.19793166368101
201001 5.25092761711086
201002 5.78188350851631
201003 5.46123103667852
201004 5.20957048343204
201005 6.54449867090297
201006 6.84766606124505
201007 7.15988132056431
201008 7.77091655429029
201009 7.63562527445532
201010 7.35385754854428
201011 7.32779388986603
201012 6.48289546180822
201101 6.39736174756077
201102 5.95789238530971
201103 6.74336971908824
201104 6.57624514556917
201105 6.91050150152141
201106 7.61398458891775
201107 7.23200097733923
201108 8.8961105168292
201109 9.25279528588387
201110 8.9787419604627
201111 9.01082269488091
201112 9.25594657484572
201201 8.41948570794733
201202 8.23274699266021
201203 7.81297238914052
201204 8.31410809834019
201205 9.00794711445453
201206 9.27434276735411
201207 8.77473522152172
201208 8.40104263863512
201209 8.13473374693441
201210 8.14212148178375
201211 8.86975784029727
201212 8.37812512930164
201301 8.01870592441252
201302 7.7094125470598
201303 7.63463523581444
201304 7.92009856335572
201305 7.28380592809307
201306 7.06423492088767
201307 6.48580151508104
201308 6.27906523222149
201309 6.10425356118176
201310 6.44623375016323
201311 6.19116400955419
201312 5.93054739481541
201401 5.88706097647488
201402 6.02866244962135
201403 5.95024573188786
201404 5.96197078487209
201405 6.13970164674832
201406 5.93622989227505
201407 5.89168243048481
201408 6.17463015152176
201409 5.9182022520901
201410 6.62739123150448
201411 6.00233561147366
201412 6.16285441057464
201501 6.33899407408748
201502 5.82566185216909
201503 5.79434755000289
201504 5.93158333972074
201505 5.72115751844613
201506 5.60471874571566
201507 5.68063785116695
201508 5.91619708490709
201509 6.1480998708601
201510 6.23902229343793
201511 5.77911013343824
201512 5.84006839557105
201601 6.5192367463464
201602 6.56576231117415
201603 6.15618536653602
201604 6.21073317596073
201605 6.34834424421512
201606 6.49529255911596
201607 6.37364041717276
201608 6.27270779436429
201609 6.39686941017359
201610 6.34867955664142
201611 5.92841404892045
201612 5.43294458011085
201701 5.6133331435665
201702 5.41924850910846
201703 5.32079567197305
201704 5.66903558315205
201705 5.67298235371075
201706 5.67331478019448
201707 5.39390027719457
201708 5.54205558262142
201709 5.53039595958696
201710 5.25451160785882
201711 5.34318345197218
201712 5.14398668750061
201801 4.99733300872924
201802 5.15464457846546
201803 5.15182091416192
201804 5.34333978472825
201805 5.30707681590116
201806 5.31191534986694
201807 5.171997864582
201808 5.25004683623996
201809 5.00425187916363
201810 5.11592446455841
201811 5.44692161526154
201812 6.20368988130553
201901 5.96510666206428
201902 5.64534415351343
201903 5.64818671998041
201904 5.51566684081167
201905 5.7922087065743
201906 5.98601004568227
201907 5.87016521608618
201908 6.60857351919441
201909 6.23040326072807
201910 6.26247393216093
201911 5.97666267518493
201912 5.78984801525025
202001 5.76309665617919
202002 5.87192460984315
202003 8.33926023635579
202004 6.69405478310881
202005 6.29933990760407
202006 5.84819867148432
202007 5.73115726827897
202008 5.71130919230923
202009 5.77359955517924
202010 5.72079446388723
202011 5.74860449121579
202012 5.62534929606364
202101 5.46226318493684
202102 5.32183822668947
202103 4.98251217044348
202104 5.02723081674546
202105 5.3112020865
202106 5.35596394561818
202107 5.59175782068571
202108 5.78848814872727
202109 5.6605233405381
202110 5.7384919131
202111 5.5242733453
202112 5.65460775806364
202201 5.528336268
202202 5.50525441584211
202203 5.5428352422
202204 5.1635971869
202205 5.75145842834286
202206 5.74773600820476
202207 5.9317249162
202208 5.21512259492609
202209 5.03028964858095
202210 5.0359278599
202211 4.6373525239
202212 4.95262214457619
202301 4.5217580717
202302 3.93192863342632
202303 4.3642541305087

Note: The figure shows the difference between the aggregate forward earnings-to-price ratio of S&P 500 firms and the expected real Treasury yields, based on expected earnings for 12 months ahead. Expected real Treasury yields are calculated from the 10-year consumer price index inflation forecast, and the smoothed nominal yield curve is estimated from off-the-run securities. The median value is 4.78 percentage points.

Source: Federal Reserve Board staff calculations using Refinitiv (formerly Thomson Reuters), Institutional Brokers’ Estimate System; Department of the Treasury; Federal Reserve Bank of Philadelphia, Survey of Professional Forecasters.

Return to text
Figure 1.6. Volatility in equity markets remained elevated

Percent

Date Option-implied volatility Realized volatility
199601 13.4736363636364 11.654654387096
199602 15.033 11.4858346987596
199603 17.762380952381 14.5664082930485
199604 16.2122222222222 12.2467942352492
199605 16.1463636363636 11.3119877565025
199606 16.5035294117647 11.1092542396686
199607 17.9786363636364 15.0331563520067
199608 15.7604545454545 13.4308646752193
199609 16.578 11.1802576528773
199610 16.2863636363636 9.85939413109233
199611 15.997 10.2611029522332
199612 19.2609523809524 13.423716423015
199701 19.6166666666667 14.5938801463345
199702 20.1394736842105 14.8234442156551
199703 20.17 14.6303799714861
199704 19.6955 17.1670901061588
199705 19.9247619047619 16.366869894327
199706 20.1942857142857 14.9957625734345
199707 20.5085714285714 16.1617415740984
199708 23.0847619047619 18.1160942577145
199709 23.7994736842105 18.7687982589057
199710 23.8708695652174 18.8179567156138
199711 31.9842105263158 24.0105681438817
199712 26.2763636363636 18.5233111121603
199801 23.8665 17.9069674989381
199802 19.9989473684211 15.3666239814318
199803 20.032380952381 12.6742831267449
199804 22.1621052631579 13.0077753715568
199805 20.874 13.9454146997346
199806 21.6627272727273 15.5972114786175
199807 20.2326315789474 14.6163978033844
199808 31.5880952380952 22.8071770636313
199809 38.132 34.2363371772038
199810 36.6081818181818 33.0397911879331
199811 26.223 23.1544968115374
199812 25.4790909090909 18.951146063223
199901 27.9688888888889 19.5167394416533
199902 28.8226315789474 21.7310479446262
199903 25.3095652173913 20.6547914674016
199904 23.4785714285714 19.8606771891501
199905 26.2045 20.9574353512418
199906 23.5457142857143 19.2625008554962
199907 21.0490476190476 16.5488683641917
199908 24.3236363636364 17.7454014218775
199909 24.5414285714286 18.9697791476146
199910 24.0214285714286 20.9104228504407
199911 21.8180952380952 19.2569642009132
199912 22.1590909090909 16.8950388819076
200001 23.202 19.2522877959905
200002 23.5955 21.8613458886678
200003 22.7340909090909 24.3909635574099
200004 27.1642105263158 32.6636875908469
200005 26.3731818181818 28.6595982569648
200006 21.54 22.8929512468821
200007 19.893 17.980698455837
200008 18.0886956521739 16.2120294147877
200009 19.6875 15.210097512096
200010 25.2 23.3598072752186
200011 26.3828571428572 24.8130668116938
200012 26.5305 25.2415227193931
200101 24.9185714285714 27.3602927142189
200102 23.4115789473684 21.5501206216313
200103 28.5355 26.8105843217018
200104 28.134 28.2492936427782
200105 22.9440909090909 21.9092129352145
200106 20.9404761904762 18.0688419334876
200107 22.3161904761905 17.406448709687
200108 21.8617391304348 16.9715954996617
200109 35.0653333333333 25.3382211209905
200110 32.6122727272727 27.4165117867325
200111 26.6309523809524 23.6806652617825
200112 23.72 18.7933239165029
200201 22.2528571428571 16.070437683007
200202 22.8757894736842 19.0062337533147
200203 18.985 18.1451144074509
200204 19.9004545454546 16.3426253004236
200205 20.0877272727273 17.4581975074258
200206 25.271 21.1297660156886
200207 34.0495454545455 33.7793436057224
200208 33.7427272727273 37.9689619975786
200209 37.6475 31.1270692682215
200210 35.4295454545455 35.0811720054367
200211 28.175 29.8084432942174
200212 28.2104761904762 23.9622713558251
200301 27.5063157894737 21.4469770986802
200302 32.2184210526316 23.2421878074318
200303 30.6342857142857 24.0040659796837
200304 23.9919047619048 22.7297184085992
200305 20.2395238095238 19.3927767398635
200306 20.362380952381 17.8736785998776
200307 19.1613636363636 17.9456251244365
200308 19.2742857142857 17.4355908104086
200309 19.532380952381 14.6240566861575
200310 18.0234782608696 14.3947297818711
200311 17.401052631579 13.1452074336775
200312 16.8263636363636 11.898187122352
200401 15.9533333333333 11.1295728431519
200402 15.9984210526316 12.4129954515346
200403 17.6873913043478 13.1050216976416
200404 15.6985714285714 13.2176376473784
200405 17.705 15.2903748948458
200406 15.3571428571429 12.4648362760251
200407 15.502380952381 11.5548195552748
200408 16.6840909090909 12.5061902836159
200409 14.0809523809524 10.5116153719172
200410 14.97 10.5381148511303
200411 13.5771428571429 11.2090269156889
200412 12.4595454545455 10.530867200208
200501 13.438 10.6794754834395
200502 11.7089473684211 9.96727979016155
200503 13.1263636363636 10.4490023874664
200504 14.4590476190476 11.9478937188177
200505 13.967619047619 13.1217580985616
200506 11.8686363636364 10.8737715332402
200507 11.049 10.2895879665238
200508 12.9513043478261 9.66274896484197
200509 12.6280952380952 10.3255272253914
200510 14.937619047619 12.9294659589076
200511 12.147619047619 11.9812454956094
200512 11.26 9.85764479290582
200601 12.036 9.74070927840563
200602 12.4710526315789 10.3861548214978
200603 11.6939130434783 9.66654813445549
200604 11.8473684210526 10.1713566525801
200605 14.4545454545455 11.8718349366883
200606 16.9186363636364 15.1757986984136
200607 15.326 13.8078862967776
200608 13.3517391304348 12.2540202959709
200609 12.1845 9.57363182582598
200610 11.3063636363636 8.86665500764492
200611 10.817619047619 9.04450419002803
200612 10.9645 9.47201978651976
200701 11.0425 9.44536945141541
200702 11.1552631578947 9.08685698016304
200703 15.1627272727273 14.3255030033515
200704 12.933 11.4023042808631
200705 13.2977272727273 9.90934356661084
200706 14.947619047619 11.4077110975207
200707 17.2733333333333 13.5121642188215
200708 25.0260869565217 23.4241339983899
200709 22.1989473684211 19.7348133045821
200710 19.115652173913 15.4888932450794
200711 25.582380952381 21.5029598907903
200712 21.651 20.9869846219637
200801 25.8161904761905 25.1342514466583
200802 25.456 27.937009713275
200803 27.1035 26.719877202649
200804 21.5627272727273 21.3689689262963
200805 18.3033333333333 16.8028233799403
200806 22.1104761904762 17.3827173198875
200807 24.3213636363636 23.0503260414801
200808 20.6957142857143 20.3662293912449
200809 30.2385714285714 30.102684176587
200810 61.1773913043478 66.3707408175557
200811 62.6394736842105 72.3187092534032
200812 52.405 61.6027363223955
200901 44.683 43.4083195158596
200902 45.5705263157895 40.477809802582
200903 44.7954545454545 42.715480862227
200904 38.0638095238095 35.1983309385203
200905 31.978 29.387605460327
200906 29.1404545454546 25.0830755581131
200907 26.1627272727273 21.5196966900661
200908 25.3371428571429 19.3235809597926
200909 24.9266666666667 17.4857833905631
200910 24.2522727272727 17.5702405784602
200911 23.7835 19.4845647025448
200912 21.2395454545455 15.2663970860801
201001 20.6431578947368 12.8398985969182
201002 22.54 17.9197082366811
201003 17.7673913043478 14.1303021968636
201004 17.4242857142857 12.4867727450024
201005 31.9295 27.5959641035495
201006 29.9163636363636 26.9833521430504
201007 25.5652380952381 23.0199006041922
201008 24.7459090909091 18.892145202711
201009 22.517619047619 16.8356259520512
201010 20.3733333333333 14.8889937243947
201011 20.0957142857143 13.9380294939093
201012 17.5695454545455 11.8416477621944
201101 17.3155 9.7366961073792
201102 17.43 10.6281043383697
201103 20.7234782608696 14.3028897723815
201104 16.244 12.4112280924203
201105 16.9114285714286 12.3593118533934
201106 19.1531818181818 13.5580037991357
201107 19.2275 13.7770826927417
201108 35.0291304347826 31.7176846070135
201109 36.53 30.9443763927647
201110 32.8290476190476 30.1570868207097
201111 31.9419047619048 25.0129420390113
201112 25.047619047619 20.6168002558854
201201 20.228 15.4695108469787
201202 18.4205 12.409164884339
201203 16.1672727272727 10.9007063852979
201204 17.823 11.4961277083449
201205 21.0018181818182 13.7201292791789
201206 21.1309523809524 15.5662009453077
201207 17.5652380952381 14.7999610603947
201208 15.6895652173913 13.1326573763986
201209 15.2847368421053 10.9759898228151
201210 16.2761904761905 11.2670177780026
201211 16.7019047619048 13.8098490976068
201212 17.307 12.878964905782
201301 13.5052380952381 11.7464530343877
201302 14.0726315789474 9.64237568335248
201303 13.0315 10.1316002935915
201304 13.9672727272727 11.4481004754934
201305 13.4936363636364 11.607839229783
201306 17.2715 14.4992536826173
201307 13.9745454545455 13.4815135063894
201308 14.21 10.3977359758941
201309 14.692 10.6911937854692
201310 15.4078260869565 11.2067997099562
201311 12.924 9.88683779960606
201312 14.192380952381 9.49681484929974
201401 14.2409523809524 9.33267308526438
201402 15.47 11.7661465862915
201403 14.8366666666667 11.6356857940038
201404 14.1980952380952 12.1990067066569
201405 12.4752380952381 10.9800649435702
201406 11.5414285714286 8.25326039581718
201407 12.2963636363636 7.97868126433434
201408 13.4919047619048 9.81793272643045
201409 13.4666666666667 8.80966876644924
201410 18.0586956521739 15.8048439638351
201411 13.4131578947368 13.3833816965613
201412 16.2922727272727 12.6647325092357
201501 19.1195 15.74339160653
201502 15.9042105263158 15.0451409935075
201503 14.8127272727273 11.8959266159298
201504 13.4947619047619 11.3532788612687
201505 13.3385 10.8610519971705
201506 14.3395454545455 10.1748803809507
201507 14.3527272727273 11.1894258274911
201508 19.4280952380952 17.1403464013827
201509 24.3771428571429 26.9025526899885
201510 16.7895454545455 19.538906320308
201511 16.21 14.1102321894075
201512 18.0254545454546 14.7495634335739
201601 23.7178947368421 20.9580550540468
201602 22.517 23.7676810507906
201603 15.8490909090909 17.4250067356967
201604 14.3004761904762 12.5562080583178
201605 14.8528571428571 11.4455994472265
201606 17.7745454545455 11.1116942020749
201607 13.1585 11.5271373000587
201608 12.3995652173913 8.41722040462609
201609 14.2195238095238 9.49250239117131
201610 14.5852380952381 9.85540487217842
201611 15.2361904761905 10.7365938489012
201612 12.472380952381 9.00140644831142
201701 11.6085 8.06071262990714
201702 11.5305263157895 7.16150102034602
201703 11.8978260869565 7.19892859194787
201704 13.1363157894737 8.48491921898109
201705 10.8622727272727 7.2401832949786
201706 10.5136363636364 7.00616891814337
201707 10.2645 7.11306394301058
201708 11.975652173913 6.90089283580559
201709 10.438 6.5345648615788
201710 10.1254545454545 5.26850692679341
201711 10.5404761904762 5.83881629369222
201712 10.2645 7.22759461099741
201801 11.062380952381 6.76848783641607
201802 22.4647368421053 20.5514692198572
201803 19.0238095238095 19.2422003919921
201804 18.267619047619 19.560864078734
201805 14.1245454545455 14.7954857540914
201806 13.6780952380952 11.034179781775
201807 13.147619047619 10.0184346370113
201808 12.5469565217391 8.26251417519857
201809 12.9105263157895 8.19025136681163
201810 19.3521739130435 14.6627527182782
201811 19.3890476190476 20.3202002691373
201812 24.9531578947368 24.2073852945459
201901 19.572380952381 24.7880516507319
201902 15.2347368421053 16.1440896223839
201903 14.4852380952381 12.5278612935021
201904 12.9490476190476 10.4103332413685
201905 16.7218181818182 11.9487788424912
201906 15.836 12.2900192578276
201907 13.3059090909091 9.33346875226231
201908 18.9790909090909 15.4920753234381
201909 15.559 13.7079072446148
201910 15.4665217391304 12.9255078916844
201911 12.5235 9.14484575510055
201912 13.7566666666667 8.39083092133427
202001 13.9409523809524 7.97552795564194
202002 19.6289473684211 12.2240511858791
202003 57.7368181818182 56.5007914639915
202004 41.4538095238095 53.355660702957
202005 30.897 32.7227739490475
202006 31.1195454545455 25.5985313451324
202007 26.8404545454546 21.4811688053595
202008 22.8895238095238 15.353382679701
202009 27.6476190476191 20.5208551967977
202010 29.4386363636364 19.5677279433296
202011 24.9955 20.0171659250012
202012 22.3740909090909 14.5344105612038
202101 24.91 13.9419336673716
202102 23.1405263157895 15.0439803534066
202103 21.8430434782609 18.3581360693046
202104 17.4161904761905 13.2178264282996
202105 19.7605 12.8121116475647
202106 16.9568181818182 10.5923841734159
202107 17.6033333333333 9.51671057313398
202108 17.4727272727273 8.98614614984583
202109 19.8247619047619 9.89582025520166
202110 17.8714285714286 13.1321790167752
202111 18.5004761904762 10.7460804667178
202112 21.3545454545455 15.7794437857976
202201 23.181 17.9098987944294
202202 25.7484210526316 24.0386449376156
202203 26.9686956521739 24.390096093764
202204 24.3735 19.5613028881102
202205 29.4457142857143 27.6387195845322
202206 28.1 26.5478085095568
202207 24.8685 24.1533869356391
202208 22.1695652173913 18.5662804118801
202209 27.4061904761905 21.3498291330466
202210 30.0057142857143 24.7569099879849
202211 23.4361904761905 23.4424935444618
202212 21.7842857142857 20.055125966124
202301 20.203 18.8539944768648
202302 20.0621052631579 18.0005914321293
202303 21.644347826087 18.3861275671257
202304 18.0361538461538 15.6944810931873

Note: Realized volatility is computed from an exponentially weighted moving average of 5-minute daily realized variances with 75 percent of weight distributed over the past 20 business days.

Source: Refinitiv, DataScope Tick History; Federal Reserve Board staff estimates.

Return to text
Figure 1.7. Treasury market depth remained below historical norms

Millions of dollars

Date 5-year (right scale) 10-year (right scale) 30-year (left scale)
20190102 163.75984 111.40664 15.54064
20190103 177.55076 124.30864 16.47146
20190104 181.33914 135.17844 16.36022
20190107 188.19386 149.59546 17.40608
20190108 207.78492 173.335 19.48318
20190109 199.9001 178.45656 19.77884
20190110 202.48588 188.26352 21.01854
20190111 209.47938 194.1466 22.20958
20190114 216.66364 192.83502 23.21604
20190115 231.12102 192.96156 23.6482
20190116 244.7372 197.76664 24.2794
20190117 252.08274 202.45752 24.40672
20190118 256.80476 208.21614 24.44446
20190122 265.9938 214.51542 24.21188
20190123 255.33238 219.21884 24.56338
20190124 261.82014 221.18918 24.08264
20190125 263.59756 224.34146 23.95696
20190128 260.36306 226.24202 23.898
20190129 261.4199 228.63594 23.66518
20190130 255.82188 223.47396 22.60758
20190131 251.26904 225.07368 22.2118
20190201 247.30232 220.58382 22.44858
20190204 254.66282 223.44268 23.01132
20190205 252.25096 224.585 23.70958
20190206 261.89972 226.51934 24.10508
20190207 256.82084 220.6974 24.71226
20190208 264.64722 219.54322 24.91172
20190211 265.74196 214.8135 24.7164
20190212 276.2135 212.27272 24.92244
20190213 281.33004 219.49424 25.93818
20190214 285.92156 224.26492 26.30802
20190215 279.40712 227.12332 26.66648
20190219 281.55486 228.86816 27.6053
20190220 271.57028 227.7178 27.9262
20190221 265.8629 223.21716 27.75934
20190222 263.9616 217.89734 27.39608
20190225 266.1104 218.00726 27.2746
20190226 263.92186 221.1539 26.49144
20190227 260.19308 226.91188 26.6188
20190228 255.46166 226.7543 26.63022
20190301 249.3595 227.6906 26.73014
20190304 245.82424 229.88656 26.40988
20190305 244.04748 233.2514 26.56272
20190306 246.2592 231.4305 26.33944
20190307 250.385 234.73824 26.00302
20190308 251.44418 238.97348 26.44536
20190311 252.27696 240.47218 26.52162
20190312 247.34172 242.24638 25.6849
20190313 242.33956 245.2535 26.07882
20190314 237.97246 245.71716 26.21804
20190315 238.43618 247.77758 26.07074
20190318 240.44394 244.88656 26.0704
20190319 246.38312 237.77246 26.57554
20190320 240.73298 228.88074 24.60666
20190321 245.58278 225.1447 24.86938
20190322 240.9546 212.39206 23.98168
20190325 234.93366 207.23006 23.24222
20190326 226.31214 203.29354 22.8788
20190327 214.3429 196.03862 23.0461
20190328 196.04714 187.97842 22.25276
20190329 192.85542 192.79334 22.2726
20190401 191.47522 194.94226 22.76078
20190402 190.57006 201.33546 22.89892
20190403 204.49398 214.2189 23.16114
20190404 215.96136 225.20144 22.98578
20190405 217.09588 231.68226 23.07214
20190408 215.81482 236.80662 23.1369
20190409 215.98746 236.39344 23.39834
20190410 208.90976 238.52872 23.82518
20190411 203.63364 236.0174 24.86446
20190412 204.26822 233.80548 25.25716
20190415 206.98604 231.68708 25.284
20190416 204.50764 232.36472 25.71666
20190417 212.65928 233.44984 25.80858
20190418 211.03788 228.88962 24.71618
20190422 209.3071 227.58854 24.56456
20190423 205.73732 229.989 24.72326
20190424 205.74852 225.74206 24.5589
20190425 205.09626 218.24236 24.73178
20190426 206.00582 219.24834 25.54566
20190429 208.56754 221.42304 25.75182
20190430 212.85478 225.94012 26.38464
20190501 204.65112 217.38056 25.35166
20190502 200.49466 216.59354 24.84018
20190503 201.722 216.3898 24.42738
20190506 195.2645 211.47178 24.45586
20190507 189.3821 203.72134 23.42436
20190508 191.09894 205.58538 23.45758
20190509 184.95494 198.48934 22.86626
20190510 174.97354 188.10226 21.52226
20190513 173.33782 185.5585 20.36212
20190514 173.50446 185.74882 20.15706
20190515 171.86 191.10488 21.01094
20190516 175.17318 199.27986 21.76218
20190517 176.82832 206.58034 23.12602
20190520 177.51122 211.71148 23.76684
20190521 172.9324 212.14726 24.31638
20190522 172.28098 210.34976 24.29894
20190523 167.95868 207.47768 23.98544
20190524 160.72302 199.70188 22.74918
20190528 159.76988 195.68918 22.86846
20190529 163.03014 194.80104 22.93426
20190530 167.16774 196.46638 22.59732
20190531 166.15666 196.55124 22.92906
20190603 172.09754 202.13864 23.64178
20190604 170.04524 202.6644 23.1558
20190605 160.67674 193.02528 22.6874
20190606 154.52972 186.717 22.511
20190607 149.7351 179.58896 22.09262
20190610 151.95952 183.1065 23.27112
20190611 155.62332 189.38812 24.5797
20190612 158.93302 199.36936 25.35554
20190613 159.19948 206.9073 26.21654
20190614 161.11538 212.81014 27.03052
20190617 161.32298 216.83296 26.73402
20190618 153.41318 207.4199 25.33476
20190619 149.16462 195.38934 24.41284
20190620 147.19736 185.50468 23.97186
20190621 145.80774 181.98674 23.48684
20190624 148.21524 177.25042 24.11672
20190625 150.43182 179.45322 25.48772
20190626 153.55864 186.5673 26.5989
20190627 154.51864 188.19148 27.3508
20190628 161.79442 194.02514 28.2209
20190701 158.06978 191.30796 27.73716
20190702 162.34564 193.13686 27.67158
20190703 161.45396 192.58242 26.7263
20190705 156.97154 191.46258 25.51868
20190708 154.60194 187.51436 25.42024
20190709 160.01196 188.9519 25.35972
20190710 153.4359 180.80558 24.76656
20190711 154.79448 175.64992 25.03862
20190712 162.73492 176.43086 25.31174
20190715 163.72544 174.47236 24.85204
20190716 159.47922 173.78482 24.21232
20190717 168.49652 181.97198 24.11936
20190718 169.15122 184.63546 23.57276
20190719 166.12268 182.99898 22.75598
20190722 167.3728 185.94622 21.9688
20190723 166.55788 188.27706 21.91416
20190724 167.04902 187.63748 21.64368
20190725 163.23174 184.83846 21.00694
20190726 165.63306 185.9083 21.31696
20190729 166.89696 185.92898 21.70978
20190730 167.58754 181.80962 21.49862
20190731 155.78566 169.40446 20.88862
20190801 150.0312 159.97688 20.84696
20190802 132.3202 140.4204 18.6955
20190805 115.73666 121.08526 16.2097
20190806 107.57184 107.86012 14.87992
20190807 96.6475 92.85372 12.75938
20190808 92.04132 84.93258 11.13886
20190809 93.74576 84.82208 10.60868
20190812 94.57242 83.273 10.87842
20190813 85.76596 77.22566 9.60078
20190814 87.5748 81.6175 9.6998
20190815 82.2852 78.6528 8.97726
20190816 81.71232 80.09994 8.99514
20190819 81.35712 81.48532 8.37476
20190820 88.48452 85.44656 8.716
20190821 94.87182 89.5007 8.6908
20190822 103.73172 99.36956 9.14508
20190823 101.26946 95.83044 8.51954
20190826 102.0645 93.18488 8.08458
20190827 104.1737 95.603 7.5057
20190828 113.25962 98.77294 7.42812
20190829 116.31066 100.59158 7.20312
20190830 128.50852 113.32228 8.0344
20190903 127.83636 117.08248 8.04582
20190904 127.3227 118.12568 8.40672
20190905 121.28454 121.57372 8.50948
20190906 112.57884 116.74572 8.6211
20190909 107.0502 116.27868 8.3028
20190910 109.5427 125.86064 8.64188
20190911 107.23276 133.51378 8.55944
20190912 97.59676 124.6652 8.32474
20190913 100.6719 131.75906 8.56094
20190916 101.62042 128.52268 9.04618
20190917 100.95006 119.38014 8.70464
20190918 97.64084 106.97786 8.36712
20190919 101.99762 107.84796 8.31326
20190920 102.18694 100.31926 7.87604
20190923 99.50824 98.4089 7.3642
20190924 96.61718 98.48378 7.30742
20190925 96.64504 97.76834 7.32142
20190926 94.27032 99.53742 7.55406
20190927 91.68938 97.44436 7.64412
20190930 94.13412 98.10464 7.65188
20191001 93.64292 96.9566 7.67882
20191002 95.6347 100.37584 8.04898
20191003 91.59386 95.56318 7.66106
20191004 90.32464 95.7302 7.38468
20191007 87.00182 94.8041 7.73614
20191008 84.7796 93.4804 7.96806
20191009 80.1995 90.52628 7.7483
20191010 81.48204 89.73866 8.09138
20191011 76.43364 82.8155 8.10528
20191015 75.52784 78.85044 7.64012
20191016 76.05128 77.45104 7.93744
20191017 76.05066 72.00874 8.1787
20191018 77.76402 72.60452 8.44242
20191021 87.08016 81.23654 9.1573
20191022 86.22418 81.47024 9.58028
20191023 92.88636 86.40764 9.70486
20191024 95.14936 90.65188 9.74918
20191025 96.65134 94.43596 10.02442
20191028 96.47394 97.71202 10.03628
20191029 99.48912 103.72974 10.5409
20191030 93.28842 100.2882 10.53856
20191031 94.22842 105.07524 11.08308
20191101 95.19416 107.2991 11.19332
20191104 100.6833 110.3258 11.3519
20191105 103.74626 112.90422 11.32916
20191106 107.89144 118.03982 11.7692
20191107 107.7464 116.23574 11.79608
20191108 105.7636 113.1586 11.78022
20191112 98.94336 105.1156 11.79938
20191113 95.48954 101.07528 11.6955
20191114 94.668 99.68788 11.72814
20191115 95.55294 101.75276 11.67732
20191118 98.9884 106.22594 11.80476
20191119 105.56578 115.72564 12.24032
20191120 108.35852 117.20396 12.35462
20191121 111.62598 118.056 12.14006
20191122 116.2778 119.86124 12.31826
20191125 123.48618 122.59986 12.80964
20191126 126.7312 120.83856 13.02134
20191127 128.21608 122.5244 13.27054
20191129 122.38318 119.30022 13.55096
20191202 120.08276 116.70016 13.6464
20191203 114.87836 112.23154 13.03976
20191204 112.04068 110.90498 12.85212
20191205 111.28632 107.18338 13.05568
20191206 116.25624 110.35272 13.03274
20191209 117.96552 110.28372 12.8238
20191210 117.85778 112.14162 13.1939
20191211 112.01772 107.76972 13.37788
20191212 106.92194 103.47922 12.80416
20191213 99.07578 93.9436 12.19712
20191216 96.2983 92.51998 11.92386
20191217 96.39308 90.82298 11.79366
20191218 100.36584 94.77236 11.3196
20191219 105.80566 98.13402 11.32302
20191220 115.88094 107.47998 11.70592
20191223 115.993 104.42998 10.98072
20191224 110.83782 93.72512 9.3675
20191226 105.91482 84.40828 8.4209
20191227 108.31098 87.79008 8.35106
20191230 105.99766 84.70142 7.9824
20191231 104.42604 85.55272 8.56112
20200102 112.61696 97.3299 9.94138
20200103 115.28352 103.57724 10.59198
20200106 115.76376 105.61426 10.83762
20200107 121.56904 110.82558 11.63038
20200108 125.56398 115.87048 11.97994
20200109 124.6785 118.40156 12.56432
20200110 129.48246 122.58628 12.98408
20200113 128.698 121.7917 13.32084
20200114 128.99154 122.78284 13.27432
20200115 132.52302 123.51858 13.32978
20200116 139.10122 127.86162 13.15922
20200121 141.42416 130.29684 13.41626
20200122 152.63776 136.20456 13.87268
20200123 155.68696 137.3518 13.81016
20200127 155.36376 138.91418 14.27792
20200128 153.72196 133.334 14.20282
20200129 153.69518 130.12124 14.27214
20200130 145.22698 124.14488 13.46614
20200203 144.22082 122.72482 13.61184
20200204 148.57286 123.93242 13.32236
20200205 149.01952 127.0765 13.4515
20200206 154.47908 132.08458 13.32876
20200210 158.98814 136.6024 14.15216
20200211 155.638 138.48798 14.1262
20200212 156.456 139.4929 14.19544
20200213 158.79328 138.4905 14.09528
20200218 160.1159 139.67684 14.28398
20200219 161.1251 138.8443 14.29254
20200220 166.76388 140.51742 14.68826
20200224 163.80632 137.99058 14.68362
20200225 160.78824 138.54498 14.66404
20200226 150.84564 131.22506 13.8954
20200227 132.75048 117.09818 12.19422
20200302 110.28746 98.24668 10.10748
20200303 90.68132 81.0664 8.30898
20200304 74.51126 66.0099 7.0563
20200305 64.1902 57.48652 6.55198
20200309 53.21086 47.25604 5.66878
20200310 47.3197 40.95186 5.21868
20200311 42.22556 36.48258 4.92302
20200312 31.56576 26.50428 4.10394
20200316 20.81585 15.6596 3.099925
20200317 20.6144333333333 15.6733 3.08403333333333
20200318 18.0277333333333 13.0484 3.05816666666667
20200319 15.656 10.3363333333333 2.98106666666667
20200323 15.7076 11.3024666666667 3.04286666666667
20200324 17.671725 12.09025 3.05895
20200325 20.39682 13.26872 3.12442
20200326 23.21116 15.4451 3.20986
20200327 26.74034 18.73466 3.35176
20200330 30.71838 21.24312 3.4178
20200331 34.3321 24.25096 3.49306
20200401 37.11824 26.9545 3.54626
20200402 40.68334 29.38782 3.57576
20200403 44.9109 31.9171 3.58202
20200406 51.47308 35.82262 3.6963
20200407 55.70178 40.3551 3.84896
20200408 59.69 43.78588 4.24544
20200409 59.79988 45.12424 4.33132
20200413 59.9762 46.47748 4.44532
20200414 62.0509 49.21806 4.57052
20200415 65.08244 49.96346 4.61072
20200416 69.28482 52.84012 4.48446
20200420 74.33984 55.54892 4.56674
20200421 80.16728 57.6009 4.59682
20200422 83.907 58.19762 4.52258
20200423 86.2565 58.82276 4.6281
20200427 90.6736 60.50888 4.606
20200428 95.45148 63.3787 4.69152
20200429 95.08796 64.06614 4.78274
20200430 95.44344 65.93478 4.95364
20200504 97.40564 67.4272 4.97194
20200505 98.75888 69.5844 4.96224
20200506 100.0717 71.04228 5.05394
20200507 103.98136 73.43434 5.02492
20200511 105.82066 74.3668 5.11884
20200512 110.5816 75.54386 5.25902
20200513 110.26544 72.89422 5.56788
20200514 113.8573 74.443 5.66282
20200515 117.13278 76.48742 5.78346
20200518 119.33396 79.47432 5.90792
20200519 119.41876 82.87848 6.51734
20200520 121.30134 88.05362 6.76642
20200521 121.78256 90.56566 6.95578
20200522 116.80984 87.98306 7.02632
20200526 119.23348 92.26946 7.36442
20200527 117.69618 96.97304 7.22544
20200528 118.2139 97.9801 7.33472
20200601 118.8996 99.47646 7.48274
20200602 129.5256 106.717 7.91858
20200603 133.48678 105.60402 7.91108
20200604 137.63242 102.83606 7.8254
20200605 135.74274 98.6993 7.52356
20200608 138.03122 98.34748 7.70138
20200609 138.5241 98.37678 7.85306
20200610 135.47702 93.54918 7.79892
20200611 134.52358 89.86952 7.90166
20200615 137.02196 89.95218 8.1116
20200616 131.99596 84.56548 8.26872
20200617 126.40116 79.56578 8.50228
20200618 124.5263 78.46056 8.55638
20200622 126.55674 82.82502 8.63334
20200623 131.90698 86.90458 8.91662
20200624 140.66978 93.67194 8.61414
20200625 148.9807 99.47266 8.3249
20200626 156.93976 107.90936 8.41848
20200629 162.32754 111.35412 8.46436
20200630 165.93254 116.6135 8.4139
20200701 163.25824 116.83438 8.52878
20200702 152.65036 110.69538 8.2295
20200706 152.43362 109.19 8.32348
20200707 153.46432 110.76512 8.3727
20200708 156.29676 112.63866 8.22928
20200709 161.9484 115.29002 8.52548
20200710 172.2762 121.9677 8.71482
20200713 172.56904 123.6061 9.1683
20200714 171.7831 123.9423 9.7196
20200715 167.39546 124.65002 10.68278
20200716 166.62246 122.23788 11.33108
20200720 169.48176 126.32804 12.50886
20200721 179.60684 127.64578 13.1887
20200722 182.08332 126.2548 13.48482
20200723 186.52668 125.46608 13.66106
20200727 187.6995 127.72174 14.08848
20200728 188.63498 124.99264 14.1469
20200729 178.50358 118.67514 13.53858
20200730 181.36836 120.02506 13.9688
20200803 174.18064 113.35396 13.62652
20200804 171.57208 111.18076 13.1291
20200805 176.17994 110.35356 13.02188
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20220729 43.90744 61.96852 9.28172
20220801 43.47132 60.85566 9.39722
20220802 40.86864 55.33612 8.92834
20220803 40.85984 52.98604 8.95134
20220804 39.9587 50.71384 8.87784
20220805 38.15586 47.31904 8.60506
20220808 38.46328 45.96912 8.90624
20220809 39.91134 47.19346 9.31388
20220810 40.54232 46.56058 9.33602
20220811 40.8625 46.68022 9.35956
20220812 41.573 47.35978 9.77
20220815 42.99426 48.86996 9.76946
20220816 44.81586 48.92526 9.8881
20220817 45.44948 49.94964 10.07856
20220818 46.23684 51.27112 10.07828
20220819 47.14562 53.0224 10.20222
20220822 46.44226 52.18446 10.12888
20220823 45.53688 53.24572 9.92422
20220824 46.17274 57.19836 10.18626
20220825 47.38094 59.31968 10.38064
20220826 45.27596 57.86016 10.14516
20220829 46.22708 59.00414 9.98848
20220830 46.59748 60.64976 10.02078
20220831 48.8074 61.91416 10.09068
20220901 49.41216 61.57106 9.98248
20220902 51.17802 63.37362 9.89182
20220906 48.7418 64.8213 9.73148
20220907 48.67494 66.74572 10.13734
20220908 45.93536 64.303 9.99898
20220909 45.19908 65.88122 10.23652
20220912 46.3189 68.94404 10.536
20220913 46.67774 66.94756 10.87056
20220914 46.17268 68.55862 10.49838
20220915 47.27746 70.657 10.3349
20220916 46.59098 70.57262 10.17782
20220919 47.2466 72.51234 10.62798
20220920 48.40342 75.1414 11.09994
20220921 46.58668 70.57114 11.30514
20220922 44.91006 66.50992 11.53792
20220923 43.1096 64.08598 11.61574
20220926 39.32666 57.54706 10.97498
20220927 36.3678 54.0528 10.41376
20220928 34.90512 50.68964 9.89482
20220929 32.2783 47.45064 9.60836
20220930 30.84014 44.02202 9.55458
20221003 29.77584 42.96326 9.46672
20221004 30.96358 42.10054 9.1554
20221005 33.27848 45.47824 9.22628
20221006 35.95354 49.32636 9.33946
20221007 38.59802 52.46834 9.22548
20221011 41.20982 54.11314 9.42096
20221012 39.54952 54.63338 9.59434
20221013 38.10998 52.40174 9.85142
20221014 38.296 51.09928 9.80702
20221017 40.33962 52.79134 10.08022
20221018 41.08466 54.46078 10.26618
20221019 42.30502 55.34494 10.95476
20221020 44.38574 58.22654 11.69204
20221021 40.87136 56.93408 11.53964
20221024 36.1871 53.35486 11.26402
20221025 33.65318 51.53452 11.16188
20221026 31.86362 49.71454 10.91054
20221027 27.62266 46.52364 9.99468
20221028 28.05776 46.02984 10.05492
20221031 28.76256 45.84812 10.138
20221101 28.95344 45.40478 9.97248
20221102 29.1921 43.2938 9.52148
20221103 31.49338 43.02044 9.94032
20221104 32.09942 43.71606 10.43072
20221107 33.78078 48.20324 10.98998
20221108 35.17444 49.68538 11.47148
20221109 36.3129 52.40816 11.90904
20221110 35.1111 52.66454 10.99428
20221114 38.43218 54.49002 10.0583
20221115 38.03864 49.87128 8.75858
20221116 36.83656 48.47042 7.79114
20221117 35.37726 46.18746 6.46526
20221118 35.26598 45.47666 6.22534
20221121 32.3127 43.38264 5.72426
20221122 29.8006 42.64098 5.43396
20221123 28.27486 41.53156 5.3354
20221125 27.84312 41.95478 5.5923
20221128 29.33964 43.41226 6.05632
20221129 30.50488 44.21624 6.27536
20221130 32.04144 44.3818 6.55552
20221201 34.48566 45.25944 6.55912
20221202 35.8376 46.6138 6.43394
20221205 36.34234 46.55508 6.0361
20221206 37.73234 47.78052 6.27734
20221207 37.7146 48.38126 6.09612
20221208 38.72754 48.75202 6.1233
20221209 40.1797 50.135 6.3375
20221212 41.98568 53.47086 6.54976
20221213 40.50472 52.88946 6.4172
20221214 40.84324 52.68994 6.56356
20221215 40.67864 53.00714 6.28556
20221216 41.90852 53.80502 6.18252
20221219 42.52206 52.74118 6.21952
20221220 44.80672 55.55428 6.23862
20221221 47.2189 58.72382 6.28292
20221222 48.94236 59.31892 6.37122
20221223 46.87722 57.97662 6.32772
20221227 43.46462 56.67656 6.64988
20221228 41.34172 54.65848 6.95248
20221229 38.9552 53.96476 7.57528
20221230 34.96248 53.31662 8.01614
20230103 34.913 54.25518 8.21952
20230104 35.182225 54.94615 8.153425
20230105 38.549175 54.167125 8.602825
20230106 40.412775 51.0893 8.19855
20230109 42.68895 50.280025 8.217725
20230110 42.87035 48.136275 8.776725
20230111 42.04876 50.0454 8.76212
20230112 37.68414 48.87474 8.51052
20230113 36.47114 50.59214 8.63454
20230117 35.55236 54.76558 8.81084
20230118 34.97672 57.75696 8.3813
20230119 34.76308 59.76092 8.24946
20230120 36.67174 64.21188 8.26924
20230123 37.06572 67.4486 8.23308
20230124 37.72118 65.69318 8.1797
20230125 39.57704 66.07766 8.46008
20230126 38.73048 65.15902 8.58082
20230127 39.4457 67.87438 8.87478
20230130 40.40166 71.03002 9.1331
20230131 41.12066 74.39126 9.24176
20230201 38.61528 73.8754 9.0353
20230202 39.58278 75.00758 9.04306
20230203 38.48104 73.66604 8.7084
20230206 37.97706 73.70444 8.69548
20230207 36.14646 70.58174 8.45098
20230208 38.28766 70.1038 8.97988
20230209 40.17418 71.09954 9.1214
20230210 41.61714 69.27958 9.08546
20230213 43.00342 65.73126 9.23604
20230214 44.70334 63.91344 9.29936
20230215 44.0952 62.88484 9.21706
20230216 42.70352 61.0736 9.28402
20230217 42.81226 61.14736 9.66032
20230221 42.14294 61.4472 9.60856
20230222 43.36112 65.1108 9.916
20230223 44.52536 68.31232 10.04902
20230224 46.50476 70.5394 10.11734
20230227 48.11368 70.45644 9.90338
20230228 50.34368 72.36768 9.8879
20230301 50.4291 73.59186 9.81074
20230302 52.39418 74.03148 9.8656
20230306 53.95566 75.2933 9.8091
20230307 52.52814 76.70066 9.71648
20230308 50.30232 78.09796 9.53196
20230309 49.32294 78.32052 9.56564
20230310 44.83338 75.23356 8.73942
20230313 36.0699 63.23772 7.74868
20230314 33.6093 60.979625 7.51615
20230315 26.7489 45.9619 6.38125
20230316 18.85775 31.701675 4.8863
20230317 16.136875 24.244 4.7372
20230320 16.843975 25.52875 4.848775
20230321 17.93928 27.26864 4.90748
20230322 18.1636 28.3325 4.99766
20230323 20.50184 30.60182 5.18412
20230324 20.08816 30.3501 5.064
20230327 22.50428 31.75462 5.10218
20230328 25.07394 31.9749 5.17916
20230329 27.51066 35.65512 5.35434
20230330 30.6377 40.14302 5.931
20230331 36.42232 46.82402 6.50784
20230403 38.08452 49.45632 6.85702
20230404 38.46472 52.69548 7.19638
20230405 40.15102 53.2249 7.66846
20230406 42.82512 55.39596 7.55094
20230407 37.85028 48.80042 6.82934
20230410 38.69426 49.64114 6.73252
20230411 40.81486 52.33458 7.10724
20230412 40.1564 53.97312 6.99498
20230413 39.36464 54.7812 7.4322
20230414 43.50976 61.76278 8.20608
20230417 46.10148 66.48572 8.98356
20230418 46.0705 68.84264 9.06888
20230419 48.92286 73.07814 9.47608
20230420 48.70648 74.4837 9.62782

Note: Market depth is defined as the average top 3 bid and ask quote sizes for on-the-run Treasury securities.

Source: Inter Dealer Broker Community.

Return to text
Figure 1.8. On-the-run market depth worsened in March then recovered

Millions of dollars

Date 2-year OTR market depth (right scale) 10-year OTR market depth (left scale)
20190903 47.6304070431444 36.7445210384914
20190904 46.8097407741249 37.2923437145399
20190905 45.1699980680815 38.5475109667845
20190906 43.935715863709 36.8578779204795
20190909 41.7479338510074 36.5457038949731
20190910 44.9034150255706 39.485116553768
20190911 46.5183567929142 42.1318560898067
20190912 42.4315334672866 38.8808906255879
20190913 43.0762911803859 40.6287316352957
20190916 42.4971914756087 39.7662174596623
20190917 40.7911277924325 37.1170826136474
20190918 36.7176626273351 32.4369103543784
20190919 40.3363731608614 32.9668335495051
20190920 40.6021206473066 30.9387257514698
20190923 39.5752395972396 30.4881737290651
20190924 39.3785745186842 30.4726289428609
20190925 38.4503625288789 30.7118484701069
20190926 36.5963779871361 31.0689429201875
20190927 34.8623573717632 30.6444236714512
20190930 37.0749538396857 31.1779638548096
20191001 34.710324225242 30.8664983844243
20191002 36.862745552213 31.8316073041562
20191003 35.6187776564396 30.7212270800714
20191004 35.9937275085669 30.7467599059838
20191007 34.7650497435187 30.4059603540621
20191008 35.2747543935698 30.0792614021866
20191009 33.2866706737966 29.588028070903
20191010 33.4451962912987 29.6925203777793
20191011 31.8197769979912 27.9626547962468
20191015 30.5970960179674 26.7928683449497
20191016 30.9684225435048 26.7687022356769
20191017 30.0892666035467 25.2867261854907
20191018 31.9429296030011 25.9200136832407
20191021 35.5409797934834 28.9109015912023
20191022 38.4230185303549 29.4282809887856
20191023 39.7473815029442 31.2575436364908
20191024 41.1525942924803 32.6299006631878
20191025 41.3935038506788 33.7674660755377
20191028 41.6834288399487 35.2392088127018
20191029 41.2054517094236 37.0473947480052
20191030 39.8044142756451 35.3517963460547
20191031 40.9303655259373 36.8136963208975
20191101 41.2839876214221 36.6900665098691
20191104 41.7002024129641 36.8735713030653
20191105 41.7890833848024 37.9302322114224
20191106 45.402006304253 40.9423820118527
20191107 47.514276022437 40.0067907257239
20191108 47.5072935177986 38.6853784585178
20191112 46.6070009468415 36.1436629143259
20191113 47.0789941652513 33.7450159032147
20191114 46.7712441183382 31.9325673109039
20191115 47.5071998775234 32.4307202136857
20191118 53.5443226368935 34.1262344529797
20191119 60.3070391043914 36.9819781977025
20191120 62.0457836527278 38.1257873921131
20191121 63.875693782017 38.9153242210603
20191122 65.1809358861115 40.2869508926078
20191125 71.3903558682882 42.0111900431595
20191126 68.5074524577238 42.1296667114971
20191127 67.3086073201595 42.9149044953346
20191202 64.3541206450135 42.4075945633666
20191203 61.0698288116323 41.4831290333272
20191204 50.4954121042808 40.0259905826595
20191205 48.6243607334588 38.7676373499023
20191206 46.8802972912459 37.758087322169
20191209 50.5375307824462 38.5829383575193
20191210 54.2991479536311 38.6845876969475
20191211 54.630450938406 38.2140121433163
20191212 52.2708914204973 36.2641170416162
20191213 49.9772803817171 33.3086152612128
20191216 48.5411855993933 32.1858759713627
20191217 47.3318671602771 31.9266220808234
20191218 47.7316955589905 32.7219954971005
20191219 51.7065011517175 33.7924933698242
20191220 57.7601795102331 36.5401203908388
20191223 61.8795598252213 35.4984192630633
20191226 59.4869729601108 33.1389457025681
20191227 62.9618529025877 33.2762804835368
20191230 61.989249572437 33.0973228826198
20200102 61.94799965984 33.4554703720156
20200103 57.1377242348872 34.0859715314619
20200106 61.3960801307809 36.7873809276663
20200107 59.9872019690435 36.3697911443744
20200108 59.6859467564062 37.6548404010928
20200109 58.6939479068233 39.4320422996484
20200110 60.6938265839873 40.9131930918499
20200113 61.2445678062768 41.2122766014253
20200114 63.3529805568706 42.4682976751017
20200115 66.3988541032733 43.4351460947868
20200116 67.9668946424827 44.3431971794457
20200117 71.824286935011 44.6874559440582
20200121 73.1762626189556 45.9950030647585
20200122 75.2984908702795 47.633128905251
20200123 76.0100265461814 48.1290064239242
20200124 77.7723929457435 47.1207192372535
20200127 74.3351075943592 47.5535779518507
20200128 74.1122091190221 46.0397218268811
20200129 70.1907102719681 43.4618113122136
20200130 70.4745549726533 41.6373349925295
20200131 69.8594753327337 40.7896980497396
20200203 71.2495109926937 40.4586574450356
20200204 73.1860939955842 41.5461301144715
20200205 75.898125609484 42.5273091237504
20200206 76.4992979308088 44.2905836144695
20200207 74.1663831552019 43.7625251240524
20200210 76.1313286531756 44.4269018790259
20200211 76.093647383663 44.4841510374047
20200212 79.4754044267766 46.1450441661669
20200213 79.0643077535299 45.0829820182331
20200214 82.0847625339272 45.5710847172943
20200218 79.7717934454331 46.4535917373401
20200219 76.9123844033643 46.4785447556788
20200220 72.7141263741719 45.2431812812786
20200221 72.6832947736026 45.5980879447289
20200224 70.2740173536696 45.3784477583756
20200225 70.5307106440696 43.6198854853297
20200226 68.0546359022564 41.2787372813479
20200227 59.8946361452232 36.6467037678827
20200228 49.9981865221399 31.9351939791372
20200302 41.7720852912235 27.3702580145943
20200303 30.8606604512866 21.9770894324711
20200304 25.2097561031267 19.032871352099
20200305 24.5825546790771 18.7314392854051
20200306 23.1521639682112 16.7486108327276
20200309 20.3709295942499 14.3536832390721
20200310 18.7008318949799 12.8246439552089
20200311 15.1216989860132 10.4072756012402
20200312 10.3527876647308 6.86824157087993
20200313 8.71906006203557 5.9799835724489
20200316 9.04505342370363 5.77226337917628
20200317 9.19899053828382 5.57377162217119
20200318 9.16242077888984 5.09613412047981
20200319 9.47284913284857 5.15356887443682
20200320 10.1055035291039 5.25959062779353
20200323 10.5763137012115 5.41333686489845
20200324 12.2035667801436 5.50640717038998
20200325 13.0059317321782 6.02989559348248
20200326 14.3401525170559 6.79233042982678
20200327 15.1969532947263 7.84346054625587
20200330 17.1350666029542 8.82386349759904
20200331 18.395042437916 9.81012822689856
20200401 20.5736909665151 10.8017209115859
20200402 22.220370788012 11.5270353542594
20200403 23.6387553746418 12.268131203028
20200406 25.8333264375438 13.6011887477463
20200407 27.8659230165302 15.0300458586308
20200408 29.8526444806141 16.0696736848491
20200413 31.6162023060457 17.1532630164394
20200414 34.4961425596719 18.5020059654835
20200415 38.0208140671593 19.1287980539066
20200416 40.648069015913 19.7850115398367
20200417 42.2558016586154 19.9971984546984
20200420 46.6783219567054 19.9524634025217
20200421 47.505758230027 19.6401730871281
20200422 48.3199771431378 20.0743166440214
20200423 48.3592853091042 20.1828333447626
20200424 53.1458712717769 21.0809424257768
20200427 57.735963305262 22.8059287974763
20200428 62.526708233027 24.0992137696658
20200429 63.2816561990206 23.7314871455459
20200430 66.7219493317183 24.2339765932282
20200501 66.3185709057481 24.1288236223006
20200504 61.3263612421569 23.2777205033441
20200505 61.3432329918871 23.5915449972293
20200506 62.7381358513136 24.5491981879244
20200507 62.6016432576978 24.447322772157
20200508 60.1620106693076 23.6900332730457
20200511 62.9349282967619 24.4655552570716
20200512 63.7061511539712 23.9914245987224
20200513 61.6993265966949 23.2808406442515
20200514 61.8903868835894 23.6302245917559
20200515 65.7572824521601 24.9724708544838
20200518 65.5161132113513 26.1004778084471
20200519 65.9935899337987 27.1038591763064
20200520 67.3491636192843 29.078912787135
20200521 69.4312375182781 30.0578929356091
20200526 75.8709899597605 32.4312180676833
20200527 82.7725390035768 33.5547601913006
20200528 85.5827133480274 34.4199336579497
20200529 91.4198931569191 35.0553217276993
20200601 94.2966419843711 36.5176591185601
20200602 89.9097261852158 36.3278300279163
20200603 86.1154273462539 36.3694786945822
20200604 84.3891342594713 36.3427944650282
20200605 79.7158076166703 34.5715361290709
20200608 83.3361478625135 33.9725508516451
20200609 84.8096565392793 34.1416768962761
20200610 85.1142821981035 32.5877269107015
20200611 84.7931519357199 31.4964373463094
20200612 89.3014145665092 31.6704421310973
20200615 85.3379413502096 30.231983961935
20200616 85.0089449731558 27.8222147948922
20200617 87.1399451634219 27.8072888652445
20200618 92.0567586470079 27.3526094315294
20200619 97.6510624193918 28.0686710972047
20200622 104.571385121525 29.8971945092287
20200623 145.429541236504 31.8227988271912
20200624 151.269827680404 33.2110274912408
20200625 155.629649081475 35.2879897391058
20200626 152.59800528937 37.4539974922182
20200629 159.419413604749 38.3532593702412
20200630 125.270462125124 40.655256155738
20200701 117.336341749864 40.8452545078217
20200706 117.930636445193 41.3547605322277
20200707 121.369517517806 42.1477536157299
20200708 114.301247371204 43.3076013839913
20200709 110.359740423596 42.8118232722886
20200710 110.467518495326 43.1282464880684
20200713 107.967066212067 43.1581375242543
20200714 109.521485980802 42.8294707083469
20200715 105.644563907817 43.0956290932015
20200716 107.061097022222 42.5927128638998
20200717 114.323188610144 44.5209810442544
20200720 114.479669995994 46.4962512237542
20200721 114.86609575177 47.0806926040582
20200722 119.277076692212 46.9443769587725
20200723 122.735256418388 49.206391421634
20200724 128.346761503277 48.6792962998313
20200727 138.388303657072 48.7080797229707
20200728 141.793414174489 48.2502678808289
20200729 138.511258295177 45.5749122845928
20200730 140.5315126459 44.1505345587206
20200731 136.651342841911 45.136542419652
20200803 130.422612848832 42.9676003161359
20200804 125.040809736845 42.465891872042
20200805 127.610314483037 43.7000886617756
20200806 128.686329601795 44.4372568870889
20200807 126.11724631584 42.8585592348599
20200810 125.437262207998 45.5396641311477
20200811 131.520209848775 47.5341629565252
20200812 133.679984116306 48.1775605284005
20200813 131.008033629423 45.7242879582223
20200814 135.382991218926 44.812202918095
20200817 137.745788445303 43.6172499180985
20200818 137.263979375604 41.7161315633253
20200819 139.569020813717 41.9506297293193
20200820 145.44433681676 44.4538708648275
20200821 144.798945905341 45.7212607419841
20200824 147.552928398467 47.869521040503
20200825 156.989838462594 49.1828419641601
20200826 153.942132313577 49.4293364931139
20200827 141.345018795301 46.1187599048721
20200828 143.320160088201 45.4182476722826
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20220509 10.3838373596947 16.0907520400504
20220510 10.6018323304811 16.41253224838
20220511 10.9663903817576 17.0194460238875
20220512 11.2270487859288 16.5236849957145
20220513 11.9732865275443 17.2980183111616
20220516 12.8669173573672 17.6852208435469
20220517 13.0144918713044 18.1447339713895
20220518 13.6563045975801 18.8538570612155
20220519 13.9856931861127 19.7812735689453
20220520 14.2372969417789 20.1697870803669
20220523 13.9682779672431 20.7131367840723
20220524 14.7714734934454 20.8768230433352
20220525 14.6468382682294 21.4758571513573
20220526 14.6392919155956 22.2799832448075
20220527 13.7848666080012 23.0272599075891
20220531 14.3864891070676 23.588243649053
20220601 13.6218463493967 24.6811684602205
20220602 14.0372487585291 24.7410654726675
20220603 13.877647398842 24.3106190861961
20220606 15.5051388700837 25.4908043002447
20220607 15.3101981853332 26.8540943776347
20220608 16.1295703335108 27.842547194383
20220609 16.1041351634127 27.9081467832865
20220610 16.1332996033039 27.1584700581572
20220613 14.4407613724996 24.2120661932808
20220614 13.4715960576834 20.5901327912884
20220615 11.516180268614 16.2951780123045
20220616 10.0906928527439 14.3269061206153
20220617 9.21334532991669 13.7296482964843
20220621 9.05274964416556 14.1393157927735
20220622 8.92934096970132 14.8542623073969
20220623 9.02183191969924 15.8031573057935
20220624 9.27198961483016 15.6470477585421
20220627 10.1330843958943 16.0074410359094
20220628 10.0625776110017 15.6722033495371
20220629 9.72650306309596 15.5567824451722
20220630 10.0456304358887 16.2539632786221
20220701 9.7416400334533 16.0947783816452
20220705 8.87916166973409 15.734203000121
20220706 8.63031130482637 15.3620584133939
20220707 8.7615365610459 15.5339982675153
20220708 8.48796168251369 14.9909977735385
20220711 8.83380349020168 16.4282470463127
20220712 9.03385279562513 17.6985372211962
20220713 8.93905294630851 18.239713047826
20220714 8.54832852618195 18.0555233745708
20220715 8.21027361467867 18.0268984025063
20220718 8.56275854626463 18.2990189995247
20220719 9.21105882041801 18.1116242342521
20220720 9.74388028885524 19.1551886953999
20220721 9.8689382454836 19.2904469493799
20220722 10.1371436340927 19.1327470638284
20220725 10.6657774733245 18.6544327372684
20220726 10.3994874676854 18.5592272490787
20220727 10.0190448161481 17.2604086384832
20220728 9.82101545464046 17.0503298661083
20220729 10.7050869637755 17.6988168913792
20220801 9.72878971498652 17.5192825606708
20220802 9.63648602318954 16.1819984477114
20220803 9.93476826964976 16.0451821194033
20220804 10.1538750741623 15.5261567368699
20220805 9.37979260808215 14.4568951736396
20220808 9.87088278406861 14.2044479694289
20220809 10.3259139837436 14.5822233504501
20220810 10.1783487512879 14.4023619897031
20220811 10.5147222873876 14.4994979930584
20220812 11.0396610950301 14.592905763748
20220815 11.1088273806951 14.9535666996885
20220816 10.9593765362024 14.8779204947655
20220817 11.359028310207 15.2622694320332
20220818 11.6063285732713 15.6644411491681
20220819 11.682866761429 16.2792723577685
20220822 12.022788102123 16.0658098823361
20220823 12.4454318790584 16.2317828540606
20220824 12.604110350495 17.0887722376798
20220825 12.8840760647496 17.7368592148339
20220826 12.2220874500567 16.9910928848838
20220829 11.6567055111932 17.101863889998
20220830 10.982819446962 17.4790104010717
20220831 11.3466556184846 17.829395677893
20220901 10.9903420184697 17.6108220242847
20220902 11.4798762872957 18.3283941452133
20220906 11.8893550366217 18.6839972970952
20220907 12.2420978134721 19.3905918577366
20220908 11.7229654525396 18.2408191232879
20220909 11.7044860988758 18.6930169823291
20220912 12.4662991455786 19.7742193143751
20220913 11.8992350401297 19.1226284063527
20220914 12.2291926829424 19.4273413230052
20220915 12.2804764557908 20.4956916765787
20220916 12.510716138437 20.3823628693496
20220919 12.1144078208663 20.794162623234
20220920 12.8987353423854 21.9303859251226
20220921 12.0056232386058 20.6467063383856
20220922 11.889057795875 19.546367957838
20220923 11.3406033661365 18.9402894087956
20220926 11.0613297409255 17.3094443113988
20220927 10.0119493709969 16.3660156872041
20220928 9.95884594187608 15.6272770957706
20220929 9.87303770109125 14.6552169166677
20220930 9.96883780438079 14.045765498712
20221003 9.57280709029366 13.6301527371021
20221004 9.7204917039941 13.247422950979
20221005 9.60626826712303 14.2218841184994
20221006 9.60728434074987 15.2668348446451
20221007 9.63021609074008 15.8619396414748
20221011 10.8586589985211 16.4173731441689
20221012 11.6713102582971 16.84528994558
20221013 11.8818869424334 16.1646090700657
20221014 12.4050049914795 15.6776921770915
20221017 14.0330791626867 16.2545336451404
20221018 14.0437478022041 16.7444038491845
20221019 14.2925595442393 16.8226051205798
20221020 15.3528319536788 17.8074139580303
20221021 14.9246318098456 17.8791400914005
20221024 13.3694683389391 16.7750853407209
20221025 13.4805948359958 16.1163872440307
20221026 13.1439654906135 15.439949259411
20221027 12.1332938273849 14.2575453021748
20221028 12.1033776066608 13.9179683292382
20221031 12.9155731034731 14.1665894030383
20221101 12.2544630802535 13.9796067858041
20221102 11.9257273904134 13.300405768543
20221103 12.2387239804088 13.257847331384
20221104 12.459789063677 13.093316446687
20221107 12.7910011633082 13.8456410358659
20221108 13.5286149772473 14.2397520840986
20221109 14.2982528481447 15.1584751137479
20221110 13.8250802118203 15.0606812471424
20221114 14.50350307225 15.8508393799411
20221115 13.8800822574743 14.5167933909292
20221116 13.2138695449148 13.9121746750907
20221117 12.5930261142653 13.0313265488294
20221118 13.3261295566065 12.926872467414
20221121 14.1784642634742 12.2639958927918
20221122 14.4101544266667 12.1885857152437
20221123 13.8916218280638 11.6644869931519
20221125 13.6308881185887 12.122655681296
20221128 14.1986044245204 12.4793807651507
20221129 12.8454041667598 12.6543337565908
20221130 12.2101067645824 12.6933477918022
20221201 12.5185925513121 13.1261894153808
20221202 12.5173142037483 12.9421048172603
20221205 11.9707310549891 13.043620048529
20221206 12.1693348053931 13.5452211884586
20221207 12.237086984216 13.7653320672323
20221208 12.0707073459403 14.0162995388139
20221209 12.441402354844 14.6601581379839
20221212 13.1094214622223 15.8242757680822
20221213 12.4924458516027 15.6354579294452
20221214 12.5968094472027 15.4484110478943
20221215 12.9507164513442 15.0499744179206
20221216 13.4128321684928 15.2325305208215
20221219 13.5806069111502 14.8808051952846
20221220 14.4682635839244 15.6026510544283
20221221 14.4125256445748 16.5792039507098
20221222 14.3482190708333 17.0775432364707
20221223 12.9756628044719 16.6192248203288
20221227 12.3685723753689 16.0324777457832
20221228 11.5251460465926 15.5059165297009
20221229 11.2089442736269 15.2698357334558
20221230 10.5008004435015 15.4837998473422
20230103 10.9370537776526 15.9032348447763
20230104 10.753815897222 15.7266268374809
20230105 10.6001645829902 15.3212056865914
20230106 10.238835807674 14.6980508003362
20230109 10.5444671325091 14.4440348603875
20230110 10.6328055503527 14.1194765091494
20230111 10.1356149646763 14.7987360357666
20230112 9.95688316829274 14.5720979148074
20230113 10.5104916218826 14.9649620635784
20230117 10.7162403344821 15.8739717154642
20230118 10.7973413043319 16.4365285098713
20230119 10.7679441706551 16.5739992790696
20230120 11.6030470774104 17.7326689502082
20230123 11.8887151005299 18.6643362259454
20230124 12.4807727236361 18.0734697487623
20230125 12.7342734846143 18.3081226610129
20230126 12.9327226847727 18.0784365242003
20230127 13.3389177883114 18.6331042239171
20230130 14.1536685731276 19.1279227648363
20230131 14.4219263661143 19.9409506435674
20230201 13.8379908110849 19.371943284281
20230202 13.6924619448088 19.2184894632496
20230203 12.9877577940504 18.2824816914854
20230206 13.5775513623614 18.3746421645816
20230207 12.912701623907 17.6037767532508
20230208 14.031222445223 18.3952978723524
20230209 14.9269994890349 19.2493078108589
20230210 15.566953409721 19.4935287918668
20230213 14.6500195388016 18.7898956766314
20230214 14.4514261475663 18.0748265750403
20230215 14.3809845480804 17.1922800303532
20230216 13.8106464532316 16.8037380927005
20230217 13.3797749716079 16.7967556103575
20230221 13.1718067250207 16.8070738797203
20230222 13.5710465642354 18.5119921607142
20230223 13.4704271671145 19.5578617686092
20230224 13.4633226218725 19.8613423193581
20230227 13.7185268627422 19.9641089508433
20230228 14.1373326448296 20.7188133439175
20230301 14.358790874825 20.5160219651474
20230302 13.5994433218154 20.1991174567061
20230303 13.5299777606916 20.6514128499583
20230306 13.2404368585557 21.5852720688319
20230307 12.350888564154 20.857694891861
20230308 11.4169890326451 21.3925160819911
20230309 11.3679627705701 21.9795772983381
20230310 10.8089408944744 20.3955818148578
20230313 9.37946468496203 17.2817185686586
20230314 8.15079223835665 15.2173589625449
20230315 6.97457614107345 12.1669686775439
20230316 5.80471850003379 9.3089340186322
20230317 4.93422305784444 8.34965915258436
20230320 4.81005329845553 8.64464857924591
20230321 4.92468021436364 9.13542628975861
20230322 5.01407448962367 9.37412933481549
20230323 5.31542803757835 10.2086394206574
20230324 5.34761872540694 10.1607964729053
20230327 6.10994380991578 10.9604201097455
20230328 6.22332076101763 11.1438987696343
20230329 6.65949364105061 12.2435564964954
20230330 7.57650506157848 12.9452901689366
20230331 8.12318827679716 14.73476567643
20230403 7.73591129286086 15.0266151087104
20230404 7.89688063132032 15.6132743402685
20230405 8.1223423424686 15.4203487281293
20230406 7.58345919025548 16.0079212246423
20230410 7.68877897453386 15.443871396082
20230411 8.73661244700378 16.5386530014757
20230412 8.66547464602417 16.7381718758878
20230413 8.88644696193664 17.7634550398221
20230414 8.91010852837132 17.3278153819808
20230417 9.74926517730438 18.7036609183832
20230418 10.2038978697785 19.2199664895105
20230419 11.8860846992358 21.1307306352274

Note: The data show the time-weighted average market depth at the best quoted prices to buy and sell, for 2-year and 10-year Treasury notes. OTR is on-the-run.

Source: BrokerTec; Federal Reserve Board staff calculations.

Return to text
Figure 1.9. A measure of liquidity in equity markets fell sharply in March

Market depth (number of contracts)

Date Close Depth
20190903 90.2703703703704
20190904 101.676543209877
20190905 109.595061728395
20190906 112.127160493827
20190909 123.924691358025
20190910 132.402469135803
20190911 141.145679012346
20190912 134.882716049383
20190913 129.561728395062
20190916 115.028395061728
20190917 112.63950617284
20190918 102.158024691358
20190919 110.883950617284
20190920 117.546913580247
20190923 124.944444444444
20190924 120.30987654321
20190925 115.179012345679
20190926 107.79012345679
20190927 100.898765432099
20190930 101.441975308642
20191001 102.645679012346
20191002 100.859259259259
20191003 94.4888888888889
20191004 99.4592592592593
20191007 91.3654320987654
20191008 87.6123456790123
20191009 86.0987654320988
20191010 86.3172839506173
20191011 76.0172839506173
20191014 76.3950617283951
20191015 88.4641975308642
20191016 96.7604938271605
20191017 105.075308641975
20191018 115.972839506173
20191021 129.074074074074
20191022 129.427160493827
20191023 133.48024691358
20191024 135.892592592593
20191025 145.453086419753
20191028 148.365432098765
20191029 153.345679012346
20191030 149.092592592593
20191031 150.186419753086
20191101 150.543209876543
20191104 155.696296296296
20191105 157.051851851852
20191106 159.553086419753
20191107 165.686419753086
20191108 165.948148148148
20191111 166.386419753086
20191112 166.351851851852
20191113 172.292592592593
20191114 175.846913580247
20191115 191.12962962963
20191118 192.03950617284
20191119 192.807407407407
20191120 187.666666666667
20191121 182.460493827161
20191122 165.228395061728
20191125 174.98024691358
20191126 181.564197530864
20191127 195.092592592593
20191129 201.571926999463
20191202 199.460815888352
20191203 178.416371443908
20191204 174.55834675255
20191205 164.964519592056
20191206 177.88024691358
20191209 193.592592592593
20191210 202.901234567901
20191211 202.986419753086
20191212 194.093827160494
20191213 161.122222222222
20191216 161.424691358025
20191217 166.140740740741
20191218 169.72962962963
20191219 195.393827160494
20191220 222.816049382716
20191223 219.769135802469
20191224 208.280032206119
20191226 207.813365539453
20191227 193.417069243156
20191230 181.334353193774
20191231 171.05040257649
20200102 178.895061728395
20200103 165.234567901235
20200106 163.427160493827
20200107 160.998765432099
20200108 156.916049382716
20200109 151.543209876543
20200110 159.755555555556
20200113 160.416049382716
20200114 162.771604938272
20200115 166.533333333333
20200116 177.144444444444
20200117 183.661728395062
20200121 188.002469135802
20200122 196.26049382716
20200123 199.667901234568
20200124 183.407407407407
20200127 165.316049382716
20200128 158.837037037037
20200129 147.274074074074
20200130 131.897530864198
20200131 128.911111111111
20200203 130.41975308642
20200204 130.497530864198
20200205 126.514814814815
20200206 134.933333333333
20200207 134.6
20200210 141.924691358025
20200211 142.548148148148
20200212 152.156790123457
20200213 152.767901234568
20200214 160.204938271605
20200218 162.344444444444
20200219 170.186419753086
20200220 161.275308641975
20200221 153
20200224 135.258024691358
20200225 108.738271604938
20200226 75.7037037037037
20200227 54.2061728395062
20200228 35.2814814814815
20200302 24.8111111111111
20200303 19.4037037037037
20200304 18.3691358024691
20200305 18.4074074074074
20200306 18.7259259259259
20200309 22.0038461538462
20200310 21.6840930674264
20200311 18.9273029439696
20200312 16.2573124406458
20200313 14.7659544159544
20200316 9.21851851851852
20200317 8.31358024691358
20200318 7.48307548054383
20200319 7.26541166288002
20200320 7.1147943789294
20200323 7.49542115955618
20200324 8.60529770276606
20200325 11.3135802469136
20200326 11.5641975308642
20200327 12.3246913580247
20200330 12.9938271604938
20200331 13.9037037037037
20200401 13.5271604938272
20200402 14.6469135802469
20200403 16.5864197530864
20200406 20.1345679012346
20200407 20.2234567901235
20200408 20.8296296296296
20200409 22.3641975308642
20200413 22.7197530864198
20200414 23.2382716049383
20200415 26.0913580246914
20200416 27.1975308641975
20200417 30.2555555555556
20200420 32.4185185185185
20200421 31.2
20200422 32.1061728395062
20200423 32.8086419753087
20200424 33.0012345679012
20200427 37.2061728395062
20200428 39.8641975308642
20200429 41.4987654320988
20200430 42.4333333333333
20200501 43.7851851851852
20200504 42.1888888888889
20200505 46.5358024691358
20200506 46.4913580246914
20200507 50.2728395061729
20200508 55.8777777777778
20200511 60.7888888888889
20200512 60.9
20200513 60.7407407407407
20200514 57.7456790123457
20200515 50.3604938271605
20200518 50.5024691358025
20200519 47.7716049382716
20200520 52.1753086419753
20200521 55.4345679012346
20200522 60.958024691358
20200526 62.4901234567901
20200527 63.7641975308642
20200528 63.0617283950617
20200529 59.5283950617284
20200601 61.5901234567901
20200602 62.4851851851852
20200603 71.1049382716049
20200604 74.237037037037
20200605 82.0395061728395
20200608 84.0567901234568
20200609 82.1197530864198
20200610 71.6530864197531
20200611 63.0851851851852
20200612 51.0222222222222
20200615 39.1864197530864
20200616 28.3123456790123
20200617 26.9506172839506
20200618 28.0382716049383
20200619 32.6765432098766
20200622 39.0333333333333
20200623 46.5395061728395
20200624 46.537037037037
20200625 46.3197530864198
20200626 44.9320987654321
20200629 42.5962962962963
20200630 41.8617283950617
20200701 43.9641975308642
20200702 47.562962962963
20200706 53.058024691358
20200707 57.7925925925926
20200708 59.420987654321
20200709 59.4358024691358
20200710 57.9345679012346
20200713 59.0592592592593
20200714 51.3530864197531
20200715 47.6592592592593
20200716 48.4382716049383
20200717 54.6469135802469
20200720 59.9037037037037
20200721 67.2641975308642
20200722 74.4666666666667
20200723 74.1703703703704
20200724 70.9654320987654
20200727 73.3432098765432
20200728 75.9901234567901
20200729 81.3172839506173
20200730 84.2740740740741
20200731 87.7740740740741
20200803 83.0864197530864
20200804 82.9876543209877
20200805 82.1222222222222
20200806 89.7012345679013
20200807 89.3037037037037
20200810 89.5604938271605
20200811 91.6765432098765
20200812 89.4765432098766
20200813 86.5876543209877
20200814 85.6938271604938
20200817 90.7432098765432
20200818 93.6160493827161
20200819 99.820987654321
20200820 102.037037037037
20200821 104.198765432099
20200824 102.464197530864
20200825 98.7148148148148
20200826 102.730864197531
20200827 96.0123456790124
20200828 98.3876543209876
20200831 96.5493827160494
20200901 98.4407407407407
20200902 86.7481481481481
20200903 79.7271604938272
20200904 65.2456790123457
20200908 51.504938271605
20200909 41.9604938271605
20200910 31.4925925925926
20200911 28.8444444444444
20200914 34.8518518518519
20200915 46.9567901234568
20200916 49.5518518518519
20200917 54.2592592592593
20200918 63.6901234567901
20200921 65.4518518518519
20200922 59.0777777777778
20200923 58.7567901234568
20200924 55.4777777777778
20200925 51.3320987654321
20200928 53.6037037037037
20200929 57.4765432098766
20200930 57.2185185185185
20201001 57.7938271604938
20201002 56.0617283950617
20201005 55.8407407407407
20201006 52.0555555555556
20201007 53.9876543209877
20201008 58.3444444444445
20201009 64.3679012345679
20201012 63.9234567901235
20201013 64.583950617284
20201014 62.758024691358
20201015 60.0691358024691
20201016 59.2037037037037
20201019 55.9061728395062
20201020 56.462962962963
20201021 55.1950617283951
20201022 56.783950617284
20201023 56.8246913580247
20201026 55.9827160493827
20201027 55.7259259259259
20201028 56.162962962963
20201029 53.4098765432099
20201030 45.9037037037037
20201102 42.620987654321
20201103 41.7123456790123
20201104 36.3827160493827
20201105 33.9802469135802
20201106 36.741975308642
20201109 35.1049382716049
20201110 32.6777777777778
20201111 39.1358024691358
20201112 41.6358024691358
20201113 48.3753086419753
20201116 56.8234567901235
20201117 64.2777777777778
20201118 68.6913580246914
20201119 72.3888888888889
20201120 69.3086419753087
20201123 65.7432098765432
20201124 66.0740740740741
20201125 63.2777777777778
20201127 65.9863929146538
20201130 68.3542941492217
20201201 70.6530595813205
20201202 69.79256575416
20201203 71.8407139023081
20201204 76.1111111111111
20201207 80.0123456790124
20201208 87.0654320987654
20201209 86.9518518518519
20201210 84.7518518518519
20201211 77.1395061728395
20201214 74.1160493827161
20201215 74.2938271604938
20201216 77.9753086419753
20201217 87.9691358024691
20201218 90.758024691358
20201221 84.8444444444444
20201222 76.2703703703704
20201223 76.0222222222222
20201224 66.3659688674182
20201228 75.1511540526033
20201229 80.3276972624799
20201230 86.1042404723564
20201231 86.0536231884058
20210104 82.4962962962963
20210105 71.0493827160494
20210106 66.6876543209877
20210107 62.7913580246914
20210108 55.9851851851852
20210111 56.0283950617284
20210112 54.0098765432099
20210113 57.2481481481482
20210114 61.6481481481482
20210115 62.8604938271605
20210119 69.0950617283951
20210120 78.5123456790123
20210121 85.2024691358025
20210122 85.8777777777778
20210125 82.783950617284
20210126 79.5345679012346
20210127 66.8802469135803
20210128 54.1901234567901
20210129 41.3098765432099
20210201 40.837037037037
20210202 43.6827160493827
20210203 49.5592592592593
20210204 62.858024691358
20210205 76.2395061728395
20210208 87.4592592592593
20210209 93.1123456790124
20210210 92.562962962963
20210211 86.8617283950617
20210212 86.5950617283951
20210216 80.0370370370371
20210217 70.479012345679
20210218 71.8703703703704
20210219 71.7012345679012
20210222 66.8876543209877
20210223 61.862962962963
20210224 61.7987654320988
20210225 55.8814814814815
20210226 47.4703703703704
20210301 48.2987654320988
20210302 49.2061728395062
20210303 43.6234567901235
20210304 41.6913580246914
20210305 40.6555555555556
20210308 32.6395061728395
20210309 34.8395061728395
20210310 35.5938271604938
20210311 41.8481481481482
20210312 44.241975308642
20210315 53.1864197530864
20210316 57.858024691358
20210317 62.0987654320988
20210318 63.7962962962963
20210319 67.3740740740741
20210322 70.320987654321
20210323 69.8666666666667
20210324 73.7987654320988
20210325 72.2283950617284
20210326 78.9592592592593
20210329 75.2592592592593
20210330 73.1358024691358
20210331 80.3444444444444
20210401 89.0024691358025
20210405 93.1962962962963
20210406 102.225925925926
20210407 108.083950617284
20210408 107.511111111111
20210409 111.102469135802
20210412 111.48024691358
20210413 109
20210414 109.369135802469
20210415 112.59012345679
20210416 111.706172839506
20210419 108.558024691358
20210420 103.320987654321
20210421 106.113580246914
20210422 99.0530864197531
20210423 99.7320987654321
20210426 102.211111111111
20210427 102.312345679012
20210428 100.244444444444
20210429 98.3
20210430 91.6530864197531
20210503 87.7111111111111
20210504 85.3358024691358
20210505 81.5518518518519
20210506 81.9666666666667
20210507 85.5382716049383
20210510 87.7444444444445
20210511 84.5222222222222
20210512 76.958024691358
20210513 74.083950617284
20210514 68.3864197530864
20210517 62.2271604938272
20210518 67.583950617284
20210519 68.4
20210520 72.341975308642
20210521 73.8740740740741
20210524 83.2271604938272
20210525 85.7283950617284
20210526 98.9555555555556
20210527 100.58024691358
20210528 106.930864197531
20210601 102.381481481482
20210602 104.266666666667
20210603 97.5962962962963
20210604 99.8691358024691
20210607 98.9753086419753
20210608 103.620987654321
20210609 103.661728395062
20210610 104.098765432099
20210611 100.811111111111
20210614 102.735802469136
20210615 101.454320987654
20210616 100.467901234568
20210617 99.0913580246914
20210618 94.2851851851852
20210621 88.2469135802469
20210622 88.0765432098765
20210623 91.6555555555556
20210624 96.1604938271605
20210625 109.777777777778
20210628 116.366666666667
20210629 119.746913580247
20210630 120.945679012346
20210701 128.088888888889
20210702 129.291358024691
20210706 132.491358024691
20210707 126.935802469136
20210708 116.243209876543
20210709 119.667901234568
20210712 123.193827160494
20210713 114.743209876543
20210714 117.072839506173
20210715 122.93950617284
20210716 111.172839506173
20210719 90.5802469135802
20210720 91.2320987654321
20210721 90.3802469135802
20210722 92.4246913580247
20210723 101.38024691358
20210726 111.867901234568
20210727 107.753086419753
20210728 102.134567901235
20210729 104.344444444444
20210730 94.9320987654321
20210802 89.3938271604938
20210803 91.8098765432099
20210804 95.5320987654321
20210805 100.249382716049
20210806 107.953086419753
20210809 116.472839506173
20210810 123.148148148148
20210811 131.737037037037
20210812 137.57037037037
20210813 144.620987654321
20210816 147.264197530864
20210817 140.113580246914
20210818 130.169135802469
20210819 107.724691358025
20210820 92.579012345679
20210823 94.5518518518519
20210824 106.554320987654
20210825 118.47037037037
20210826 127.40987654321
20210827 137.235802469136
20210830 140.312345679012
20210831 136.128395061728
20210901 132.420987654321
20210902 140.071604938272
20210903 136.465432098765
20210907 131.413580246914
20210908 124.586419753086
20210909 120.501234567901
20210910 107.182716049383
20210913 93.4567901234568
20210914 83.0506172839506
20210915 83.0703703703704
20210916 76.4320987654321
20210917 76.4888888888889
20210920 76.5246913580247
20210921 68.6382716049383
20210922 61.7950617283951
20210923 61.2074074074074
20210924 63.1432098765432
20210927 68.362962962963
20210928 67.7864197530864
20210929 66.7864197530864
20210930 60.1913580246914
20211001 53.1950617283951
20211004 44.6506172839506
20211005 48.2753086419753
20211006 45.1061728395062
20211007 52.7382716049383
20211008 55.4925925925926
20211011 59.2086419753086
20211012 54.0271604938272
20211013 56.1
20211014 57.1333333333334
20211015 64.3049382716049
20211018 70.2160493827161
20211019 84.7765432098765
20211020 91.8037037037037
20211021 98.1666666666667
20211022 90.9395061728395
20211025 92.9148148148148
20211026 86.7148148148148
20211027 84.5888888888889
20211028 76.0851851851852
20211029 80.3024691358025
20211101 76.004938271605
20211102 81.2
20211103 83.6888888888889
20211104 88.7123456790124
20211105 89.6592592592593
20211108 88.7395061728395
20211109 78.8049382716049
20211110 75.4469135802469
20211111 73.5641975308642
20211112 78.5123456790123
20211115 77.4691358024692
20211116 85.2716049382716
20211117 89.7407407407407
20211118 87.0913580246914
20211119 79.9506172839506
20211122 81.0703703703704
20211123 70.858024691358
20211124 64.0962962962963
20211126 55.191975308642
20211129 51.3166666666667
20211130 43.5030864197531
20211201 42.8956790123457
20211202 36.4314814814815
20211203 35.4530864197531
20211206 31.2592592592593
20211207 39.3679012345679
20211208 41.4962962962963
20211209 45.8962962962963
20211210 49.4160493827161
20211213 51.0703703703704
20211214 45.062962962963
20211215 43.0148148148148
20211216 41.4481481481482
20211217 39.2283950617284
20211220 36.7456790123457
20211221 39.2617283950617
20211222 41.8876543209877
20211223 49.7444444444445
20211227 59.4
20211228 63.3827160493827
20211229 63.962962962963
20211230 65.0061728395062
20211231 57.7888888888889
20220103 52.6654320987654
20220104 53.2753086419753
20220105 50.9938271604938
20220106 45.2012345679012
20220107 44.0012345679012
20220110 39.5456790123457
20220111 35.7641975308642
20220112 33.0530864197531
20220113 34.2864197530864
20220114 31.6086419753086
20220118 30.1864197530864
20220119 28.3641975308642
20220120 27.0851851851852
20220121 23.2098765432099
20220124 20.820987654321
20220125 18.1876543209877
20220126 15.3123456790123
20220127 12.4888888888889
20220128 12.6950617283951
20220131 15.1382716049383
20220201 16.8283950617284
20220202 18.1666666666667
20220203 19.9962962962963
20220204 21.1395061728395
20220207 20.9666666666667
20220208 23.1481481481481
20220209 26.8950617283951
20220210 27.2666666666667
20220211 27.0086419753086
20220214 26.1024691358025
20220215 26.6259259259259
20220216 24.8679012345679
20220217 26.3024691358025
20220218 26.841975308642
20220222 27.1358024691358
20220223 25.1061728395062
20220224 21.8802469135803
20220225 19.6876543209877
20220228 18.3777777777778
20220301 17.4234567901235
20220302 16.2432098765432
20220303 17.0753086419753
20220304 16.5382716049383
20220307 16.283950617284
20220308 15.8148148148148
20220309 15.7481481481482
20220310 16.2308641975309
20220311 15.520987654321
20220314 15.2543209876543
20220315 16.5962962962963
20220316 16.7654320987654
20220317 17.0555555555556
20220318 19.6407407407407
20220321 21.3123456790123
20220322 23.8654320987654
20220323 25.9074074074074
20220324 28.1938271604938
20220325 28.9148148148148
20220328 31.4246913580247
20220329 30.5037037037037
20220330 31.9802469135803
20220331 31.8049382716049
20220401 32.4950617283951
20220404 34.2753086419753
20220405 35.4271604938272
20220406 34.2802469135803
20220407 33.1654320987654
20220408 32.8098765432099
20220411 30.5469135802469
20220412 29.6012345679012
20220413 31.283950617284
20220414 32.7716049382716
20220418 33.1876543209877
20220419 34.7765432098765
20220420 34.6950617283951
20220421 33.4888888888889
20220422 32.3333333333333
20220425 30.0679012345679
20220426 26.7876543209877
20220427 24.0320987654321
20220428 22.7259259259259
20220429 21.2814814814815
20220502 20.058024691358
20220503 18.4543209876543
20220504 19.1382716049383
20220505 17
20220506 15.0604938271605
20220509 14.662962962963
20220510 13.9333333333333
20220511 12.379012345679
20220512 11.979012345679
20220513 15.2728395061728
20220516 16.1641975308642
20220517 18.1271604938272
20220518 20.8913580246914
20220519 21.3765432098765
20220520 19.6592592592593
20220523 20.158024691358
20220524 19.9753086419753
20220525 18.6172839506173
20220526 21.6493827160494
20220527 26.1
20220531 26.5123456790124
20220601 27.1012345679012
20220602 29.0530864197531
20220603 27.4913580246914
20220606 24.3197530864198
20220607 28.2012345679012
20220608 30.6382716049383
20220609 31.7395061728395
20220610 30.6617283950617
20220613 29.0481481481482
20220614 25.5074074074074
20220615 22.7864197530864
20220616 20.4271604938272
20220617 21.0493827160494
20220621 24.0296296296296
20220622 24.2703703703704
20220623 23.9777777777778
20220624 27.9395061728395
20220627 29.1086419753086
20220628 28.8395061728395
20220629 29.0827160493827
20220630 29.9407407407407
20220701 26.1987654320988
20220705 26.1086419753086
20220706 24.0925925925926
20220707 26.820987654321
20220708 27.2703703703704
20220711 29.9493827160494
20220712 32.2037037037037
20220713 34.3654320987654
20220714 32.0456790123457
20220715 34.1086419753086
20220718 35.4543209876543
20220719 37.9753086419753
20220720 39.1135802469136
20220721 40.9061728395062
20220722 40.8777777777778
20220725 40.3123456790124
20220726 40.8222222222222
20220727 42.2024691358025
20220728 43.4679012345679
20220729 46.1925925925926
20220801 46.2716049382716
20220802 43.3308641975309
20220803 46.0975308641975
20220804 45.3037037037037
20220805 45.2296296296296
20220808 45.0469135802469
20220809 46.6172839506173
20220810 45.6382716049383
20220811 48.5320987654321
20220812 51.2024691358025
20220815 57.6876543209877
20220816 60.958024691358
20220817 59.8296296296296
20220818 60.9493827160494
20220819 60.8395061728395
20220822 61.0358024691358
20220823 58.8234567901235
20220824 62.4296296296296
20220825 63.6703703703704
20220826 59.0234567901235
20220829 52.441975308642
20220830 51.2296296296296
20220831 46.1444444444445
20220901 40.7641975308642
20220902 39.1197530864198
20220906 37.2555555555556
20220907 36.6111111111111
20220908 35.0975308641975
20220909 33.9518518518519
20220912 35.762962962963
20220913 38.5592592592593
20220914 38.1358024691358
20220915 39.8111111111111
20220916 42.0333333333333
20220919 43.0913580246914
20220920 45.4679012345679
20220921 44.9493827160494
20220922 43.7358024691358
20220923 42.6308641975309
20220926 40.0037037037037
20220927 36.0728395061728
20220928 36.0765432098766
20220929 36.6987654320988
20220930 35.6543209876543
20221003 36.8543209876543
20221004 36.9382716049383
20221005 37.0037037037037
20221006 35.5827160493827
20221007 35.7024691358025
20221010 34.2703703703704
20221011 32.8716049382716
20221012 31.7123456790124
20221013 30.2641975308642
20221014 28.3358024691358
20221017 29.8333333333333
20221018 30.8975308641975
20221019 31.3740740740741
20221020 34.2987654320988
20221021 35.2703703703704
20221024 33.279012345679
20221025 35.6604938271605
20221026 35.4913580246914
20221027 34.2814814814815
20221028 38.5148148148148
20221031 39.7135802469136
20221101 37.1827160493827
20221102 37.5098765432099
20221103 36.8901234567901
20221104 31.4703703703704
20221107 31.8049382716049
20221108 32.9283950617284
20221109 32.7246913580247
20221110 34.1777777777778
20221111 36.3901234567901
20221114 36.5160493827161
20221115 33.5456790123457
20221116 32.9296296296296
20221117 33.041975308642
20221118 32.6617283950617
20221121 33.5901234567901
20221122 38.2456790123457
20221123 41.1654320987654
20221125 42.6273483628556
20221128 47.4680891035964
20221129 49.6051261406334
20221130 49.2075952764359
20221201 46.8693236714976
20221202 47.7123456790123
20221205 45.7358024691358
20221206 44.5864197530864
20221207 42.2691358024691
20221208 46.4938271604938
20221209 42.6679012345679
20221212 43.6740740740741
20221213 38.2740740740741
20221214 36.6432098765432
20221215 33.0172839506173
20221216 34.8567901234568
20221219 33.8037037037037
20221220 38.1851851851852
20221221 44.0308641975309
20221222 46.2827160493827
20221223 45.0765432098765
20221227 42.3913580246914
20221228 41.3691358024691
20221229 40.8679012345679
20221230 38.7777777777778
20230103 37.9654320987654
20230104 38.8851851851852
20230105 38.9802469135802
20230106 38.5691358024691
20230109 42.7469135802469
20230110 45.3024691358025
20230111 50.9283950617284
20230112 50.7950617283951
20230113 51.7481481481482
20230117 50.5246913580247
20230118 53.358024691358
20230119 50.9901234567901
20230120 55.7938271604938
20230123 56.204938271605
20230124 55.5728395061728
20230125 53.1432098765432
20230126 52.0506172839506
20230127 52.5111111111111
20230130 51.9691358024691
20230131 55.758024691358
20230201 55.0530864197531
20230202 54.7592592592593
20230203 49.0506172839506
20230206 46.9814814814815
20230207 41.4358024691358
20230208 43.0851851851852
20230209 44.2691358024691
20230210 46.6975308641975
20230213 50.2950617283951
20230214 49.5827160493827
20230215 49.9518518518519
20230216 49.9074074074074
20230217 53.3592592592593
20230221 54.7456790123457
20230222 58.3234567901235
20230223 61.2234567901235
20230224 63.3950617283951
20230227 63.8086419753086
20230228 64.1913580246914
20230301 67.1679012345679
20230302 69.0283950617284
20230303 72.0827160493827
20230306 73.0049382716049
20230307 70.8925925925926
20230308 69.3049382716049
20230309 67.7925925925926
20230310 56.9814814814815
20230313 45.1012345679012
20230314 40.4543209876543
20230315 32.0518518518519
20230316 25.6148148148148
20230317 27.3432098765432
20230320 31.1481481481481
20230321 34.5962962962963
20230322 39.141975308642
20230323 41.3506172839506
20230324 42.2518518518519
20230327 43.662962962963
20230328 44.7481481481482
20230329 49.5296296296296
20230330 53.3197530864198
20230331 64.3753086419753
20230403 72.0728395061729
20230404 73.3938271604938
20230405 76.0185185185185
20230406 78.7617283950617
20230410 74.6234567901235
20230411 76.4160493827161
20230412 74.2592592592593
20230413 74.8617283950617
20230414 73.0493827160494
20230417 71.4962962962963
20230418 67.9938271604938

Note: The data show the depth at the best quoted prices to buy and sell, defined as the ask size plus the bid size divided by 2, for E-mini S&P 500 futures

Source: Refinitiv, DataScope Tick History; Federal Reserve Board staff calculations.

Return to text
Figure 1.10. Corporate bond yields fell to near their historical averages

This is a line chart titled "Corporate bond yields fell to near their historical averages.” The x-axis measures time and ranges from years 1997 to 2023. The y-axis ranges from 0 to 24 percent. The data are monthly and there are two variables plotted on the chart. The first line is labeled "High-yield" and is designated by a black line. It begins at around 9 percent in 1997 and rises gradually to around 13 percent in 2002. It falls to around 8 percent in 2003 and remains there until 2007. The curve rises to 11 in early 2008, before spiking to about 22 percent in late 2008. The series falls sharply to about 9 percent in 2009 before decreasing more slowly to 7 percent in 2011. The series generally remains around 6 percent through 2020, with local spikes to around 9 in late 2011, early 2016, and early 2020. The series stays around 4 percent in 2021 before rising gradually to about 9 percent by October 2022. The series decreases slightly throughout 2023 to around 8 percent, where the series ends. The second line is labeled "Triple-B" and is designated by a blue line. It begins at around 7 percent in 1997, fluctuates between 6 and 9 percent until 2002, and rises to 10 percent in late 2008. The series falls sharply to around 5 percent in late 2009. It remains between 3 and 5 percent from 2010 to 2019. It has a spike in early 2020 from 2 to 5 percent then decreases back to around 2 percent in October 2020. It hovers at the level through the end of 2021. The series then rises to 6 percent by the end of 2022 and falls back to around 5 percent in early 2023.

Note: The triple-B series reflects the effective yield of the ICE Bank of America Merrill Lynch (BofAML) triple-B U.S. Corporate Index (C0A4), and the high-yield series reflects the effective yield of the ICE BofAML U.S. High Yield Index (H0A0).

Source: ICE Data Indices, LLC, used with permission.

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Figure 1.11. Spreads to similar-maturity Treasury securities edged down

This is a line chart titled “Spreads to similar-maturity Treasury securities edged down.” The x-axis measures time and ranges from 1997 to 2023. The data are monthly, and there are two variables plotted on the chart. The first line is labeled "High-yield" and is designated by a black line. This line corresponds to the values on the right y-axis, which ranges from 0 to 24 percentage points. It begins at around 3 percentage points in 1997 and rises steadily, with local peaks in 1999, late 2000, and mid-2001,to around 10 percentage points by 2002. The series falls to 4 percentage points by the end of 2004 and then declines slowly to around 2 percent until 2007. The series then rises rapidly to its peak in late 2008 of around 20 percentage points. It then falls steeply in 2009 to around 6 percentage points before it falls gradually to 4 percentage points in 2011. In late 2011, the series spikes to 8 percentage points, before falling steadily to around 4 percentage points in 2014. The series rises gradually from 2014 to 2016 to 7 percentage points, then falls to around 4 percentage points again in 2017, remaining there through 2019. In early 2020, the series jumps to almost 9 percentage points then drops to about 5 percentage points in October. It then steadily decreases to about 3 percentage points in April 2021 to just below 3 percentage points and remains there until April 2022. The series then begins rising gradually again to around 5 percentage points in October 2022, then decreases slightly to around 4 percentage points by April 2023.The second line is labeled "Triple B" and is designated by a blue line. This line corresponds to the values on the left y-axis, which ranges from 0 to 12 percentage points. It begins at just under 1 percentage point in 1997, rises to around 3.5 percentage points by the end of 2002. The series declines to around 1 percentage point by the start of 2004 and remains there until mid-2007. From there, it rapidly rises to its peak in late 2008 of around 7.7 percentage points. The series then falls steeply in 2009 to around 3 percentage points and declines further to below 2 percentage points in 2011. The series jumps to 3 percentage points in mid-2011 before declining slowly to 1.5 percentage points in 2014. The series then rises gradually to around 3 percentage points in early 2016, then declines to around 1 percentage point by early 2018. The series remains around 1.5 percentage points from 2018 through early 2020 before jumping to almost 4 percentage points in March 2020. The series then decreases to 1 percent by April 2021 and remains there through 2021. It slightly increases at the very end of 2021 into 2022 to around 2 percentage points, then falls slightly to around 1.5 percentage points by April 2023.

Note: The triple-B series reflects the option-adjusted spread of the ICE Bank of America Merrill Lynch (BofAML) triple-B U.S. Corporate Index (C0A4), and the high-yield series reflects the option-adjusted spread of the ICE BofAML U.S. High Yield Index (H0A0).

Source: ICE Data Indices, LLC, used with permission.

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Figure 1.12. The excess bond premium stayed near its historical average

Percentage points

Date Excess Bond Premium
199701 -0.344601244
199702 -0.465161402
199703 -0.492172027
199704 -0.449220012
199705 -0.44635659
199706 -0.550327743
199707 -0.522174295
199708 -0.515808793
199709 -0.568834485
199710 -0.447567076
199711 -0.339030416
199712 -0.406998719
199801 -0.367815428
199802 -0.340068228
199803 -0.391139969
199804 -0.419914862
199805 -0.380564694
199806 -0.345060133
199807 -0.306372961
199808 0.088095883
199809 0.073000922
199810 0.196812771
199811 0.185696733
199812 0.046072294
199901 0.042724483
199902 -0.181985128
199903 -0.168465424
199904 -0.210215487
199905 -0.206495603
199906 -0.145677855
199907 -0.09642815
199908 -0.041956735
199909 0.090392094
199910 0.103768316
199911 0.069677176
199912 -0.160370443
200001 0.023647228
200002 0.113133443
200003 0.379718416
200004 0.536955244
200005 0.717260769
200006 0.759137027
200007 0.84195605
200008 0.992956073
200009 1.105486291
200010 1.501711017
200011 1.584004913
200012 1.580122338
200101 1.123932248
200102 1.151119705
200103 1.083390501
200104 0.90024739
200105 0.760397289
200106 0.996921895
200107 0.762037978
200108 0.736593019
200109 1.20315135
200110 1.014690623
200111 -0.109273732
200112 0.388955748
200201 0.545466806
200202 0.753471598
200203 0.263937846
200204 0.387077198
200205 0.482213846
200206 0.92312751
200207 1.523459769
200208 1.421364992
200209 1.59839202
200210 1.398693498
200211 1.011016458
200212 0.870902148
200301 0.824846405
200302 0.621615422
200303 0.116342275
200304 0.02707375
200305 -0.513865396
200306 -0.414871018
200307 -1.082113845
200308 -0.224987981
200309 -0.570139733
200310 -0.545530673
200311 -0.567703518
200312 -0.541292452
200401 -0.733135527
200402 -0.35261398
200403 -0.539304079
200404 -0.760690761
200405 -0.379421337
200406 -0.393888584
200407 -0.330370579
200408 -0.441383026
200409 -0.56291736
200410 -0.548924908
200411 -0.687923787
200412 -0.737560119
200501 -0.721634432
200502 -0.943752726
200503 -0.649892049
200504 -0.395551368
200505 -0.317892575
200506 -0.466104903
200507 -0.566582083
200508 -0.569595242
200509 -0.475880355
200510 -0.354861853
200511 -0.323470594
200512 -0.294238885
200601 -0.373500569
200602 -0.327524252
200603 -0.412229715
200604 -0.453781026
200605 -0.357589722
200606 -0.372676126
200607 -0.27724216
200608 -0.305449186
200609 -0.361365047
200610 -0.393609839
200611 -0.364103057
200612 -0.492643203
200701 -0.554739024
200702 -0.554614092
200703 -0.37056059
200704 -0.370682986
200705 -0.592164342
200706 -0.378611095
200707 0.027163161
200708 0.139907126
200709 0.073144355
200710 -0.01376279
200711 0.333833202
200712 0.48407633
200801 0.713430868
200802 0.922669931
200803 1.14075673
200804 0.659599899
200805 0.669440807
200806 0.807563427
200807 1.067542464
200808 1.216593743
200809 1.780399852
200810 3.453580919
200811 3.201388507
200812 3.359799566
200901 2.809495312
200902 3.193002687
200903 2.744768856
200904 2.239223423
200905 1.36794866
200906 0.933144583
200907 0.329313133
200908 0.058753509
200909 0.046378149
200910 -0.157247103
200911 -0.02482907
200912 -0.493960073
201001 -0.213940593
201002 -0.013374376
201003 -0.17266406
201004 -0.287257119
201005 -0.140361209
201006 0.028212823
201007 0.155318996
201008 -0.307896153
201009 -0.027053002
201010 -0.030690966
201011 -0.156301818
201012 -0.431220132
201101 -0.037784581
201102 -0.288802658
201103 -0.328850752
201104 -0.280451985
201105 -0.155547857
201106 -0.032742589
201107 -0.078263964
201108 -0.116331516
201109 0.424056031
201110 -0.110974976
201111 0.488112645
201112 0.258717422
201201 0.16075725
201202 0.035410021
201203 -0.36172706
201204 -0.187752147
201205 -0.101059879
201206 0.142664313
201207 -0.029184609
201208 -0.230574388
201209 -0.174544638
201210 -0.202813154
201211 -0.069518597
201212 -0.184688176
201301 -0.113472459
201302 -0.050254
201303 -0.115872656
201304 -0.144334298
201305 -0.511750007
201306 -0.366880888
201307 -0.025754796
201308 -0.134231609
201309 -0.147665492
201310 -0.055679141
201311 -0.013986236
201312 -0.168519701
201401 -0.322255594
201402 -0.224532885
201403 -0.289796948
201404 -0.370957578
201405 -0.384501508
201406 -0.318674848
201407 -0.325291917
201408 -0.321463713
201409 -0.220678733
201410 -0.221842606
201411 0.054501338
201412 0.082390435
201501 -0.042360364
201502 -0.289656365
201503 -0.131067858
201504 0.002711603
201505 0.050115416
201506 0.147244694
201507 0.209060726
201508 0.396783069
201509 0.536861868
201510 0.42019112
201511 0.50921343
201512 0.68596893
201601 0.919105079
201602 0.948393619
201603 0.572960148
201604 0.22855792
201605 0.240695946
201606 0.050388835
201607 -0.001637704
201608 -0.032803608
201609 -0.083865067
201610 -0.084430154
201611 -0.735035669
201612 -0.247780492
201701 -0.199796631
201702 -0.187026779
201703 -0.176236331
201704 -0.126597542
201705 -0.175974486
201706 -0.134680175
201707 -0.159665876
201708 -0.089189554
201709 -0.265535621
201710 -0.225039531
201711 -0.142866104
201712 -0.205866123
201801 -0.404471598
201802 -0.247951373
201803 -0.109018326
201804 -0.287334121
201805 -0.199096803
201806 0.021148005
201807 -0.13343174
201808 -0.101478826
201809 -0.180623982
201810 -0.005461643
201811 0.139819194
201812 0.336051224
201901 0.16775358
201902 0.056226527
201903 -0.132196035
201904 -0.015283244
201905 -0.026354323
201906 -0.003819871
201907 -0.05450029
201908 -0.170434983
201909 -0.24985547
201910 -0.242976543
201911 -0.191231591
201912 -0.303968732
202001 -0.26379645
202002 -0.16804904
202003 1.210043697
202004 0.655518866
202005 0.395846168
202006 0.043487313
202007 -0.170615999
202008 -0.294780117
202009 -0.009562071
202010 -0.216031213
202011 -0.47545324
202012 -0.511471925
202101 -0.661647104
202102 -0.946824664
202103 -0.747475271
202104 -0.491529672
202105 -0.428590848
202106 -0.585800763
202107 -0.554852391
202108 -0.481005086
202109 -0.643516162
202110 -0.522287221
202111 -0.442323072
202112 -0.441832088
202201 -0.341321792
202202 -0.205644913
202203 -0.814395059
202204 -0.289010259
202205 -0.110621231
202206 0.088140522
202207 0.010402582
202208 -0.026130465
202209 0.043596114
202210 0.101997279
202211 -0.224236013
202212 -0.010987826
202301 -0.031001911
202302 -0.14663346
202303 -0.194652821

Note: The data begin in January 1997. The excess bond premium (EBP) is a measure of bond market investors’ risk sentiment. It is derived as the residual of a regression that models corporate bond spreads after controlling for expected default losses. By construction, its historical mean is zero. Positive (negative) EBP values indicate that investors’ risk appetite is below (above) its historical mean.

Source: Federal Reserve Board staff calculations based on Lehman Brothers Fixed Income Database (Warga); Intercontinental Exchange, Inc., ICE Data Services; Center for Research in Security Prices, CRSP/Compustat Merged Database, Wharton Research Data Services; S&P Global, Compustat.

Return to text
Figure 1.13. Spreads in the leveraged loan market fell modestly

Percentage points

Date B BB
19970131   2.09188813027478
19970228   2.08178410192779
19970331   2.0821313539782
19970430   2.13128050966926
19970531   2.15663678327004
19970630   2.16723470638971
19970731 2.27865930277876 1.91211795426737
19970831 2.25519091192546 1.84799350267688
19970930 2.28226436624624 1.89031225692967
19971031 2.54870194148935 1.95239138987806
19971130 2.55227719847765 1.91123857847702
19971231 2.57766307859505 1.8853121084073
19980131 2.58328670414448 2.03962118865891
19980228 2.57724045434183 2.07686434704832
19980331 2.61434693144427 2.0142442090996
19980430 2.60471125675774 2.01964906051112
19980531 2.64727726013339 2.1742561357748
19980630 2.63838491070021 2.2804004021624
19980731 2.65298114421288 2.25461214228082
19980831 2.75105860252154 2.33040625069404
19980930 2.94176293011435 2.50368333817936
19981031 3.06324577222541 2.63021214384542
19981130 3.34669581632647 2.68688948779824
19981231 3.23167824969875 2.5574278061721
19990131 3.20045350392008 2.62222216268432
19990228 3.21252047029818 2.54969107864208
19990331 3.57072031339457 2.48431663439138
19990430 3.9333620829635 2.65158887562905
19990531 3.79734775882652 2.84294180372083
19990630 3.85661993243559 2.84376703464754
19990731 4.09639914591775 2.94888708534177
19990831 4.45692369680667 2.99404771578472
19990930 4.74567730353751 3.96252458533367
19991031 4.96156505726983 4.08542737863742
19991130 4.74194866264647 3.90885983736204
19991231 6.07594580603178 4.01508894466472
20000131 6.24211266836964 4.07331847721963
20000229 6.0743165320234 4.11406244684139
20000331 6.05480803120477 3.43483075505671
20000430 5.4393059506722 3.51119269263113
20000531 5.2455597903178 3.25902829785642
20000630 5.67158559945934 3.11633077776893
20000731 6.03340100401027 3.00189608969078
20000831 5.72920206373075 3.02041146177765
20000930 6.65220806624019 3.19167801986832
20001031 6.90970681334637 3.25572404050639
20001130 7.30996411733616 3.0709693072654
20001231 6.68883659623133 3.04620716632122
20010131 6.26216559265882 2.95059470390094
20010228 5.95037410707916 2.91025142523614
20010331 6.8348554997985 2.94681492043774
20010430 6.70873676752182 2.95507753634301
20010531 6.49519380030705 2.94735515085341
20010630 6.62316783543957 2.98929677062879
20010731 6.71076176682289 3.03049463891544
20010831 6.50998425898807 2.99783463202895
20010930 7.41861800862683 3.34538512033514
20011031 8.70615523076835 3.50811202527628
20011130 6.81765816329182 3.1143087844617
20011231 6.21014368310919 3.08920974701227
20020131 5.89286230863572 3.05192671026051
20020228 5.50244168261337 3.09142866939944
20020331 5.2230700434849 3.06572116988246
20020430 4.91982091590623 2.93946018349618
20020531 5.62215768952538 2.95233394415463
20020630 5.90371031672073 2.99329172692435
20020731 6.63147354763437 3.37911052029842
20020831 6.52683651010467 3.71526740579213
20020930 6.63805299967334 3.75018611807546
20021031 7.37496079911215 4.63927393752635
20021130 6.71848802934704 4.13735824720685
20021231 6.58138167838912 3.51504977973325
20030131 6.1042887123579 3.6008317889486
20030228 6.29662598070628 3.55664378996593
20030331 6.03170446252915 3.56692318005584
20030430 5.10701592299812 3.58065733646884
20030531 4.65926353155153 3.35162084074896
20030630 4.47566585183824 3.24248905217641
20030731 4.51259015396569 3.03234954878876
20030831 4.72497007493186 3.00626932126184
20030930 4.97967971238535 2.98081491715672
20031031 4.82321686517537 2.93755889404213
20031130 4.77608795632832 2.85310817323464
20031231 4.51467928453276 2.6096842608013
20040131 4.03029588240263 2.50584845765378
20040229 4.20273622017769 2.45050495529649
20040331 3.91740711424247 2.38195219076694
20040430 3.91963700739703 2.33385804691638
20040528 4.06261763945341 2.40125276014603
20040625 3.770043862382 2.34405188017961
20040730 3.84362793338027 2.25514115056385
20040831 3.69002375710118 2.20174843523389
20040930 3.6132191586509 2.13629916371444
20041029 3.42314267259918 2.10181111511617
20041130 3.25822348403558 2.07276369311587
20041231 3.20597759869138 2.01421096639184
20050131 3.25257792381212 1.98007779319212
20050225 3.14236991707397 1.93754573405074
20050331 3.04703913863471 1.85071831549634
20050429 3.29521581578657 1.82632886600368
20050531 3.12460567509078 1.86077029367427
20050630 3.0989292840778 1.84082502050528
20050729 3.03893426657107 1.76522563810955
20050830 2.97701212387517 1.68452592457589
20050930 2.95968475602158 1.72581908938116
20051028 3.00461148758371 1.77175634695531
20051130 2.89325453111939 1.78389317184715
20051230 2.8126312452552 1.80844276129604
20060131 2.82383799143358 1.74509262913098
20060228 2.78175102015367 1.68153963246369
20060331 2.73977196409467 1.68006845983146
20060428 2.7374360091284 1.66051441311656
20060531 2.67311713249498 1.72787218226183
20060630 2.67443850599523 1.8352632973603
20060728 2.69880906374307 1.87550444857827
20060831 2.74011534139188 1.86821573022612
20060929 2.73862697147573 1.86028664985925
20061031 2.69793073232383 1.82781796313336
20061130 2.70284182597395 1.96649848866957
20061229 2.72599794125974 1.94127586989883
20070131 2.6009438606843 1.91399043749182
20070228 2.5272169246271 1.74093261911432
20070330 2.4927885532305 1.77072853120909
20070427 2.46445680735925 1.79786483048767
20070531 2.41101261501855 1.7854775964612
20070629 2.69801407467645 2.01031142193302
20070731 3.47862536221395 2.82408782626828
20070831 3.5937015877151 2.99739196770473
20070928 3.34114476544724 2.71172116173131
20071026 3.28502814719285 2.63790557145956
20071130 3.85693642989592 3.06270059562676
20071228 4.15882970451708 2.92911429296445
20080131 4.97580601761539 3.74354717570948
20080229 6.07321224924927 4.37609661511741
20080328 7.20862322105508 4.32482406795875
20080430 6.34801131263565 3.68216495273447
20080530 6.37950640066329 3.58771647847705
20080627 6.39477656025946 3.86289048424729
20080731 7.17316958878979 4.17916907289259
20080829 7.65469664955774 4.23328471212778
20080930 10.607979887877 5.941421105947
20081031 17.0496957424426 9.27448359334444
20081128 20.8910378938561 11.0334418958842
20081231 24.7612246563106 11.4703036462376
20090130 20.6985407092928 8.74457510422384
20090227 20.7549427316504 7.85357321044109
20090331 20.3194044491426 7.79174615240187
20090430 15.786038192821 5.7679907102825
20090529 12.3996603533352 5.56070162593438
20090630 10.2336164578227 4.85609147918706
20090731 8.49779936832999 4.18603261946884
20090831 7.80796562290773 4.13370667387195
20090930 6.96202796956235 4.00687340822193
20091030 6.36999188965138 4.19524810650038
20091130 6.70409102583303 4.52667154088844
20091231 6.02043666937183 3.88209813583743
20100129 5.67379035809451 3.69984828297773
20100226 5.7822661128449 3.81346069657269
20100331 5.27419835045083 3.49925432468838
20100430 5.0460927826293 3.42850473957399
20100528 6.10543623024698 3.98869269820655
20100630 6.42705157683265 4.16663178231691
20100730 5.98086462113477 4.01401196700854
20100831 5.98119702611061 4.00699099853277
20100930 5.61969456662555 3.88035423998445
20101029 5.22023899583472 3.65819695629145
20101130 5.61476070096215 3.70954513195812
20101231 5.28999708060695 3.68691684025719
20110131 4.80097016558672 3.50604518273776
20110228 4.81988837128684 3.52192607285771
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20200925 4.74111097556897 3.05841006383966
20201002 4.74973729390598 3.09762905126333
20201009 4.63216027105228 3.00536761563756
20201016 4.66633821543806 3.0363007477585
20201023 4.82556847697998 3.06605226056402
20201030 5.00410486151849 3.21763676843888
20201106 4.80846502420817 3.05705969400357
20201113 4.67376752764658 2.98700829582721
20201120 4.66943570140276 3.02083782874059
20201127 4.60730508698756 2.98489617363073
20201204 4.49988024170091 2.89999632245025
20201211 4.46126169486212 2.86494857960463
20201218 4.39362491852663 2.80638031001718
20201224 4.40935014394781 2.8127459954473
20201231 4.38956255330549 2.79512899510646
20210108 4.23329543415278 2.63397220424553
20210115 4.15506644344309 2.64628839458702
20210122 4.1603840947008 2.63271411742065
20210129 4.22316097660908 2.69317560654646
20210205 4.20291096662308 2.68301508442682
20210212 4.13003648628249 2.70447106184269
20210219 4.11652962039695 2.70891755513389
20210226 4.13347853454002 2.6927847519463
20210305 4.14089666271652 2.75376587820022
20210312 4.15029675974803 2.77049424618101
20210319 4.20770166320041 2.81491065354549
20210326 4.2337836523724 2.84058371573269
20210402 4.24216976821223 2.84234060257599
20210409 4.16670358393048 2.79128932080083
20210416 4.1595164342912 2.80930099144069
20210423 4.18816945363116 2.77143980588233
20210430 4.18242223783981 2.80354637622791
20210507 4.18601516663148 2.81382373298497
20210514 4.1895074229372 2.83972037729225
20210521 4.16266527942296 2.81553035069414
20210528 4.15102393126615 2.78910792195324
20210604 4.13752526970911 2.81805168365214
20210611 4.11886966406813 2.80114725876029
20210618 4.14724738665526 2.85726846868376
20210625 4.1674497136781 2.8846361124996
20210702 4.16808501027835 2.89567726643191
20210709 4.16252811661521 2.91082062412683
20210716 4.15242194078449 2.85811178156657
20210723 4.16536742244913 2.89548215307277
20210730 4.21450427640906 2.92057529762784
20210806 4.22990260207722 2.92647601377693
20210813 4.22826319962781 3.08834455886038
20210820 4.25221264339828 3.14229208727937
20210827 4.23584489415241 3.11721155795411
20210903 4.21437164838956 3.09462511718466
20210910 4.18491760590191 3.07190748879936
20210917 4.17651346154114 3.06541969655385
20210924 4.17854494895039 3.06011664701043
20211001 4.16983172948045 3.04855196484254
20211008 4.18336936583397 3.04671880550561
20211015 4.19600015243809 3.0466996965445
20211022 4.18919880905461 3.05453607711811
20211029 4.19674264218586 3.05898863205879
20211105 4.17919091492711 3.05336404260009
20211112 4.16570406060587 3.00451614957152
20211119 4.16870972284368 3.00843875709851
20211126 4.21072794923365 3.03842165372046
20211203 4.28560225289367 3.08382558058027
20211210 4.23950778343897 3.03051359434843
20211217 4.22675301254695 3.0710875292918
20211224 4.2198034931944 3.06022985306994
20211231 4.28037633229866 3.08079993720851
20220107 4.20642763486986 3.02483210270173
20220114 4.1758813764982 2.99231002690423
20220121 4.15720830018707 2.98513963099083
20220128 4.23665026444295 3.03127961199681
20220204 4.24434976129994 3.02785863506354
20220211 4.29586119250583 3.05931500352623
20220218 4.38417918616559 3.15982979231888
20220225 4.46171519927789 3.22983846236946
20220304 4.4537746867728 3.24193603990983
20220311 4.77329785913411 3.50053771599677
20220318 4.72174089781076 3.45360981464082
20220325 4.5823469600073 3.33856216149833
20220401 4.4331048380424 3.17536127110806
20220408 4.19868280571032 3.01087177887668
20220415 4.19981310817067 3.04871794483991
20220422 4.21455467588161 3.01962953336435
20220429 4.32392627002777 3.10274658464665
20220506 4.45370498776753 3.23516224867446
20220513 4.94292401350464 3.63349524195021
20220520 5.09464865352738 3.72478381912594
20220527 5.16713692006923 3.71841676120812
20220603 4.96190902249778 3.48545036412118
20220610 4.99038255375087 3.50535567368182
20220617 5.38973078105364 3.83324796891127
20220624 5.49972919392619 3.88932235681221
20220701 5.87024843598552 4.16697621333022
20220708 5.91197235877488 4.1931917061723
20220715 5.84341300636366 4.13883942268278
20220722 5.4138681662434 3.720255810389
20220729 5.3657848919672 3.68371104373575
20220805 5.18497258754535 3.49514018477731
20220812 4.89893499237146 3.29749471391827
20220819 4.98887241789133 3.33027462506864
20220826 5.07694673634835 3.41590090858603
20220902 5.23012890770867 3.47741643573316
20220909 5.20813916105857 3.45706476697873
20220916 5.29260414352571 3.4951882831456
20220923 5.58069895713423 3.59514583215458
20220930 5.95424627704004 3.8044689405769
20221007 5.74787332032119 3.64247625709545
20221014 5.91973992825147 3.6632204178041
20221021 5.91555830600449 3.57145685899135
20221028 5.9393160349981 3.55280821962995
20221104 5.77744999132781 3.4684290570924
20221111 5.65463490200775 3.43584534830288
20221118 5.51877624984427 3.40342637810754
20221125 5.53338512141118 3.41009529146504
20221202 5.48187975284611 3.39905781322169
20221209 5.49547200452299 3.39380985857368
20221216 5.50482737446216 3.36601559915847
20221223 5.45820522247659 3.37067928051912
20221230 5.47131763392736 3.38462776604
20230106 5.32532752746079 3.24028168773051
20230113 5.0935681262709 3.10548972862594
20230120 5.03228265237015 3.11398051722137
20230127 4.91538780153413 3.08770211990513
20230203 4.88783981636924 3.07568037144501
20230210 4.80035578601994 3.08251777170337
20230217 4.87803879409925 3.2642159953622
20230224 5.0024355210421 3.32613083005194
20230303 4.98220101336694 3.31908353110109
20230310 5.02067218864067 3.41226325980725
20230317 5.4284592280188 3.69312459188341
20230324 5.46015865454741 3.41076956816121
20230331 5.16159891946793 3.29848853008191
20230407 5.10177038801146 3.2840999216597
20230414 5.05150348255803 3.25970723977671

Note: The data show secondary-market discounted spreads to maturity. Spreads are the constant spread used to equate discounted loan cash flows to the current market price. B-rated spreads begin in July 1997. The line break represents the data transitioning from monthly to weekly in November 2013.

Source: PitchBook Data, Leveraged Commentary & Data.

Return to text
Figure 1.14. Commercial real estate prices, adjusted for inflation, declined

Jan. 2001=100

Date Equal-weighted
199801 84.0765330430504
199802 84.3646049859051
199803 84.4895375475698
199804 84.992353147339
199805 85.2758384484608
199806 85.6581419704347
199807 85.5516775928221
199808 85.3849249338237
199809 84.8369382369741
199810 85.976832817968
199811 87.4965261376821
199812 89.2761964374019
199901 88.9421492213579
199902 89.1368296783896
199903 89.5372197263725
199904 89.8594384880276
199905 90.7961605214341
199906 91.2865601182536
199907 91.8021373489903
199908 92.3099457206403
199909 92.2817398907774
199910 92.992545926235
199911 93.7208099800213
199912 94.6515428929298
200001 95.2206512228022
200002 95.5472315487039
200003 95.6480234154523
200004 96.2929429820805
200005 97.4214158901194
200006 98.1410593578183
200007 98.2769824019393
200008 98.1349972833571
200009 97.1758287343921
200010 98.4941396090071
200011 99.2987700289845
200012 100.49524316113
200101 100
200102 100.046072581051
200103 99.8924505520413
200104 99.6082264252054
200105 99.1623049673067
200106 99.7195932744018
200107 101.400728628245
200108 103.152842428357
200109 103.80571871783
200110 104.158369520123
200111 103.340044605183
200112 103.148494484051
200201 103.529184130454
200202 104.39673595108
200203 105.319857414665
200204 105.489548937364
200205 105.852253301929
200206 105.920417883824
200207 106.584963023148
200208 107.162100570111
200209 108.469148925821
200210 110.304806055821
200211 112.321645066705
200212 114.23625992937
200301 113.895716616412
200302 112.703103831523
200303 112.4019991098
200304 113.971981663754
200305 115.522332413392
200306 116.114842801595
200307 116.668431417097
200308 117.016333394902
200309 118.215797853366
200310 119.950566339989
200311 121.541437952313
200312 122.84884560472
200401 123.339308051685
200402 124.363588181109
200403 125.29549394432
200404 126.849264984874
200405 127.449648356045
200406 128.88748582671
200407 130.726582985193
200408 132.510480763564
200409 133.296426956484
200410 133.059596890528
200411 133.888227857039
200412 135.826479354706
200501 138.245005163227
200502 140.009405769279
200503 141.406305116298
200504 141.916799084005
200505 143.521399104834
200506 144.524549088509
200507 145.283632306986
200508 146.340096446468
200509 146.774321351202
200510 148.685216184395
200511 151.39702177045
200512 153.210789313675
200601 152.780059678252
200602 153.569429320229
200603 152.989825656884
200604 152.458942564796
200605 152.275708035996
200606 152.986423676011
200607 152.05670270796
200608 150.968543958429
200609 151.022338480607
200610 152.050669072702
200611 154.167877718483
200612 154.856465027091
200701 155.779622233622
200702 155.718643748809
200703 155.716081334528
200704 156.059181169951
200705 155.341745939013
200706 155.217115746435
200707 154.531520284559
200708 155.167304753629
200709 154.321843696904
200710 152.874761824666
200711 151.047386139738
200712 149.907533347607
200801 149.431185215769
200802 148.014132649967
200803 145.660711009198
200804 142.639425965001
200805 140.408810415404
200806 137.686674367465
200807 136.074494052041
200808 135.152473584707
200809 133.497246058094
200810 132.86115836891
200811 131.953395543645
200812 129.994451935009
200901 125.389146900802
200902 121.901471239158
200903 118.357511588304
200904 115.905506642084
200905 114.309113089649
200906 112.972127822491
200907 112.88671753194
200908 111.02794838828
200909 108.438354123418
200910 105.627307448883
200911 105.009147698525
200912 104.840628315386
201001 105.651317716786
201002 106.239425778185
201003 105.897625085376
201004 103.982513878308
201005 101.530536398086
201006 99.6428466676103
201007 99.1113034756668
201008 98.7951758973166
201009 98.4481180770157
201010 97.9322222094508
201011 98.1539606955787
201012 97.7255672856014
201101 96.6377395983
201102 95.4160853398325
201103 93.9228638489797
201104 93.7639477208119
201105 93.8332593904751
201106 93.6230343520014
201107 93.2118601458536
201108 92.9329481444618
201109 93.8444949679132
201110 94.9795486033854
201111 95.9054219439518
201112 95.0913745414167
201201 93.6915337486063
201202 92.7541270705812
201203 92.4052922174668
201204 92.7335507772857
201205 93.4777997932625
201206 93.7901106853371
201207 94.5291224913386
201208 94.4580200225987
201209 94.6569176324553
201210 95.9007537940522
201211 97.9642453495472
201212 98.598458276788
201301 97.5011510139311
201302 96.5109916123696
201303 96.3222292528793
201304 98.2472685404213
201305 99.273384098667
201306 100.234587865231
201307 100.568011258624
201308 100.921298108403
201309 101.385983426828
201310 102.352386437722
201311 103.733700047385
201312 104.527713608457
201401 105.596888453151
201402 106.579435127796
201403 106.647764340831
201404 106.967951802837
201405 107.30746821682
201406 107.962405549454
201407 109.093150538327
201408 110.229577488775
201409 111.456551776521
201410 112.9545424489
201411 114.896042144381
201412 116.070210224408
201501 117.316527049889
201502 117.454562527393
201503 117.903016339779
201504 119.030414957097
201505 119.432216893837
201506 119.677046487056
201507 120.371389175964
201508 121.235388655473
201509 121.830602159361
201510 122.035615704899
201511 122.791489603318
201512 124.231411747148
201601 126.287882317342
201602 127.270077522544
201603 127.168509644384
201604 126.383739846434
201605 126.324667519923
201606 126.601054161685
201607 128.839780044997
201608 130.358714886794
201609 131.998884717219
201610 132.412059047371
201611 133.134445042998
201612 133.395319853727
201701 134.649249077805
201702 136.89534200863
201703 139.156390848018
201704 140.718860941483
201705 141.869918777059
201706 143.675621170899
201707 145.105595243143
201708 144.896069971751
201709 143.702127181038
201710 143.896825060046
201711 145.513208663264
201712 147.124160171779
201801 147.851865681164
201802 146.49271358826
201803 145.300041946899
201804 145.052912794593
201805 145.869764738545
201806 147.652525603777
201807 148.529023194451
201808 148.859879898595
201809 148.824035423937
201810 149.731980283239
201811 151.902295442173
201812 153.155343650314
201901 153.11478949102
201902 152.010835161498
201903 152.068084911522
201904 152.149482645444
201905 153.320925995397
201906 153.736905711399
201907 154.488044426663
201908 155.440958539475
201909 156.359136486318
201910 155.518924955241
201911 155.255576092803
201912 155.904251343822
202001 157.39990407381
202002 159.902433437458
202003 162.022621755763
202004 162.962761384815
202005 161.21658932987
202006 159.434431132123
202007 158.549172405394
202008 159.638833198067
202009 161.935860081819
202010 164.69922710872
202011 167.490165141964
202012 169.038083641332
202101 168.641417822735
202102 168.004766919987
202103 168.404334949738
202104 169.477371530393
202105 170.215319574793
202106 171.087500598143
202107 172.885293100059
202108 175.466572968714
202109 177.800895580405
202110 179.39326155446
202111 182.534503692887
202112 184.290260238863
202201 182.427416401947
202202 179.425927106857
202203 179.416138532419
202204 183.927252575427
202205 186.378494911302
202206 186.342044893819
202207 186.41322354383
202208 186.044273150888
202209 184.793790053481
202210 182.834091872861
202211 181.799665371663
202212 180.863140750597
202301 178.809374564675
202302 177.714386653114

Note: The data are deflated using the consumer price index and are seasonally adjusted by Federal Reserve Board staff. Horizontal dashed line marked at about 100.

Source: CoStar Group, Inc., CoStar Commercial Repeat Sale Indices; consumer price index, Bureau of Labor Statistics via Haver Analytics.

Return to text
Figure 1.15. Income of commercial properties relative to prices turned up but remained near historically low levels

Percent

Date Capitalization rates
200101 8.42584357863012
200102 8.42781520052805
200103 8.45107488070957
200104 8.40410730346602
200105 8.44598470367778
200106 8.43443116623516
200107 8.46440192410627
200108 8.49047340854757
200109 8.52706353450637
200110 8.51890632379222
200111 8.54278930178356
200112 8.60189504159418
200201 8.62476856542964
200202 8.64296125213148
200203 8.67036491795698
200204 8.72607757368058
200205 8.67297710137011
200206 8.68332807778808
200207 8.64366506628802
200208 8.59170245821039
200209 8.4848200792466
200210 8.43917115970125
200211 8.40666872445805
200212 8.34839769314451
200301 8.30837003409349
200302 8.28322727474802
200303 8.27356465297779
200304 8.24578617873165
200305 8.2395341443864
200306 8.17967300138605
200307 8.16027596059691
200308 8.13098768999149
200309 8.11598002420057
200310 8.10056671563384
200311 8.06997997892312
200312 8.02689006722155
200401 7.99268851705221
200402 7.94508915080036
200403 7.89879676102356
200404 7.86089693694391
200405 7.82778151600893
200406 7.80683425968593
200407 7.76241343644954
200408 7.72862958998758
200409 7.65524779945519
200410 7.60593016249442
200411 7.55231088656825
200412 7.451099965923
200501 7.4167478416903
200502 7.37611251696042
200503 7.32365360840731
200504 7.25143829371151
200505 7.20461531538126
200506 7.13368620793796
200507 7.08775943067056
200508 7.04119573234997
200509 6.9988709527343
200510 6.93584675253365
200511 6.89816520235029
200512 6.87456345501985
200601 6.81607423140863
200602 6.7843624257373
200603 6.74055298720345
200604 6.71439165575481
200605 6.68467464740217
200606 6.65548344741223
200607 6.62453741134636
200608 6.59855721680953
200609 6.56329141807013
200610 6.56852163598198
200611 6.56573484692916
200612 6.55911285764375
200701 6.53836090115696
200702 6.52596947742287
200703 6.5230596728874
200704 6.49546818128721
200705 6.46466036687501
200706 6.45308112842766
200707 6.44604577681963
200708 6.44370450135798
200709 6.44296440505414
200710 6.4464118343345
200711 6.43560981127971
200712 6.41796474884786
200801 6.42869607550139
200802 6.45318063814198
200803 6.46689893337549
200804 6.5102327238756
200805 6.55807578863154
200806 6.60556409914467
200807 6.63659667787835
200808 6.69327102103815
200809 6.74506242309547
200810 6.74002273613476
200811 6.78667683655712
200812 6.83225121254855
200901 6.89311075914261
200902 6.88448163392765
200903 6.93267028177336
200904 6.94331098047304
200905 6.98959052276069
200906 7.07836988580437
200907 7.19300572047141
200908 7.25585544471472
200909 7.34863338764458
200910 7.43500192033139
200911 7.46740949242617
200912 7.53452761696136
201001 7.53534410175527
201002 7.57055206518268
201003 7.60472277515922
201004 7.68447419753681
201005 7.68452563048413
201006 7.67507072014824
201007 7.63122825810434
201008 7.65948063678111
201009 7.62322747711913
201010 7.59882251144498
201011 7.57048501845777
201012 7.50046297121652
201101 7.50478864979292
201102 7.47221919234744
201103 7.42012825702305
201104 7.38919637086568
201105 7.35846677662324
201106 7.30461676507032
201107 7.27699432786489
201108 7.22734590741533
201109 7.20051810639882
201110 7.18833922788884
201111 7.16596475022796
201112 7.1484189898924
201201 7.10028578931502
201202 7.09489282617156
201203 7.07897799086012
201204 7.04377681922457
201205 7.00905090632236
201206 6.9775667084703
201207 6.9633256840026
201208 6.95055326158503
201209 6.93883575558521
201210 6.90317863989592
201211 6.87668902214853
201212 6.83624712744578
201301 6.84387664675707
201302 6.83552534610113
201303 6.83209300989012
201304 6.80889593579603
201305 6.80983384410484
201306 6.79057856923538
201307 6.77993247201006
201308 6.74244243055465
201309 6.72020881904156
201310 6.72492910917072
201311 6.71998217514889
201312 6.68940803741338
201401 6.65498383900351
201402 6.62733421230502
201403 6.59519149228537
201404 6.60627401588316
201405 6.58957544875651
201406 6.57100350314933
201407 6.53810491079586
201408 6.54007822183198
201409 6.50199690547994
201410 6.47045186153477
201411 6.46069812569514
201412 6.42824695230787
201501 6.41089449324977
201502 6.4061062569031
201503 6.39179720005736
201504 6.34602180441904
201505 6.31685779378745
201506 6.31284566724513
201507 6.29914851230495
201508 6.27790579393319
201509 6.28103987128524
201510 6.26078289452138
201511 6.23889573036485
201512 6.2208433057059
201601 6.22801795371945
201602 6.2112951814674
201603 6.19380064768652
201604 6.18849784038311
201605 6.17930902300057
201606 6.16904101117058
201607 6.15005190795455
201608 6.13946116303514
201609 6.11840257129291
201610 6.10405072639766
201611 6.11032781081764
201612 6.11921356312194
201701 6.10384498625873
201702 6.10853017240493
201703 6.12577587901098
201704 6.14429077799928
201705 6.13351194480313
201706 6.11623321245603
201707 6.11473692422265
201708 6.11117209387693
201709 6.10188013591182
201710 6.10854029441077
201711 6.09925453488376
201712 6.08967023771049
201801 6.08233571944813
201802 6.07525401717119
201803 6.05570703037291
201804 6.04190146995733
201805 6.0353564416931
201806 6.04093412603235
201807 6.04302230137015
201808 6.0357607819065
201809 6.04614021186564
201810 6.04710113295441
201811 6.04041872346675
201812 6.01925558375529
201901 6.02937646295481
201902 6.02221635139117
201903 6.0328710203642
201904 6.03239309684262
201905 6.06042022036958
201906 6.04777394052615
201907 6.04978743938403
201908 6.03706635384875
201909 6.01787128637901
201910 5.9995172957738
201911 5.98444877868421
201912 5.97997172611425
202001 5.97248572252907
202002 5.97508375195118
202003 5.94983260200468
202004 5.94358691669998
202005 5.90496518433265
202006 5.90032420995346
202007 5.8665493517823
202008 5.86021583668661
202009 5.86146926163959
202010 5.84259154942389
202011 5.82645817448599
202012 5.80136107907485
202101 5.77491728188188
202102 5.76740975816552
202103 5.7618802320532
202104 5.76431447520845
202105 5.75838234037657
202106 5.74677600731715
202107 5.73279866877929
202108 5.720350316234
202109 5.68017036674593
202110 5.65083765482454
202111 5.63943504840775
202112 5.59943814707029
202201 5.58321968088928
202202 5.56724575031055
202203 5.55344958031533
202204 5.52589084667315
202205 5.50285529824008
202206 5.48133301321941
202207 5.47327995778493
202208 5.45633817659465
202209 5.4690042890889
202210 5.49386964161838
202211 5.49795451395968
202212 5.52668613969197
202301 5.55067072752332
202302 5.54952335401614
202303 5.58294229642617

Note: The data are a 12-month moving average of weighted capitalization rates in the industrial, retail, office, and multifamily sectors, based on national square footage in 2009

Source: Real Capital Analytics; Andrew C. Florance, Norm G. Miller, Ruijue Peng, and Jay Spivey (2010), "Slicing, Dicing, and Scoping the Size of the U.S. Commercial Real Estate Market," Journal of Real Estate Portfolio Management, vol. 16 (May–August), pp. 101–18

Return to text
Figure 1.16. Banks reported tightening lending standards in commercial real estate loans

Net percentage of banks reporting

Date CRE
1997 Q1 -7.60799569416485
1997 Q2 -4.6356954483382
1997 Q3 -11.2114977671118
1997 Q4 -10.0161259114658
1998 Q1 -10.74027535003
1998 Q2 -2.15453709885753
1998 Q3 45.0523561986369
1998 Q4 8.38766304685774
1999 Q1 7.62400917524333
1999 Q2 6.24854454575557
1999 Q3 2.1619035615661
1999 Q4 2.86432567142633
2000 Q1 17.1306435882504
2000 Q2 26.0886688921949
2000 Q3 30.97919664134
2000 Q4 52.0035920585655
2001 Q1 45.5934233940008
2001 Q2 41.3622898643326
2001 Q3 47.3901312546859
2001 Q4 39.9298831015125
2002 Q1 25.9918169467341
2002 Q2 22.9987313686525
2002 Q3 13.2367675803509
2002 Q4 8.90744957654252
2003 Q1 9.58586556414535
2003 Q2 5.92202164750309
2003 Q3 -3.24395844054619
2003 Q4 -3.0733140237616
2004 Q1 -16.8768237909398
2004 Q2 -10.5108141992684
2004 Q3 -19.114336749972
2004 Q4 -25.1366643700468
2005 Q1 -21.3954683745123
2005 Q2 -13.8809256825499
2005 Q3 12.9154824223674
2005 Q4 -0.0418179253518428
2006 Q1 8.17104212567341
2006 Q2 8.4144338344632
2006 Q3 28.3373553118953
2006 Q4 21.5567373131604
2007 Q1 18.7795123938407
2007 Q2 24.2419817445295
2007 Q3 63.3918565530904
2007 Q4 85.2621573282082
2008 Q1 83.9752032775114
2008 Q2 83.5566548258835
2008 Q3 85.5759285834399
2008 Q4 90.0193190344998
2009 Q1 68.8399038216203
2009 Q2 50.945983459918
2009 Q3 36.3720667356437
2009 Q4 31.725211759597
2010 Q1 7.54188284544671
2010 Q2 1.97240197279863
2010 Q3 -0.0991611293885826
2010 Q4 -1.86006357716668
2011 Q1 -16.0645867129211
2011 Q2 -9.40731562000936
2011 Q3 -10.5951554885255
2011 Q4 -5.44739653663913
2012 Q1 -13.4114547757377
2012 Q2 -19.0446839247694
2012 Q3 -7.39823628652065
2012 Q4 -12.2472706247951
2013 Q1 -22.8950267922512
2013 Q2 -13.0792423950967
2013 Q3 -11.2375045014256
2013 Q4 -9.12155687965971
2014 Q1 -10.3918127123028
2014 Q2 -21.5268618334174
2014 Q3 -21.7296468904543
2014 Q4 -20.0724100974478
2015 Q1 -20.3311020211818
2015 Q2 -2.38142225748
2015 Q3 -0.376995019189623
2015 Q4 6.00630854884154
2016 Q1 27.1566282843321
2016 Q2 23.1742746283912
2016 Q3 17.1814444493236
2016 Q4 10.2492912521086
2017 Q1 14.065677870946
2017 Q2 10.3899677702707
2017 Q3 2.65326039118992
2017 Q4 0.987560721943953
2018 Q1 -16.1476835847968
2018 Q2 -0.833939652792768
2018 Q3 -13.4435533457492
2018 Q4 4.90217788713888
2019 Q1 6.29808240403662
2019 Q2 3.80933872272782
2019 Q3 13.690212828591
2019 Q4 1.76088953840754
2020 Q1 75.4878371312003
2020 Q2 64.3419824998573
2020 Q3 52.7094426950428
2020 Q4 19.3105895386307
2021 Q1 -1.66799390921339
2021 Q2 -14.9614259218463
2021 Q3 -17.3023203023197
2021 Q4 -15.3463467247036
2022 Q1 -4.26904837615576
2022 Q2 42.542950667124
2022 Q3 50.8604424776902
2022 Q4 58.0562038959817

Note: Banks' responses are weighted by their commercial real estate loan market shares. The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of Economic Research: March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020. Survey respondents to the Senior Loan Officer Opinion Survey on Bank Lending Practices are asked about the changes over the quarter. Horizonal line marked at zero, data points above zero to 100 are labeled Tightening and data points below zero to -100 are labeled Easing.

Source: Federal Reserve Board, Senior Loan Officer Opinion Survey on Bank Lending Practices; Federal Reserve Board staff calculations.

Return to text
Figure 1.17. Farmland prices reached near historical highs

2022 dollars per acre

Year Midwest index U.S.
1967 2905.35469  
1968 3047.404571  
1969 2988.372412  
1970 2858.431564  
1971 2671.737261  
1972 2675.94041  
1973 2877.904687  
1974 3474.605873  
1975 3870.838019  
1976 4547.409767  
1977 5457.355434  
1978 5698.989481  
1979 5783.039843  
1980 5787.503559  
1981 5505.661776  
1982 5017.253022  
1983 4259.517449  
1984 3743.901391  
1985 2669.788496  
1986 2120.424855  
1987 1803.959248  
1988 1976.048887  
1989 2162.131276  
1990 2170.642615  
1991 2123.431927  
1992 2129.840276  
1993 2132.099871  
1994 2585.524755  
1995 2494.933656  
1996 2664.333533  
1997 2451.878237 2315.015574
1998 2591.421515 2405.403098
1999 2616.360107 2459.174587
2000 2581.674163 2481.039055
2001 2563.284034 2495.711226
2002 2601.937381 2586.659794
2003 2636.126427 2639.873641
2004 2755.041967 2710.689708
2005 3183.313825 3086.966968
2006 3433.33306 3469.684748
2007 3804.599164 3570.438643
2008 4245.393009 3751.891078
2009 4034.643108 3641.211702
2010 4249.587084 3622.833995
2011 4932.015016 3876.816733
2012 5775.696571 4269.648494
2013 6613.272705 4785.770551
2014 7114.65293 5055.806033
2015 6831.782164 5062.035407
2016 6510.570247 4925.532583
2017 6309.819243 4810.801094
2018 6157.384777 4719.565849
2019 6042.621988 4692.757398
2020 5912.941136 4634.763556
2021 6181.428783 4773.002503
2022 6741.775849 5050

Note: The data for the U.S. begin in 1997. Midwest index is a weighted average of Corn Belt and Great Plains states derived from staff calculations. Values are given in real terms. The data are annual as of July. The median value is $3,308.32.

Source: Department of Agriculture; Federal Reserve Bank of Minneapolis staff calculations.

Return to text
Figure 1.18. Farmland prices grew faster than rents

Ratio

Year Midwest index U.S.
1967 14.13418315  
1968 14.19879016  
1969 14.19528763  
1970 13.99434936  
1971 13.50686423  
1972 13.4008375  
1973 14.17058401  
1974 14.52808886  
1975 14.60469881  
1976 16.1613832  
1977 18.02016694  
1978 19.56115904  
1979 20.57529648  
1980 21.54630274  
1981 21.24967971  
1982 19.55679439  
1983 17.41888327  
1984 15.94691892  
1985 12.99502491  
1986 11.89889043  
1987 11.72150084  
1988 12.5228119  
1989 13.29508303  
1990 13.40922896  
1991 13.50559036  
1992 13.73775651  
1993 13.88773898  
1994 17.97416274  
1995 17.34956535  
1996 18.36206647  
1997 16.6669417  
1998 17.46987848 20.15037594
1999 18.1991863 20.74074074
2000 17.83993333 20.85714286
2001 17.9534721 21.26760563
2002 18.17789453 22.20670391
2003 18.63356997 22.73972603
2004 19.44520488 22.87581699
2005 22.49879125 26.41025641
2006 24.60507286 30.06289308
2007 25.78446123 32.64516129
2008 26.32248824 32.28070175
2009 24.43030238 26.96969697
2010 25.43891798 26.47058824
2011 27.83627176 26.84684685
2012 28.47719386 26.8
2013 30.44885464 28.01470588
2014 32.18539376 29.0070922
2015 31.64414073 28.47222222
2016 32.1020429 29.70588235
2017 32.28286079 29.63235294
2018 31.88732337 29.34782609
2019 32.04525701 29.28571429
2020 31.89708625 29.49640288
2021 33.8072955 31.34751773
2022 37.07418013 34.12162162

Note: The data for the U.S. begin in 1998. Midwest index is a weighted average of Corn Belt and Great Plains states derived from staff calculations. The data are annual as of July. The median value is 18.1.

Source: Department of Agriculture; Federal Reserve Bank of Minneapolis staff calculations.

Return to text
Figure 1.19. House price growth decelerated sharply

12-month percent change

Date Zillow CoreLogic Case-Shiller
200301 7.26467707157032 9.68589927814311 9.6272758502233
200302 7.34950329075211 9.62560862884092 9.75880944235376
200303 7.42397303784 9.57860226290118 9.64979224963961
200304 7.50468613220622 9.49252176501228 9.46229343175909
200305 7.5903502740823 9.25919722467563 9.14810828710986
200306 7.65167813841266 9.00095837333283 8.91032453200359
200307 7.68797894901633 8.81969395393826 8.86086183199936
200308 7.72221276412618 8.96498431171248 9.01146476389
200309 7.79027268207588 9.36919472117774 9.23579568093077
200310 7.86571834260923 9.86813157612974 9.3863960678611
200311 7.918685759099 10.3031490613779 9.57833228048011
200312 7.94518330302882 10.8715723529603 9.81517892253243
200401 8.00310644652663 11.3655454090086 10.2311006658833
200402 8.13072520323995 11.7701126143752 10.6756019636874
200403 8.32899324115501 12.33480847304 11.4221637924368
200404 8.5647908324289 13.0004538167804 12.0239098781516
200405 8.84298714467369 13.5017629397534 12.5075849514563
200406 9.17682286846072 14.1467765005307 12.9775576071456
200407 9.54937324669007 14.520808550772 13.1377645748236
200408 9.88736474499372 14.5878715072242 13.1205412958741
200409 10.1617517759222 14.7304047430092 13.1529034140648
200410 10.3796144640376 14.9881313046887 13.2772865632701
200411 10.5882381697324 15.2034209917831 13.4971535634503
200412 10.8248321780818 15.4750269490842 13.6360381006947
200501 11.0599376889496 15.5694104703021 13.8014355767181
200502 11.2646925558394 15.8269242913902 14.0040836443005
200503 11.4221822743745 16.2239881747479 14.2282065519156
200504 11.6039392165131 16.3726343826993 14.2427144616227
200505 11.738602097618 16.2181909701359 14.2991977347805
200506 11.836657602915 16.0041426945425 14.2838161041722
200507 11.8600048659445 15.8784287883416 14.2838387816726
200508 11.8797092025787 16.0271804094292 14.3748780963526
200509 11.8941715517455 16.2626935408954 14.5058345690155
200510 11.8952609452646 15.9834011959156 14.3634037108125
200511 11.8693786796876 15.6122070588581 14.0761904761905
200512 11.767185186772 15.1902731722722 13.5123211697233
200601 11.5759441106899 14.6848695972898 12.9269968150878
200602 11.3183858292253 13.8172484623928 12.0923913043478
200603 11.0411460587988 12.5046453409782 11.0402235994653
200604 10.7001722871919 10.9628677707685 9.97005988023952
200605 10.2922096239798 9.34285126325917 8.75309661436829
200606 9.76022322021339 7.50201101555447 7.28403673991396
200607 9.10129736990254 5.90842823241774 6.03676048248134
200608 8.33612685204338 4.51718889218889 4.82037289677127
200609 7.48279189157833 3.32242656778249 3.71037666798039
200610 6.63495632287597 2.41173540195233 2.96503496503497
200611 5.81237111600224 1.45008540032826 2.20404074135916
200612 5.05598228770451 0.36187069818987 1.73227472100382
200701 4.39305151317186 -0.536287369001939 1.04518055632361
200702 3.78756390192341 -1.38067564380068 0.534435261707988
200703 3.17947589997867 -2.6815693444851 -0.306429548563613
200704 2.53339149643568 -3.56267384245184 -0.827661312278797
200705 1.8448754467622 -4.22340823756437 -1.35589543334418
200706 1.15569848602591 -4.54124439837567 -1.63099431048497
200707 0.483590128729676 -4.87680659911907 -1.96089052597368
200708 -0.127101055116931 -5.4486893193487 -2.26138828633407
200709 -0.67540332236636 -6.34571901594768 -2.75787187839304
200710 -1.18366168546251 -7.49094704365574 -3.54251562075524
200711 -1.69105967694177 -8.64267029227842 -4.6125360779829
200712 -2.19050392004039 -9.72926157251744 -5.39758773126671
200801 -2.72667285742926 -10.921574977731 -6.37040280210157
200802 -3.31637996158306 -12.0442366999244 -7.27790869732011
200803 -3.97180598954518 -12.7033411111247 -7.83797134859213
200804 -4.67834814528312 -13.287443140323 -8.12606380058199
200805 -5.35756970018768 -13.4036769060376 -8.17022212447767
200806 -5.99701597608438 -13.4366898302091 -8.26264184201829
200807 -6.58504817409888 -13.748937829931 -8.44245538427537
200808 -7.22455393485036 -14.1571799668302 -8.84980302946235
200809 -7.82803645691558 -14.974646545637 -9.60808396605628
200810 -8.39078320552363 -15.7647706583165 -10.3475468934828
200811 -8.87198775780912 -16.2612495053044 -10.8986069878968
200812 -9.32761452958774 -17.0376876119585 -11.993769470405
200901 -9.70415167718619 -17.526708111134 -12.6958148234744
200902 -9.90828254903813 -17.1088964604809 -12.748980436196
200903 -9.98680636768723 -16.3360202550683 -12.7389673039128
200904 -9.97871501030579 -15.0632102215591 -12.1855017032212
200905 -9.95135192056812 -13.3435143707656 -11.2860735241289
200906 -9.84918510809078 -11.6044299831801 -10.0516392458268
200907 -9.63862125861826 -10.0714436995281 -9.02781968499186
200908 -9.2946618508755 -8.69855105668476 -8.2846359873387
200909 -8.88960765274139 -7.47885565302068 -7.58446050274844
200910 -8.40683626014197 -5.85823750948213 -6.64739884393063
200911 -7.75434157301993 -3.88098177081557 -5.20920099955148
200912 -6.96744668704158 -2.23559212480128 -3.86102917076369
201001 -6.11586579119758 -1.41410518479036 -2.91912158543118
201002 -5.38534261218134 -1.42258862754667 -3.09578647879691
201003 -4.67138743657739 -0.275412352481138 -1.992901992902
201004 -3.92903900095557 0.812579870051329 -1.04804682183203
201005 -3.19267085364559 1.0244912710487 -0.762637510967129
201006 -2.60138200000843 0.670219609480242 -1.40186915887852
201007 -2.29161415414187 -0.184237606396319 -2.11608623548922
201008 -2.17167613944644 -1.22248992360407 -2.81409703325146
201009 -2.20700413892029 -2.11736429700111 -3.35494219073714
201010 -2.35962449923147 -2.7731434875641 -3.66805761206085
201011 -2.71248377660933 -3.56458179310384 -4.13681222117075
201012 -3.16067754848541 -3.71171954181384 -4.11155052502387
201101 -3.64224905686468 -3.62568767977876 -4.11034482758621
201102 -4.08267293166055 -3.56298288519336 -3.71198881509962
201103 -4.53723870035785 -4.36250866012582 -4.04596100278552
201104 -5.07176531217439 -4.5465221743231 -4.29160935350757
201105 -5.60726427919414 -4.42550292727128 -4.31855277475517
201106 -6.02213231190843 -3.92484185780896 -3.89979688557887
201107 -6.1444481085196 -3.09495298760745 -3.53754404987802
201108 -6.0597602412492 -2.32716462133176 -3.16874957317491
201109 -5.81868055254137 -1.65010539429462 -3.07032708664686
201110 -5.55120915256811 -1.41326888252818 -3.29770139034444
201111 -5.22646100870474 -1.38678999574745 -3.63136370046538
201112 -4.90460322402623 -1.0043410097747 -3.88252862120459
201201 -4.53180803772845 -0.401641458482632 -3.50258918296893
201202 -4.06509194530905 0.518542048983828 -2.71526063598084
201203 -3.46858735063598 1.8862266746018 -1.40068219754698
201204 -2.74297100713197 2.67242586794976 -0.495832135671168
201205 -1.92401358291796 3.36338247885279 0.255881725780094
201206 -1.04859023187075 3.7661011855658 0.8665633366211
201207 -0.215539593365871 4.13212444704422 1.36293382042995
201208 0.498572399393815 4.65840778310641 2.05938359545808
201209 1.20315035834908 5.28392024781488 2.98922736676894
201210 1.93267181295811 5.97571407939029 4.01705079112781
201211 2.69778089228605 6.95357049330278 5.33401624350627
201212 3.46153006509955 7.79546228241585 6.43633942442851
201301 4.19774087913209 8.68857459537982 7.55757620928674
201302 4.82860336355636 9.37889818010409 8.32835820895522
201303 5.30906801009544 9.93420044987553 8.90622699838068
201304 5.74181475470812 9.94910337280488 9.0272261139597
201305 6.22624136999935 9.75437516082493 9.0818858560794
201306 6.73967225173053 9.39434055345171 9.26171684012015
201307 7.13568045771916 9.45558900210158 9.71028555586359
201308 7.57370680399046 9.61319903830313 10.1513371570728
201309 7.90774437950013 9.92085452823616 10.6123579939041
201310 8.29493742233249 10.1368629909417 10.8286448565673
201311 8.45942627037492 10.0698692880671 10.6974159488747
201312 8.53084669510291 9.92526349764606 10.7110585945645
201401 8.46441264062454 9.85100671886897 10.4358672302682
201402 8.39770273547996 9.79066475528361 10.1336456324056
201403 8.33770193803487 8.93501065399115 8.94160583941605
201404 8.20579499082268 7.96579476861168 7.94859905941578
201405 8.0258748142503 7.02765925359068 7.03886650201481
201406 7.67489312815022 6.3246605439343 6.25839033433484
201407 7.39901260356158 5.73008148439915 5.59100385368627
201408 7.02221579203218 5.34494903112648 5.05018820577163
201409 6.68895459444388 5.07094832676228 4.73446893787575
201410 6.16510951555118 5.09458147459531 4.60641764853346
201411 5.85495858958344 5.0505453805686 4.58082329317268
201412 5.67457618985104 4.98491395130446 4.50778503264692
201501 5.64277110518152 5.00235244122692 4.31699818033507
201502 5.57554038871325 5.08219791870453 4.22843560392819
201503 5.49437185002935 5.17087024393913 4.28066257211986
201504 5.46677831883924 5.21012318529977 4.29526906792661
201505 5.42395921967902 5.19698440886217 4.34756208634404
201506 5.44076422484616 5.19438989292169 4.34965708097701
201507 5.48746394598338 5.08874203044872 4.40349407682183
201508 5.68152723929239 5.08851042168576 4.47297700806211
201509 5.96346297422636 5.28586154848269 4.66993542214781
201510 6.3962458719333 5.3390493154407 4.8768797555569
201511 6.68716042189215 5.40975071504801 5.09420376815073
201512 6.89799716246294 5.51432361909847 5.20245103928872
201601 7.06542334514094 5.63898725638986 5.28721804511278
201602 7.22588072146082 5.64349038689057 5.19714337154174
201603 7.2235512194541 5.61342768527178 5.06276399547861
201604 7.1328199491459 5.57402660894486 5.01853268223804
201605 6.99323663814993 5.40426400594755 4.94035496072157
201606 6.95596572185288 5.19199642635448 4.8832516575382
201607 6.78178205633915 5.17875680275841 4.88252148997135
201608 6.55401700261599 5.14500640867806 4.98456613696124
201609 6.29407940048983 5.17802324440254 5.08426163953155
201610 6.0891630113652 5.30970154172964 5.12425021422451
201611 6.00214990335042 5.42468974137674 5.18983728232943
201612 5.95670615667586 5.45801038315298 5.30493375970762
201701 5.88060282003083 5.51847358603296 5.49588665447898
201702 5.84960324297759 5.6477400569498 5.55650636088768
201703 5.99558943073479 5.69876566065575 5.62853907134768
201704 6.23639096204739 5.65567421401588 5.63025210084034
201705 6.39474796953515 5.67989544979065 5.6615282244649
201706 6.43309215980653 5.76149911814633 5.69481090589271
201707 6.50978571333243 5.78421981484479 5.73707791498197
201708 6.6202985391281 5.84942184229158 5.82598279429381
201709 6.71434151657448 5.9083902404422 5.91465072030444
201710 6.79418827925379 5.97164647687391 6.01565047277469
201711 6.86760952197253 6.05786535000693 6.08988276161528
201712 6.93711164244887 6.03811768988424 6.20356813621821
201801 6.98872970131539 5.98556354579199 6.20600021661432
201802 6.98654881271347 6.19761068680109 6.42058044641409
201803 7.05491325082104 6.37059235332407 6.45437975769273
201804 7.00408369095123 6.29583028746472 6.4014850172368
201805 7.01627055631739 6.1639703059878 6.25032799790081
201806 6.9068076568347 5.91553922808372 6.1212814645309
201807 6.98953462895823 5.74234583077983 5.9115336916081
201808 7.03702119199397 5.51914285655212 5.64931055772792
201809 7.06983777300455 5.35326588168862 5.42010983934711
201810 6.8620499022443 5.19773285840124 5.27448869752422
201811 6.60654452630541 4.90995447944664 4.94218765987926
201812 6.34750964617966 4.62115716664793 4.52387030890989
201901 6.18220023298082 4.43396010001759 4.13012441362431
201902 6.1069431834463 4.14801018027271 3.82408206794983
201903 5.96347256063291 3.84320355986796 3.63077852754556
201904 5.82013553050132 3.76493319589066 3.52905991426577
201905 5.57112884934079 3.72199010654678 3.41301985577398
201906 5.44584567633536 3.66553314719785 3.20999754962018
201907 5.19320634232989 3.60299880210841 3.12256049960968
201908 5.00211900293554 3.7067952851641 3.10704197915652
201909 4.76960795904018 3.81382497493704 3.16471103753834
201910 4.79997167759725 3.92350725682106 3.21355536079462
201911 4.9685543996681 4.1280381743265 3.41263650546022
201912 5.20189531450975 4.38725371716128 3.6832592447853
202001 5.42166637803937 4.60560549126881 4.01038096170796
202002 5.56410405251526 4.85364295663266 4.30444140090003
202003 5.71833688691329 5.21188857841762 4.57748189902328
202004 5.8321267802142 5.17057523249352 4.60279248916707
202005 5.8135072002046 4.83502544122766 4.36547738453455
202006 5.68695972637913 5.04552407901068 4.38746438746439
202007 5.68554668791438 5.70594367949101 4.84008327024981
202008 6.03540146216806 6.28835514979293 5.83317589268845
202009 6.9050536160546 7.03709234387755 7.05082825994621
202010 7.92270531469325 7.8615889774071 8.42532314369281
202011 8.98712271909451 8.60604521423274 9.53705449745427
202012 9.91468455641506 9.35284575358818 10.4405182567727
202101 10.7159725973348 9.84052158996839 11.3318581987665
202102 11.5473983569608 10.3896387106293 12.1975239167136
202103 12.392480667095 11.4238059135709 13.4937967566563
202104 13.4726009398039 13.0031476818587 14.9958574979288
202105 14.9983134986839 14.817774906977 16.9145576861471
202106 16.814481420786 16.2571032906281 18.809133915575
202107 18.332204291176 16.9039746301917 19.8249018457512
202108 18.9120602353817 17.1135782673772 19.962511715089
202109 18.4709914614281 17.1663608721503 19.6711193404752
202110 17.7193396124808 17.0837625526225 19.069787678385
202111 17.023788814364 17.1609320321665 18.8078330105444
202112 16.6057740571598 17.4223480003867 18.8643829188175
202201 16.7184618234898 17.7679537543965 19.2532138024357
202202 17.1279967456209 18.5818115179373 20.0626959247649
202203 17.811774920115 19.6586599762801 20.8147389969294
202204 18.3176915309174 19.9279441385359 20.7813000320205
202205 18.3681969250546 19.4541408508513 19.9945199044898
202206 17.9429640665145 17.6586661149581 18.0443355411769
202207 16.9467718832851 15.3459955543852 15.6711358843025
202208 15.7702867878597 13.0570632014696 12.9650297619048
202209 14.5384456915033 11.2153074750562 10.6833671025972
202210 13.3794125664116 9.99177842674058 9.13874374246355
202211 12.0702179306341 8.49491967818246 7.52762180764353
202212 10.4934987085732 6.76116953031253 5.6311237124502
202301 8.65861760083688 5.45413027880297 3.79419169532995
202302 6.75722826504496 4.44324719009524  
202303 4.99390813472778    

Note: The Zillow and CoreLogic data extend through February 2023, and the Case-Shiller data extend through January 2023.

Source: CoreLogic, Inc., Real Estate Data; Zillow, Inc., Real Estate Data; S&P Case-Shiller Home Price Indices.

Return to text
Figure 1.20. Model-based measures of house price valuations remained historically high

Percent

Date Owner's equivalent rent Market-based rents
1979 Q1 -1.426594  
1979 Q2 -0.1195986  
1979 Q3 -0.1194516  
1979 Q4 1.482301  
1980 Q1 -1.190696  
1980 Q2 -1.886218  
1980 Q3 -1.02961  
1980 Q4 2.107316  
1981 Q1 5.715556  
1981 Q2 1.698296  
1981 Q3 0.1273517  
1981 Q4 2.336958  
1982 Q1 0.9941531  
1982 Q2 2.524492  
1982 Q3 6.203625  
1982 Q4 4.071608  
1983 Q1 7.109826  
1983 Q2 5.296197  
1983 Q3 4.523487  
1983 Q4 -3.441958  
1984 Q1 -2.203956  
1984 Q2 -3.133725  
1984 Q3 -1.061273  
1984 Q4 0.7543612  
1985 Q1 2.929619  
1985 Q2 6.786299  
1985 Q3 8.88738  
1985 Q4 6.812143  
1986 Q1 7.769249  
1986 Q2 5.728389  
1986 Q3 4.909401  
1986 Q4 2.944675  
1987 Q1 0.8187802  
1987 Q2 -2.722194  
1987 Q3 -2.943456  
1987 Q4 -3.125422  
1988 Q1 -4.818408  
1988 Q2 0  
1988 Q3 -0.7298766  
1988 Q4 1.98889  
1989 Q1 -0.1647936  
1989 Q2 2.376295  
1989 Q3 2.94313  
1989 Q4 2.499781  
1990 Q1 2.74167  
1990 Q2 -0.0965068  
1990 Q3 -1.488639  
1990 Q4 -1.431934  
1991 Q1 0.3248589  
1991 Q2 0.5145317  
1991 Q3 -0.8312861  
1991 Q4 -2.353053  
1992 Q1 -3.349406  
1992 Q2 -4.25956  
1992 Q3 -3.279838  
1992 Q4 -5.258986  
1993 Q1 -4.786732  
1993 Q2 -4.468169  
1993 Q3 -5.328523  
1993 Q4 -4.694075  
1994 Q1 -5.769559  
1994 Q2 -7.986169  
1994 Q3 -9.443126  
1994 Q4 -8.401747  
1995 Q1 -7.56704  
1995 Q2 -3.579271  
1995 Q3 -1.735082  
1995 Q4 -1.184708  
1996 Q1 -1.471456  
1996 Q2 -5.145895  
1996 Q3 -6.020688  
1996 Q4 -6.465767  
1997 Q1 -5.862849  
1997 Q2 -3.790463  
1997 Q3 -3.314945  
1997 Q4 -4.185702  
1998 Q1 -3.670713  
1998 Q2 -1.525222  
1998 Q3 -3.59187  
1998 Q4 -2.301141  
1999 Q1 -2.672192  
1999 Q2 -2.074206  
1999 Q3 -2.357964  
1999 Q4 -3.085986  
2000 Q1 -2.073356  
2000 Q2 -0.2857024  
2000 Q3 3.017256  
2000 Q4 4.687507  
2001 Q1 6.044473  
2001 Q2 6.028567  
2001 Q3 4.871909  
2001 Q4 4.123568  
2002 Q1 2.765762  
2002 Q2 3.672033  
2002 Q3 4.419029  
2002 Q4 5.840318  
2003 Q1 7.314063  
2003 Q2 8.810431  
2003 Q3 7.764907  
2003 Q4 7.161535  
2004 Q1 8.778777 8.03173
2004 Q2 9.466578 7.972971
2004 Q3 13.26907 11.82124
2004 Q4 16.76815 15.01039
2005 Q1 17.26974 16.24369
2005 Q2 21.7885 19.062
2005 Q3 23.79385 20.48604
2005 Q4 24.47402 21.27457
2006 Q1 25.74417 21.67437
2006 Q2 25.76463 22.52505
2006 Q3 25.65886 23.37522
2006 Q4 26.81278 24.76389
2007 Q1 26.03505 23.9305
2007 Q2 26.53805 23.2058
2007 Q3 24.75198 22.14387
2007 Q4 21.6806 20.00187
2008 Q1 19.54039 18.02883
2008 Q2 16.73875 15.13179
2008 Q3 12.91267 12.74141
2008 Q4 8.498788 9.951779
2009 Q1 3.334431 7.823452
2009 Q2 1.887738 7.13152
2009 Q3 -1.284284 4.51489
2009 Q4 -3.573829 1.684572
2010 Q1 -5.651538 -0.3024396
2010 Q2 -3.737232 0.9125814
2010 Q3 -5.044893 -1.426887
2010 Q4 -7.338383 -4.318311
2011 Q1 -8.749423 -7.242392
2011 Q2 -12.38955 -10.22904
2011 Q3 -15.27606 -13.09184
2011 Q4 -17.36283 -15.17454
2012 Q1 -14.89462 -14.21677
2012 Q2 -16.36333 -15.49348
2012 Q3 -18.52809 -16.81061
2012 Q4 -17.94434 -16.39961
2013 Q1 -17.96123 -16.33181
2013 Q2 -16.64459 -15.01186
2013 Q3 -16.15543 -14.65173
2013 Q4 -14.74584 -12.85552
2014 Q1 -12.12849 -11.28786
2014 Q2 -11.15197 -10.28322
2014 Q3 -7.151145 -8.189919
2014 Q4 -6.977478 -7.881824
2015 Q1 -6.060919 -7.623989
2015 Q2 -5.955868 -7.58936
2015 Q3 -5.637957 -7.497663
2015 Q4 -5.044274 -6.984275
2016 Q1 -4.566349 -6.26304
2016 Q2 -3.835874 -5.358379
2016 Q3 -3.569212 -4.864702
2016 Q4 -3.407388 -4.298392
2017 Q1 -3.286643 -3.879288
2017 Q2 -2.55187 -2.972213
2017 Q3 -2.140838 -1.874372
2017 Q4 0.8126945 0.415571
2018 Q1 2.549839 1.89823
2018 Q2 2.669892 1.88707
2018 Q3 3.554962 2.903822
2018 Q4 4.227796 3.346687
2019 Q1 6.375558 5.302972
2019 Q2 7.376726 5.488511
2019 Q3 7.16111 5.487645
2019 Q4 8.68696 6.366929
2020 Q1 7.804986 6.273607
2020 Q2 7.904656 7.456408
2020 Q3 7.526965 6.058952
2020 Q4 10.86544 7.165467
2021 Q1 13.02048 8.533897
2021 Q2 14.48489 9.430058
2021 Q3 17.68822 10.59328
2021 Q4 19.76215 10.44783
2022 Q1 25.58542 14.66448
2022 Q2 29.16241 17.10109
2022 Q3 26.77502 17.41702
2022 Q4 25.49551 17.3656
2023 Q1 25.15802 18.89746

Note: The owners' equivalent rent value for 2023:Q1 is based on monthly data through February 2023. The data for the market-based rents model begin in 2004:Q1 and extend through 2023:Q1. The value for 2023:Q1 is based on monthly data through January 2023. Valuation is measured as the deviation from the long-run relationship between the price-to-rent ratio and the real 10-year Treasury yield.

Source: For house prices, Zillow, Inc., Real Estate Data; for rent data, Bureau of Labor Statistics.

Return to text
Figure 1.21. House price-to-rent ratios remained elevated across geographic areas

Jan. 2010=100

Date Median Bottom line of middle 80% of markets Top line of middle 80% of markets
199601 81.8941967195182 72.5538894155566 104.925559536582
199602 81.5952999723091 72.5244735193835 104.753909973718
199603 81.4032156861052 72.2212428043073 104.518083497786
199604 81.6137713395969 72.123033973068 104.975189446717
199605 81.6930626241813 71.9980774380466 104.54762473462
199606 81.7794733196678 71.891577019423 104.413611757614
199607 81.7922012326009 71.8298768887509 104.327063403491
199608 81.8465482230268 71.6648268054262 104.337142985617
199609 81.8751422927473 71.5358364100819 104.149364714031
199610 81.9017708517668 71.317531236395 104.176850098927
199611 81.9833167710464 71.2808049087711 103.953377636553
199612 82.0442398956118 71.3617368759623 103.942802587668
199701 82.1600273778141 71.40629945855 103.48833293412
199702 82.2839884158468 71.4379108849964 103.554914874517
199703 82.53674808592 71.5606202564243 103.313796385691
199704 82.890595799474 71.6939007616681 102.98272449922
199705 83.0655864873668 71.8366126579281 103.038292191369
199706 83.233459274198 71.8202347408483 102.73781182545
199707 85.6151269297222 71.8904045435748 102.091278647782
199708 85.7077912706213 72.0093884638349 102.002086233314
199709 85.8104844264625 72.0320665473761 102.316480426585
199710 85.8888752946991 72.0515796571876 102.392473254033
199711 85.9281044840988 72.2327328644341 102.670026680343
199712 86.0882806050837 72.3284157353234 102.890083808278
199801 84.0595589409757 72.9832097158578 102.488521015361
199802 84.1315196081544 73.4751576361154 102.72983299461
199803 84.2132258099394 73.8867897059618 103.168989845604
199804 84.1589794864942 74.2322672941211 102.433767994448
199805 84.1283684253438 74.5451528556979 102.660408939644
199806 84.0889455442303 74.4495791312589 102.387790204013
199807 84.1698050511707 74.3344451810506 102.715569294019
199808 84.4232944273049 74.3436690013436 103.048597669872
199809 84.7799660205284 74.1445254981374 103.293431448404
199810 85.0744363639375 74.1395436785422 103.511585217157
199811 85.3174858000832 74.0953589454792 103.301741927023
199812 85.5264012128497 74.0607169755366 103.700155248269
199901 85.8555527668353 74.1284629385033 103.947813807851
199902 86.3546004901125 74.1148083843543 104.687447721684
199903 87.0282933278149 74.3675153354629 105.205073844478
199904 87.8785908796125 74.7409383612832 105.726689860415
199905 88.6435003116477 75.1693423031757 106.486369030684
199906 89.2330202903864 75.7049102810078 107.140872493014
199907 89.7768062373893 76.2624489219171 107.593887399055
199908 90.1641728510117 76.6085314045367 107.800521271269
199909 90.4146643114189 77.0881804600284 107.75113790284
199910 90.7625695793079 77.5855728058 107.846092292665
199911 90.8348578398665 77.9581263302996 107.961165302858
199912 91.3798209573544 78.4228757955743 108.419537347845
200001 91.7118164039059 78.7480447777817 108.527452164791
200002 91.7328604179574 79.0487388321591 108.466115084022
200003 91.5452706453205 79.4122795997641 108.152384640855
200004 92.1431169013937 80.015123902701 108.308632401332
200005 92.5340826747235 80.696626541891 108.405803120278
200006 92.9717543302602 81.2118475859321 108.528979346473
200007 93.6434081712036 81.9139510767884 108.679651799777
200008 94.1960143042527 82.5425521421611 108.741539176128
200009 95.0523914989012 82.9501679582515 108.798827565036
200010 95.5527686318251 83.5971725624078 108.830169730437
200011 95.6647873830526 84.2096992642324 108.885535666012
200012 96.2726184456757 84.6037621773813 108.901600541646
200101 97.0024292137104 84.7100259873738 108.770066362198
200102 98.0105188490247 85.0921449545857 108.546767053228
200103 98.4874389865821 85.5898839958121 108.454959933232
200104 99.0035856216251 86.1389286258404 108.730778540276
200105 99.0833568908622 86.5054962510864 109.515056260884
200106 98.7454282746675 86.9928192181457 110.178011658409
200107 98.9815497828142 87.6044942321619 111.006510274116
200108 98.8252622967041 88.0178020334149 111.963328085973
200109 98.8518253135643 88.2231092868493 112.808369355577
200110 98.8513216174572 88.8178766912973 113.85487994501
200111 98.6504864828274 89.0190506943522 114.55095621438
200112 98.6955172175718 88.7337168045619 114.529656485878
200201 98.6751708605583 88.5964041489463 114.763950112986
200202 98.9189307485389 88.5178512415066 114.969715440364
200203 99.1657202058934 88.5837675429461 115.320850677966
200204 99.789939753773 88.7909531720092 114.62245378621
200205 100.343840947773 89.237541284217 114.871343879693
200206 101.120733606651 89.9746233148531 115.089280912896
200207 101.865727559998 90.4979308105084 114.825274049371
200208 101.934900397503 90.6045187498164 115.106142533222
200209 101.975124382143 90.7472392960732 115.645801504869
200210 102.284741712504 90.9860113503105 116.605898878264
200211 102.578478452815 91.1800474163859 116.371116051693
200212 103.241933300515 91.3577404546851 116.404955231714
200301 103.622309578934 91.5809968799346 116.566111596191
200302 104.444826310354 91.7290073285343 116.855260842218
200303 104.865084739545 91.9976287654049 118.664369727366
200304 105.366664499399 92.2661676955486 120.446776612278
200305 105.915827305729 92.6074150680536 122.097114598142
200306 106.81431728399 92.8807672949484 123.488851760662
200307 107.364715981012 93.2359570109916 125.16624342229
200308 107.914474324266 93.4753990464757 126.7728586728
200309 108.469186065735 94.0266154441302 129.325224119531
200310 109.130868420728 95.0389283183059 130.687480413538
200311 109.831880832437 96.1708283457295 132.445371782449
200312 110.599244589508 97.1718775564805 133.659624498788
200401 111.139202757298 98.0026366070048 135.140637994817
200402 111.816592788981 98.9417469032326 137.742066753465
200403 112.438853934074 99.9532949973723 140.175303703166
200404 113.145831632656 101.086017563271 142.80924845324
200405 114.310041300336 102.749971520641 145.077143148527
200406 115.700219847815 103.643938786812 149.255981430177
200407 116.855283277967 104.602790368451 152.776732791807
200408 118.050445861396 105.699560560749 155.138154138834
200409 119.322114064994 106.286662901344 157.509053007967
200410 120.260083628513 106.465042852835 160.003063361325
200411 121.612816131082 106.575426157414 161.000572684314
200412 122.480186556237 106.375451287493 163.027429754942
200501 122.987327477545 107.033228462762 164.277929531262
200502 123.616559961867 107.035158538602 166.157721760334
200503 124.093343781183 106.802652333388 168.213126988533
200504 124.920460615893 107.549349986256 170.061240167991
200505 125.407586151907 107.864724091037 172.993511984697
200506 125.613134834648 108.572788954145 174.556467981317
200507 126.383681321705 108.268743799197 174.59456272423
200508 127.287987090499 108.638670816814 174.260616632985
200509 128.002559428521 109.425977306886 173.365532337221
200510 127.982442253123 110.841350046528 173.816147456986
200511 128.419953531788 112.388383368983 173.642581782379
200512 128.874293429922 112.806074825585 174.07170305378
200601 129.380673079709 112.86087877137 174.497674824625
200602 129.901706625027 112.849293948551 174.495348489558
200603 130.870604691136 112.566706324188 173.789702505924
200604 131.209319129057 112.235181645204 174.149907293571
200605 130.935962159018 111.93750107257 173.70041463904
200606 130.853124184854 111.651839725292 172.302812129472
200607 130.780073352551 111.299044810416 171.603677489428
200608 130.543839090705 111.142700303827 170.810523160159
200609 130.384309227064 110.865142230452 170.221312301512
200610 129.91535495465 110.989730474814 169.321668701325
200611 129.574667137174 111.460122035198 168.189001780077
200612 129.298590888974 112.501838695521 167.107889427703
200701 129.42975301442 112.717142823231 165.306576863058
200702 129.43150434941 112.872021706781 164.239973579711
200703 130.179464375867 112.594579454549 163.416595266176
200704 130.568659238285 112.121515910879 162.506052784833
200705 130.56447973348 112.732628761479 161.630932104936
200706 130.739261492908 112.80301788536 161.056246389226
200707 129.867888532535 112.457855876594 159.035829540314
200708 128.848771615038 112.083928426179 156.60168736425
200709 128.524915360698 111.691195448114 154.141009844509
200710 128.018871862095 111.207932791005 151.762813110946
200711 127.279582751882 110.725374154411 149.55547052252
200712 126.364945249649 110.1549600812 147.21011172255
200801 125.405927210785 109.439067753023 144.695592880134
200802 124.236516345292 109.12057679615 142.002825727089
200803 123.252886771631 108.54917865625 139.269491904886
200804 122.250700080249 107.963922820833 136.474807690704
200805 121.036257091477 107.297000297501 133.723427225567
200806 119.382063500523 106.615036855451 131.155417918945
200807 117.536329230769 106.138930279885 128.685123479965
200808 115.669854150854 105.631682568701 126.607963564876
200809 112.745375872643 105.088003985792 124.49842970519
200810 111.331032857494 104.449465374205 122.411717495778
200811 109.764843021876 103.826565419514 120.13372180843
200812 108.37641756195 102.800496871273 117.791890099478
200901 107.234675409377 101.210636689434 115.450985745594
200902 105.991877468315 100.007390648757 113.397499625339
200903 104.836820678837 99.8308354252035 111.347177369911
200904 103.968434605419 99.5742823740637 109.23138704587
200905 103.000251927485 99.3513691553964 107.336588888624
200906 101.928746013772 99.2155191041496 105.625621642133
200907 101.28998614988 98.8050754649693 104.261988365475
200908 100.464763701108 98.2056751098088 103.023473743578
200909 100.405505359748 97.9622679532748 102.071778058115
200910 100.162094103035 98.1978209388233 101.275030576518
200911 100.173181229364 98.663645144191 100.952865059688
200912 100.050439256966 99.5205494172819 100.601640645879
201001 100 100 100
201002 99.940276803656 99.5813588877877 100.554125247621
201003 100.103801078885 99.4463468044772 100.818499698142
201004 99.9397715050619 98.9799931640934 101.126330620412
201005 99.8759045469352 98.7869227366864 101.499011185095
201006 99.6292300904771 98.7390658045752 101.679540001804
201007 99.3248146232674 98.0332322846701 101.583463344264
201008 98.8723343897663 97.1640260491433 100.484320163519
201009 98.2973662738716 96.0745285968215 99.9646326151868
201010 97.7144892335758 94.8832878212098 99.6659640460128
201011 97.0552909259953 93.8487883298255 99.1687507289063
201012 96.4089432481425 92.9973148433876 98.7695337959802
201101 95.7879940972897 92.3349176870019 98.3510437064871
201102 95.1905209790698 90.9192030915167 97.9330922873483
201103 94.6102332531681 90.403076303759 97.2181369891699
201104 94.1198880344458 89.4158538324433 96.8982052122194
201105 93.3602946948849 88.5553916166361 96.2832462073672
201106 92.5123136682254 86.97886679787 95.8323545108459
201107 91.852278921862 85.9381061440153 94.9845168672879
201108 91.1342551845423 85.1835066817961 94.5542895453982
201109 90.4660849584102 84.9013207913313 94.0907306295703
201110 89.8644366701297 84.5219995917033 93.6216377741497
201111 89.3348499240124 84.0918850787515 93.3150182299584
201112 88.8910180495051 83.3169845606591 93.1659722483074
201201 88.5626894564075 82.6595227367783 92.8683046274633
201202 88.2207051641802 82.0081100103575 92.7033417751851
201203 88.1426974208926 82.0196255485275 92.7590658266983
201204 87.6716479963072 82.1844700243404 92.8323770386349
201205 87.5558894017535 82.3388109566733 92.9679727415929
201206 87.9693663920717 82.8635167046225 93.092158461369
201207 88.5556596017949 83.5830870643853 93.2208050030871
201208 89.5063861223011 83.7935693976807 93.549872937802
201209 90.363980141682 84.0639766200212 93.4675037347246
201210 90.8664968596622 84.299294632924 94.1943821798043
201211 91.0769699475269 84.687359793864 95.0486766616125
201212 91.1465630103662 85.2676787666975 96.1859830581153
201301 91.6446372034259 85.5948943610724 97.1532654423061
201302 91.8426282342445 85.9347002515818 98.5397759729337
201303 92.160023392443 85.9749152541444 99.2240952838845
201304 92.6099382488832 86.0151402661233 99.9487173435528
201305 93.106788364855 86.0262095318012 101.399819963712
201306 93.736687518903 86.029048262316 102.768201498455
201307 94.4133040062214 86.0722965386695 104.46343844242
201308 95.1582574464065 86.2710745019075 105.92342015229
201309 95.8479994009555 86.4892275874628 107.14210101516
201310 96.5904644718378 86.8191284385249 108.213244990496
201311 97.2012509598326 87.1063429232782 109.236558779293
201312 98.0382806114761 87.6716587825438 110.09707269693
201401 98.8191480050055 88.179348119646 110.443745673546
201402 99.569258105552 88.4475158432767 110.792390637456
201403 100.185764639584 88.9940318021765 111.165600802502
201404 100.512004483861 89.3952229500148 111.513123239689
201405 100.974204704475 89.6441279170143 111.877808040733
201406 101.159201835947 89.8707838777715 112.469626878325
201407 101.4840606303 90.2903251894751 113.221140224906
201408 101.543439150328 90.4843737098747 114.245159227185
201409 101.890886038702 90.04802018213 115.034771573855
201410 102.455185078819 90.3367117013705 115.789500810617
201411 102.911153667145 90.2849298500034 116.146667144189
201412 103.128612943181 90.4157926274592 116.96429093166
201501 103.096985601383 90.5335189957868 117.724218086141
201502 103.458320139716 89.8546926039403 118.244299644542
201503 103.426243681005 89.8349541419036 118.597592129409
201504 103.935012442274 89.7352974064352 119.236740458703
201505 104.298546310152 89.7486144094187 120.323302820617
201506 104.688424967841 89.5992996268591 120.904908556951
201507 105.242079801054 89.7685977399673 121.573669472165
201508 105.93104640695 90.2598788185577 122.247296941561
201509 106.39873190411 90.5838955365752 122.953098591545
201510 106.73687848534 91.1083125918 123.827822897204
201511 107.011495383817 91.0683993290217 124.598126370874
201512 107.435400042748 91.0242544144211 125.028086010026
201601 107.805494992058 91.3144301835857 125.527273326866
201602 108.256046191405 91.2019605985084 126.005066585739
201603 108.657058644597 91.168123164056 126.354160569249
201604 108.893272397321 91.1944594625264 126.336550072862
201605 109.00067565328 91.0170603941624 127.172418925528
201606 109.370068588523 91.4085168337093 127.975259763756
201607 109.445217088661 91.6850995320873 128.403414687418
201608 109.384311447056 91.7415564246818 128.151541577897
201609 109.237464319418 92.0001575948015 127.564014155791
201610 109.354611927346 92.2883932119948 127.543213875619
201611 109.689788512152 92.5164360071738 127.248377993132
201612 110.348821229388 92.7258317561306 127.22536157734
201701 110.956527387498 93.0936365151111 127.346421835487
201702 111.49924248698 92.685153381329 127.839626773537
201703 111.978753817857 92.6662071267031 128.241031532467
201704 112.640491579505 92.9520857576393 128.430936011839
201705 113.365866309632 93.2655527619664 128.764788871764
201706 113.942287163261 93.7755129846479 129.502131274661
201707 114.813457623722 94.0498250631145 130.063321288912
201708 114.980345213444 94.290075761008 130.613710578515
201709 115.28645292886 94.5820495109267 131.445661677712
201710 115.767757268828 94.8794580677973 132.001100242797
201711 115.999225289856 95.2080602483801 133.13617798202
201712 116.258430174785 95.6015035359458 134.161173862639
201801 116.599210571405 95.8726037598499 135.383989544371
201802 116.86013829699 96.0537616943108 136.527159587639
201803 117.184011445429 96.3383737739854 137.511346092817
201804 117.513949906166 96.3598813065752 138.475424146311
201805 117.899841329803 96.462412311096 139.394294146442
201806 117.884571848607 96.3073833169777 139.586400608861
201807 118.321948567351 96.4728933093056 140.256596935411
201808 118.53804080567 96.7685160864917 140.623527964211
201809 118.726519135498 96.9930135912204 140.8930214992
201810 118.840093546871 97.1670818524952 141.343634342513
201811 118.671829777977 97.2880956304923 141.127400242515
201812 118.341201572939 97.1181326246398 140.749271517769
201901 118.370553213979 97.2338295952081 139.934248333026
201902 117.975536238849 97.3091928471147 139.196117279969
201903 117.54748945857 97.3162130729051 138.063298750256
201904 117.223534856348 97.3592274221015 136.886858781723
201905 116.957133972733 97.5493664031554 136.332283133491
201906 116.830697142447 97.7841439059263 136.331892051199
201907 116.503470245793 97.9101090124382 136.658123559089
201908 116.593538711217 97.9963275360914 137.32350445035
201909 116.601216141455 98.1485025097868 137.509881932084
201910 117.111777543051 98.3681258562851 137.836758084801
201911 117.110955990394 98.3085267624178 137.944501097036
201912 117.350675012134 98.7417717237057 138.105579965224
202001 117.461667009207 98.7802499841573 138.113089685544
202002 117.738285674399 98.8294191128152 138.009517253324
202003 118.07063122358 98.846434039941 138.171603414714
202004 118.066752236455 99.1200290363487 138.965706224552
202005 118.001851462121 98.7587357780726 138.235387821995
202006 118.078984279066 98.5644246180662 137.669821804842
202007 118.383572637215 98.5341864919917 137.365781505416
202008 119.044949817752 98.5031121364904 138.222209200086
202009 120.641679070925 99.5379484637483 139.888698288866
202010 122.465541066674 100.517186605904 141.621462675543
202011 124.338866175051 101.843762552936 143.850848057349
202012 126.231541816919 103.007868543311 145.873515130573
202101 127.979073922213 103.904599255371 147.948980956268
202102 129.55780030071 104.80452867245 149.537476656667
202103 130.536273498975 105.601905272303 150.80614757506
202104 131.734246395759 106.19926145427 152.258344667641
202105 133.350014489398 107.064963873763 154.497151907836
202106 135.331229026855 107.96739158034 157.282566230313
202107 136.696720373984 108.938792301667 159.673344548921
202108 138.042982644271 110.053795906847 161.750599497619
202109 138.892003375932 110.419996135804 163.296381062226
202110 139.620288798377 111.092396863874 163.923745632542
202111 140.576924478769 111.062465562657 165.252834153801
202112 141.917367099445 111.703032643005 166.655149985341
202201 143.176633963355 112.374668979902 168.441672231644
202202 145.379950181506 112.788914998065 171.738140514224
202203 147.533378335035 113.543594059041 174.966783485408
202204 149.176742432053 114.29361462308 177.130212558388
202205 150.140914068709 114.752129617722 178.105034541322
202206 150.280448795176 114.856930258492 177.593561941439
202207 150.077073984549 114.498225270404 176.004944397764
202208 148.718216472088 113.822420970493 173.765820592911
202209 147.134486308873 113.032041605925 170.792590892052
202210 145.707929847243 111.700882037102 168.73215432183
202211 143.840263408807 111.230169467305 166.170413230544
202212 142.397361957241 110.23184912952 163.52935993644
202301 140.066441848961 110.021684698773 160.37905950495
202302 138.380559324436 109.57899255792 157.746843828316
202303 137.621581079294 109.124270549342 155.232300015496

Note: The data are seasonally adjusted. Percentiles are based on 19 large metropolitan statistical areas.

Source: For house prices, Zillow, Inc., Real Estate Data; for rent data, Bureau of Labor Statistics.

Return to text
Figure 2.1. The total debt of households and businesses relative to GDP declined further

Ratio

Date Private Nonfinancial-Sector Credit-to-GDP Ratio
1980 Q1 0.975766728008253
1980 Q2 0.985325765223683
1980 Q3 0.984688513812265
1980 Q4 0.969626438215716
1981 Q1 0.944681944788532
1981 Q2 0.961631376378168
1981 Q3 0.955814389275132
1981 Q4 0.970801793942852
1982 Q1 0.991095812176152
1982 Q2 0.993608589748053
1982 Q3 0.997284870550114
1982 Q4 1.00086258556423
1983 Q1 0.997894865943094
1983 Q2 0.991625517484956
1983 Q3 0.988465184259154
1983 Q4 0.989755464586716
1984 Q1 0.994025926970303
1984 Q2 1.00482367198133
1984 Q3 1.01626859276489
1984 Q4 1.03609525349935
1985 Q1 1.05351442306783
1985 Q2 1.06794427885996
1985 Q3 1.07687062904782
1985 Q4 1.1029861204556
1986 Q1 1.11363022289344
1986 Q2 1.13202708708259
1986 Q3 1.15008087603515
1986 Q4 1.17162108515774
1987 Q1 1.17621632999842
1987 Q2 1.18304904539175
1987 Q3 1.1912362538655
1987 Q4 1.18488500585264
1988 Q1 1.19844139164248
1988 Q2 1.20050304082669
1988 Q3 1.20515159000802
1988 Q4 1.20659434033724
1989 Q1 1.20601721604869
1989 Q2 1.21034740006304
1989 Q3 1.21236461578845
1989 Q4 1.2244236665375
1990 Q1 1.2233604264886
1990 Q2 1.2215821804864
1990 Q3 1.2234367550019
1990 Q4 1.23698089490407
1991 Q1 1.23617513849633
1991 Q2 1.22681986308815
1991 Q3 1.21115586574598
1991 Q4 1.20512966634422
1992 Q1 1.19488387896344
1992 Q2 1.17972950021504
1992 Q3 1.1707594491613
1992 Q4 1.15888554115426
1993 Q1 1.15931458977609
1993 Q2 1.15976997297229
1993 Q3 1.16300755961336
1993 Q4 1.15736088231411
1994 Q1 1.15952578906332
1994 Q2 1.15576276357537
1994 Q3 1.15927500400692
1994 Q4 1.16080156796089
1995 Q1 1.16952512725847
1995 Q2 1.18103568699473
1995 Q3 1.18368840803709
1995 Q4 1.18743118442176
1996 Q1 1.19429525544236
1996 Q2 1.19041484705285
1996 Q3 1.19239238764062
1996 Q4 1.18837786180755
1997 Q1 1.19317716682082
1997 Q2 1.19165753492999
1997 Q3 1.1972614469902
1997 Q4 1.20303728980926
1998 Q1 1.21792977596521
1998 Q2 1.23594805132257
1998 Q3 1.23953149495066
1998 Q4 1.24503531367741
1999 Q1 1.26184809474013
1999 Q2 1.27309507138726
1999 Q3 1.28733276168606
1999 Q4 1.28709004866483
2000 Q1 1.30912644134843
2000 Q2 1.30704703094932
2000 Q3 1.32378993745496
2000 Q4 1.33045473327057
2001 Q1 1.34097251531509
2001 Q2 1.35329634871214
2001 Q3 1.38327423424376
2001 Q4 1.38949323505119
2002 Q1 1.39630908332174
2002 Q2 1.39955866657604
2002 Q3 1.40794534615679
2002 Q4 1.42323485573705
2003 Q1 1.43086024870484
2003 Q2 1.44650954505733
2003 Q3 1.44034328292787
2003 Q4 1.43787211501232
2004 Q1 1.45210852197355
2004 Q2 1.45880367197881
2004 Q3 1.46682167295785
2004 Q4 1.478386654846
2005 Q1 1.48063308051531
2005 Q2 1.49952324042364
2005 Q3 1.50815307911453
2005 Q4 1.52375443966484
2006 Q1 1.53736613143753
2006 Q2 1.56058418616339
2006 Q3 1.57926201144498
2006 Q4 1.59750846892638
2007 Q1 1.6089722517808
2007 Q2 1.63093280540966
2007 Q3 1.64973228380409
2007 Q4 1.66445290259814
2008 Q1 1.68984712785565
2008 Q2 1.68105506763522
2008 Q3 1.69436168161364
2008 Q4 1.70685754200652
2009 Q1 1.7171613886063
2009 Q2 1.71536646780569
2009 Q3 1.69525704480111
2009 Q4 1.6554311960319
2010 Q1 1.63744090514813
2010 Q2 1.60550575015956
2010 Q3 1.58502219546739
2010 Q4 1.56315917120846
2011 Q1 1.56011493120777
2011 Q2 1.54113180526349
2011 Q3 1.53103133940422
2011 Q4 1.51732570849866
2012 Q1 1.50139456378388
2012 Q2 1.49219584220032
2012 Q3 1.49167831936439
2012 Q4 1.49306526655342
2013 Q1 1.47995892729891
2013 Q2 1.48213451966463
2013 Q3 1.47704574306011
2013 Q4 1.47449628829879
2014 Q1 1.48669337605934
2014 Q2 1.47361482354708
2014 Q3 1.45773003974982
2014 Q4 1.46481486668004
2015 Q1 1.4672530929867
2015 Q2 1.47159778927956
2015 Q3 1.47258157553193
2015 Q4 1.48024280279394
2016 Q1 1.49139211039426
2016 Q2 1.49016659863568
2016 Q3 1.49462077065599
2016 Q4 1.48670840599722
2017 Q1 1.49300497999968
2017 Q2 1.50045248503122
2017 Q3 1.49559280961314
2017 Q4 1.49327068699029
2018 Q1 1.48826860339661
2018 Q2 1.49282305392567
2018 Q3 1.49246101879619
2018 Q4 1.4961602638402
2019 Q1 1.49879249048866
2019 Q2 1.49553450547864
2019 Q3 1.49404298443807
2019 Q4 1.49267865543883
2020 Q1 1.5474993258437
2020 Q2 1.73054145315735
2020 Q3 1.6020986472137
2020 Q4 1.59027659715824
2021 Q1 1.56939385180056
2021 Q2 1.53787688201823
2021 Q3 1.52683519020043
2021 Q4 1.50367604645769
2022 Q1 1.50991375268386
2022 Q2 1.50691740760908
2022 Q3 1.49833884318114
2022 Q4 1.48526377324942

Note: The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of Economic Research: January 1980–July 1980, July 1981–November 1982, July 1990–March 1991, March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020. GDP is gross domestic product.

Source: Federal Reserve Board staff calculations based on Bureau of Economic Analysis, national income and product accounts, and Federal Reserve Board, Statistical Release Z.1, "Financial Accounts of the United States."

Return to text
Figure 2.2. Both business and household debt-to-GDP ratios edged down

Ratio

Date Nonfinancial business (right scale) Household (left scale)
1980 Q1 0.495947082307887 0.479819645700366
1980 Q2 0.501995816043172 0.483329949180511
1980 Q3 0.501133386755671 0.483555127056594
1980 Q4 0.493935637470663 0.475690800745054
1981 Q1 0.483011683608571 0.461670261179961
1981 Q2 0.49526834827284 0.466363028105328
1981 Q3 0.496116523017633 0.4596978662575
1981 Q4 0.505501067111922 0.465300726830931
1982 Q1 0.519232495964025 0.471863316212127
1982 Q2 0.524071630854041 0.469536958894012
1982 Q3 0.531699878977709 0.465584991572405
1982 Q4 0.531243378149576 0.46961920741465
1983 Q1 0.53493235615805 0.462962509785044
1983 Q2 0.529911580486235 0.461713936998721
1983 Q3 0.527420870605628 0.461044313653526
1983 Q4 0.526054719390646 0.463700745196071
1984 Q1 0.530065602982968 0.463960323987335
1984 Q2 0.538377259981729 0.466446411999598
1984 Q3 0.547275019893493 0.468993572871396
1984 Q4 0.559379889508409 0.476715363990945
1985 Q1 0.562135593669093 0.491378829398738
1985 Q2 0.569021024301687 0.498923254558269
1985 Q3 0.569976837187609 0.506893791860213
1985 Q4 0.578743383915822 0.524242736539776
1986 Q1 0.58480656377457 0.52882365911887
1986 Q2 0.596018559667704 0.536008527414891
1986 Q3 0.604431004049987 0.545649871985162
1986 Q4 0.615051827894333 0.556569257263409
1987 Q1 0.619983753183927 0.556232576814489
1987 Q2 0.619848069976863 0.563200975414884
1987 Q3 0.623209483770784 0.568026770094717
1987 Q4 0.622286688043157 0.562598317809486
1988 Q1 0.628112821216343 0.570328570426139
1988 Q2 0.628943421587056 0.571559619239635
1988 Q3 0.630314215757259 0.574837374250757
1988 Q4 0.632365090974013 0.574229249363229
1989 Q1 0.63164910048586 0.574368115562831
1989 Q2 0.633022257785931 0.577325142277107
1989 Q3 0.630811721461223 0.581552894327229
1989 Q4 0.635627693794427 0.588795972743076
1990 Q1 0.631161368508289 0.592199057980306
1990 Q2 0.627652252640424 0.593929927845977
1990 Q3 0.626294654999172 0.597142100002727
1990 Q4 0.630060653820911 0.606920241083159
1991 Q1 0.623077562915294 0.613097575581035
1991 Q2 0.613748114450758 0.613071748637394
1991 Q3 0.600932461931212 0.610223403814766
1991 Q4 0.590048590957995 0.615081075386222
1992 Q1 0.581198132608907 0.61368574635453
1992 Q2 0.570500727657619 0.609228772557425
1992 Q3 0.562440370959826 0.608319078201473
1992 Q4 0.552092465531464 0.606793075622796
1993 Q1 0.550641143664 0.608673446112087
1993 Q2 0.549250771669419 0.610519201302876
1993 Q3 0.548645340417995 0.614362219195368
1993 Q4 0.543809449397739 0.613551432916371
1994 Q1 0.54460181582798 0.614923973235341
1994 Q2 0.54117349813321 0.614589265442158
1994 Q3 0.541963081812695 0.617311922194221
1994 Q4 0.540133794965399 0.62066777299549
1995 Q1 0.544588488955955 0.624936638302517
1995 Q2 0.550085562624547 0.630950124370185
1995 Q3 0.548933929878793 0.634754478158301
1995 Q4 0.550547784225224 0.636883400196537
1996 Q1 0.549648800757657 0.644646454684699
1996 Q2 0.547689982621339 0.642724864431509
1996 Q3 0.548783064384422 0.643609323256194
1996 Q4 0.545104942982075 0.643272918825474
1997 Q1 0.547341245095009 0.645835921725816
1997 Q2 0.547980971554176 0.643676563375818
1997 Q3 0.552983363506331 0.644278083483871
1997 Q4 0.557215699413649 0.645821590395609
1998 Q1 0.567106450361361 0.650823325603847
1998 Q2 0.578833804790997 0.657114246531573
1998 Q3 0.583404605827567 0.656126889123096
1998 Q4 0.586929554805896 0.658105758871512
1999 Q1 0.596922101702969 0.664925993037164
1999 Q2 0.601210869800267 0.67188420158699
1999 Q3 0.612360795182967 0.674971966503094
1999 Q4 0.611553398734911 0.675536649929915
2000 Q1 0.621797010431427 0.687329430917003
2000 Q2 0.62326419925603 0.683782831693294
2000 Q3 0.628748038047463 0.695041899407501
2000 Q4 0.632102895586553 0.698351837684021
2001 Q1 0.634153152876952 0.706819362438135
2001 Q2 0.638404755165582 0.714891593546561
2001 Q3 0.645302235700631 0.737971998543124
2001 Q4 0.646901518836186 0.742591716215006
2002 Q1 0.644356656002226 0.751952427319516
2002 Q2 0.640818152259572 0.758740514316471
2002 Q3 0.637858201536047 0.770087144620741
2002 Q4 0.637275025758417 0.785959829978629
2003 Q1 0.63249260859616 0.798367640108683
2003 Q2 0.626154823674422 0.820354721382905
2003 Q3 0.61696353548286 0.823379747445008
2003 Q4 0.606867056838999 0.831005058173325
2004 Q1 0.610717521535509 0.841391000438044
2004 Q2 0.606300764933667 0.852502907045142
2004 Q3 0.606797132326727 0.860024540631128
2004 Q4 0.605115391179555 0.873271263666447
2005 Q1 0.604650040736927 0.875983039778384
2005 Q2 0.608978525776744 0.890544714646896
2005 Q3 0.608554961780135 0.899598117334399
2005 Q4 0.614461546821108 0.90929289284373
2006 Q1 0.617448430638363 0.919917700799167
2006 Q2 0.625739234099087 0.9348449520643
2006 Q3 0.63091242887263 0.948349582572349
2006 Q4 0.641578368552861 0.955930100373516
2007 Q1 0.651071414175826 0.957900837604975
2007 Q2 0.663710010816492 0.967222794593171
2007 Q3 0.678325366378202 0.97140691742589
2007 Q4 0.68922038907356 0.975232513524581
2008 Q1 0.703363633235776 0.986483494619876
2008 Q2 0.709655871593274 0.971399196041949
2008 Q3 0.717303491328511 0.977058190285133
2008 Q4 0.733513925869621 0.973343616136901
2009 Q1 0.736552208347906 0.980609180258391
2009 Q2 0.732874768204903 0.982491699600785
2009 Q3 0.720188247090675 0.975068797710439
2009 Q4 0.696009240987526 0.959421955044376
2010 Q1 0.688976228361181 0.948464676786947
2010 Q2 0.67450325907016 0.9310024910894
2010 Q3 0.669812480248957 0.915209715218433
2010 Q4 0.657500118717361 0.905659052491102
2011 Q1 0.655369683790007 0.904745247417767
2011 Q2 0.651529050071236 0.889602755192259
2011 Q3 0.652332508567883 0.878698830836339
2011 Q4 0.650363738977509 0.866961969521155
2012 Q1 0.646167199292244 0.855227364491639
2012 Q2 0.647475956569732 0.844719885630584
2012 Q3 0.653548690710645 0.838129628653749
2012 Q4 0.66074981428573 0.832315452267687
2013 Q1 0.656733367209793 0.823225560089121
2013 Q2 0.662122951688941 0.82001156797569
2013 Q3 0.665363831545116 0.811681911514991
2013 Q4 0.663246622884783 0.811249665414005
2014 Q1 0.673356147160677 0.813337228898663
2014 Q2 0.670604545012304 0.803010278534772
2014 Q3 0.670382732520978 0.787347307228837
2014 Q4 0.679620546992193 0.785194319687843
2015 Q1 0.686074773274354 0.781178319712342
2015 Q2 0.692858140454829 0.778739648824728
2015 Q3 0.697899705904203 0.774681869627726
2015 Q4 0.706178333619444 0.7740644691745
2016 Q1 0.717367027717206 0.774025082677053
2016 Q2 0.717673966748832 0.772492631886848
2016 Q3 0.72154273298991 0.773078037666083
2016 Q4 0.716959858954333 0.769748547042892
2017 Q1 0.723909993809338 0.769094986190343
2017 Q2 0.730533482700878 0.769919002330337
2017 Q3 0.73089275190912 0.764700057704018
2017 Q4 0.731987082019126 0.761283604971161
2018 Q1 0.73082579105262 0.757442812343994
2018 Q2 0.741593742356266 0.7512293115694
2018 Q3 0.742959948621563 0.749501070174626
2018 Q4 0.746736448815758 0.749423815024437
2019 Q1 0.752617381027108 0.746175109461557
2019 Q2 0.751178660772846 0.74435584470579
2019 Q3 0.752984313137396 0.741058671300673
2019 Q4 0.7512067795998 0.741471875839033
2020 Q1 0.793235844389125 0.754263481454573
2020 Q2 0.904089535065689 0.826451918091662
2020 Q3 0.831612586359566 0.770486060854131
2020 Q4 0.820348223099636 0.769928374058603
2021 Q1 0.807716776800059 0.761677075000504
2021 Q2 0.786857375475627 0.751019506542606
2021 Q3 0.780113645531587 0.746721544668842
2021 Q4 0.766907355711116 0.736768690746578
2022 Q1 0.773343079843237 0.736570672840624
2022 Q2 0.771924610420051 0.734992797189026
2022 Q3 0.765726643518581 0.732612199662563
2022 Q4 0.76045635028123 0.72520314490876

Note: The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of ­Economic Research: January 1980–July 1980, July 1981–November 1982, July 1990–March 1991, March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020. GDP is gross domestic product.

Source: Federal Reserve Board staff calculations based on Bureau of Economic Analysis, national income and product accounts, and Federal Reserve Board, Statistical Release Z.1, "Financial Accounts of the United States."

Return to text
Figure 2.3. Business debt adjusted for inflation declined modestly

Percent change, annual rate

Date Growth of aggregate debt
1997 Q1 5.12038933577183
1997 Q2 5.86143532177104
1997 Q3 9.67272796199864
1997 Q4 6.59045321018987
1998 Q1 10.593816515722
1998 Q2 11.8010608949829
1998 Q3 8.54373028511568
1998 Q4 8.77303055674798
1999 Q1 10.8464936196988
1999 Q2 6.38999044136861
1999 Q3 10.5067673173416
1999 Q4 6.39574880324422
2000 Q1 8.79282988052437
2000 Q2 9.39363727956922
2000 Q3 4.36295138615766
2000 Q4 4.73133567075473
2001 Q1 1.09176945504366
2001 Q2 6.08618656367008
2001 Q3 3.25043913414549
2001 Q4 1.42307720338091
2002 Q1 1.79519912675627
2002 Q2 -0.562074679095929
2002 Q3 -0.446606399486595
2002 Q4 1.02744072344902
2003 Q1 -0.189135274447642
2003 Q2 -0.612657893730794
2003 Q3 1.14108290294563
2003 Q4 -2.13486412249888
2004 Q1 4.16640742992103
2004 Q2 1.12308984228426
2004 Q3 5.25863954535314
2004 Q4 3.91651052053629
2005 Q1 4.50723112837932
2005 Q2 5.78414091256752
2005 Q3 4.96680013875017
2005 Q4 6.78838052023556
2006 Q1 7.82315432882989
2006 Q2 6.78031480090297
2006 Q3 4.5759587420939
2006 Q4 10.0084065035386
2007 Q1 7.96941994871476
2007 Q2 11.4622841686198
2007 Q3 11.4623334139891
2007 Q4 7.89341130684191
2008 Q1 5.895609785906
2008 Q2 6.32861875092098
2008 Q3 3.43161971694814
2008 Q4 1.4548223689521
2009 Q1 -3.47798678580569
2009 Q2 -4.82560575151149
2009 Q3 -6.37195128207625
2009 Q4 -6.78108116331702
2010 Q1 -3.98650647444661
2010 Q2 -3.66979518500532
2010 Q3 0.975959086992428
2010 Q4 -0.495923708675948
2011 Q1 -1.8831615901365
2011 Q2 0.730347385402831
2011 Q3 1.05770609600228
2011 Q4 2.39308797090242
2012 Q1 0.867904273539234
2012 Q2 2.67545695567354
2012 Q3 5.46964421032155
2012 Q4 6.15366767964868
2013 Q1 1.06652800310132
2013 Q2 3.82152093898209
2013 Q3 5.53956652957207
2013 Q4 2.44639253278246
2014 Q1 5.0154708583885
2014 Q2 3.81210236059864
2014 Q3 4.9392755752251
2014 Q4 6.69735077820865
2015 Q1 6.63329031943635
2015 Q2 6.80406778280959
2015 Q3 4.22934992215447
2015 Q4 5.20035416620353
2016 Q1 6.74749969031633
2016 Q2 2.06041012236201
2016 Q3 3.84894360546304
2016 Q4 0.224010939207659
2017 Q1 3.91026671874343
2017 Q2 5.43986962833109
2017 Q3 4.28558915807065
2017 Q4 3.41774865275103
2018 Q1 1.99102433258238
2018 Q2 1.14923501130404
2018 Q3 3.58797385676382
2018 Q4 2.76052940696937
2019 Q1 5.38979043620204
2019 Q2 2.09080319444849
2019 Q3 4.25713786257231
2019 Q4 1.08033042338602
2020 Q1 17.2506738772057
2020 Q2 16.6225315011176
2020 Q3 -2.85865996688488
2020 Q4 -0.62014421973028
2021 Q1 1.71090717385816
2021 Q2 -3.44299483356274
2021 Q3 0.451493362475884
2021 Q4 2.17383829963542
2022 Q1 2.47086414763353
2022 Q2 2.58434251797209
2022 Q3 -0.322791719540647
2022 Q4 -0.693508286268124

Note: Nominal debt growth is seasonally adjusted and is translated into real terms after subtracting the growth rate of the price deflator for the core personal consumption expenditures price index.

Source: Federal Reserve Board, Statistical Release Z.1, "Financial Accounts of the United States."

Return to text
Figure 2.4. Net issuance of risky debt remained subdued

Billions of dollars

Date Institutional leveraged loans High-yield and unrated bonds
2004 Q2 15.5699920654297 -12.7997829915
2004 Q3 6.33000183105469 -4.7444686799
2004 Q4 20.8800048828125 -14.7427887499027
2005 Q1 10.5 2.97369487239999
2005 Q2 16.8999938964844 -6.39830646900001
2005 Q3 7.27999877929688 -12.991040792
2005 Q4 20.6100006103516 2.72848883801281
2006 Q1 27.1599884033203 -13.66462260049
2006 Q2 40.1400146484375 12.5665759
2006 Q3 17.8599853515625 -5.58880446140401
2006 Q4 66.3000183105469 30.5087983381185
2007 Q1 40.6799926757813 0.19438353519999
2007 Q2 54.3099975585938 23.3461726256
2007 Q3 25.7200012207031 -7.04300563787999
2007 Q4 36.0599975585938 -10.4225790406
2008 Q1 2.21002197265625 -20.137899142
2008 Q2 26.219970703125 3.03224333508
2008 Q3 6.60003662109375 -0.411358803119998
2008 Q4 4.79998779296875 -23.875024039
2009 Q1 -11.8200073242188 -26.2652457618
2009 Q2 -15.530029296875 1.71022144920001
2009 Q3 -13.2599487304688 -9.7909206677
2009 Q4 -24.9800415039063 -9.411476421
2010 Q1 -17.8499755859375 3.24044121840999
2010 Q2 -9.71002197265625 13.21006038522
2010 Q3 11.760009765625 14.20725090757
2010 Q4 -15.3399963378906 25.00720073417
2011 Q1 -4.489990234375 0.297346576070007
2011 Q2 25.4899597167969 16.39558409807
2011 Q3 -5.50994873046875 -7.89381352476999
2011 Q4 3.90997314453125 3.67994934657
2012 Q1 -6.47000122070313 23.11510888568
2012 Q2 18.4499816894531 -13.41272508643
2012 Q3 -4.3800048828125 38.551299447
2012 Q4 25.9600219726563 21.514433235054
2013 Q1 11.2999877929688 23.0538808032
2013 Q2 31.3099975585938 18.30314829777
2013 Q3 45.1600341796875 25.86382232293
2013 Q4 43.5399780273438 22.54471547174
2014 Q1 29.4400024414063 16.1404124995
2014 Q2 45.6199951171875 14.93672500528
2014 Q3 48.4199829101563 32.9089474055
2014 Q4 26.1800537109375 3.99893349067398
2015 Q1 6.4599609375 32.918568314
2015 Q2 -3.1099853515625 4.34897208902001
2015 Q3 8.58001708984375 -0.700200462000011
2015 Q4 28.7999877929688 -13.40292742203
2016 Q1 9.0899658203125 -0.651168015490006
2016 Q2 4.99005126953125 2.35545931970999
2016 Q3 -12.8800048828125 -2.9850241269
2016 Q4 7.19000244140625 -44.16601216503
2017 Q1 -4.239990234375 9.0480177782
2017 Q2 49.0099487304688 -10.65872364711
2017 Q3 13.030029296875 -2.19109402510999
2017 Q4 16.8099975585938 -4.03140545473999
2018 Q1 24.22998046875 16.382013855113
2018 Q2 62.2099609375 -8.83634011242
2018 Q3 46.6800537109375 11.03669855589
2018 Q4 48.550048828125 -20.50815190214
2019 Q1 45.5299072265625 13.27506095774
2019 Q2 9.2000732421875 20.450765386757
2019 Q3 -11.330078125 11.01588355029
2019 Q4 13.090087890625 9.09712617657
2020 Q1 3.0899658203125 5.51345437497001
2020 Q2 -11.4200439453125 93.01195992529
2020 Q3 14.320068359375 8.61172011498
2020 Q4 -6.1700439453125 -9.01062896420002
2021 Q1 13.6500244140625 20.95298496717
2021 Q2 51.3399658203125 31.00608038325
2021 Q3 41.239990234375 16.02658434896
2021 Q4 41.81005859375 2.43832248472999
2022 Q1 49.2999267578125 -12.30289930992
2022 Q2 24.010009765625 -13.08262721956
2022 Q3 16.0400390625 -17.72667599021
2022 Q4 -17.260009765625 -14.53629588531
2023 Q1 -12.3499755859375 1.22678656938

Note: The data begin in 2004:Q2. Institutional leveraged loans generally exclude loan commitments held by banks. The key identifies bars in order from top to bottom (except for some bars with at least one negative value).

Source: Mergent, Inc., Fixed Income Securities Database; PitchBook Data, Leveraged Commentary & Data.

Return to text
Figure 2.5. Gross leverage of large businesses remained at high levels

Percent

Date 75th percentile All firms
2000 Q1 48.2251895902531 30.3564263387194
2000 Q2 47.8512910274851 29.6127038982134
2000 Q3 47.4916752996759 29.0151193989695
2000 Q4 47.0075509955252 29.1854282718471
2001 Q1 47.4697237151702 29.1890457623465
2001 Q2 47.4566357928043 29.3782265432472
2001 Q3 47.3327987583499 29.3662672043191
2001 Q4 47.1406803493913 29.9959167947027
2002 Q1 46.1168958488835 30.6158529597414
2002 Q2 44.4515954205301 29.671264575695
2002 Q3 44.0261077013163 29.4539919918574
2002 Q4 44.4031862654759 29.1860248966341
2003 Q1 42.8304982552851 28.9749836693453
2003 Q2 42.1814051044141 28.152684775778
2003 Q3 41.778402174698 27.7946636811908
2003 Q4 41.5829370986416 26.7335922058127
2004 Q1 39.4611769102911 26.3290576013691
2004 Q2 38.9295298728731 25.7183198116062
2004 Q3 38.6766403958058 25.4028274806063
2004 Q4 39.1666128317714 25.1533765370735
2005 Q1 37.7650381027056 24.9445243813487
2005 Q2 37.7659268377245 24.8186568908236
2005 Q3 37.485804088461 24.1398219060337
2005 Q4 38.3413203621397 24.1878463111021
2006 Q1 37.4089969135364 24.4665752875081
2006 Q2 37.7494310791866 24.3600772951014
2006 Q3 37.6753766883697 24.3794268642396
2006 Q4 38.5743531903771 24.7106039004861
2007 Q1 37.9644105711357 24.941203552258
2007 Q2 38.6513307464355 25.17934772838
2007 Q3 38.6792663578789 25.5782448686594
2007 Q4 38.9039179431054 25.8475197915081
2008 Q1 39.0754725683587 26.0721264694841
2008 Q2 38.9784176638834 26.1885397887753
2008 Q3 39.9924244055765 27.184339528262
2008 Q4 42.5941832069795 28.7702113769637
2009 Q1 41.5360940103296 28.7047387357173
2009 Q2 39.94144824529 27.9502038392091
2009 Q3 38.4629290894534 26.9735206023068
2009 Q4 38.7391984971353 26.7619804299678
2010 Q1 37.0714720373243 26.3441969214289
2010 Q2 36.692747160812 26.2195384009806
2010 Q3 36.2554627747218 26.2180666860652
2010 Q4 36.9372224474664 26.0097636569656
2011 Q1 36.0956578872633 25.7763362576759
2011 Q2 35.5998671606649 25.8398667542872
2011 Q3 36.3531138742403 26.1597690935254
2011 Q4 37.7767271733315 26.0864765474753
2012 Q1 36.9710924028517 26.024947442579
2012 Q2 37.2162434595519 26.5851867704262
2012 Q3 37.4879443178704 26.7030294388121
2012 Q4 38.8133589928573 27.084238988216
2013 Q1 38.0408713088227 26.9273994646632
2013 Q2 38.2434598229825 27.356714315619
2013 Q3 38.4820149247 27.6647818739868
2013 Q4 40.0775800374798 27.9222751037153
2014 Q1 39.1560584153986 28.5199456782381
2014 Q2 40.273653484526 28.4538340637666
2014 Q3 40.7598591989738 28.6148675873182
2014 Q4 42.1141552771589 29.19060577679
2015 Q1 42.2718921901098 30.0443493384378
2015 Q2 42.0235303321021 30.5698998362671
2015 Q3 42.5081424214184 31.1052696327401
2015 Q4 43.8176459026352 32.0408002745137
2016 Q1 43.7882069203809 32.6499915552233
2016 Q2 43.6719156562022 32.8902296591536
2016 Q3 42.9748567244078 32.9726012630924
2016 Q4 43.1012564175281 32.8283755612812
2017 Q1 42.6918920081189 33.0975696675671
2017 Q2 42.1884724879684 33.4699788446587
2017 Q3 42.0668661193383 33.2920573022925
2017 Q4 41.9132576363368 32.9340821079926
2018 Q1 41.9422735243289 33.243226079261
2018 Q2 42.1341972983285 33.0382627823095
2018 Q3 41.6257300338471 32.7637839834233
2018 Q4 42.449633846869 33.1517193315699
2019 Q1 46.2116384575259 35.2347683969733
2019 Q2 46.5303827461265 35.4071328003183
2019 Q3 47.3806807503245 35.4843966561016
2019 Q4 47.7943491167483 35.4540727010148
2020 Q1 49.8129046040097 37.45797574929
2020 Q2 49.1265716027244 37.6617528881046
2020 Q3 47.2191091999962 36.7908869390546
2020 Q4 46.5948889988229 36.0911728863788
2021 Q1 45.9044944165017 35.6766459224398
2021 Q2 45.0007042831152 35.1389477032426
2021 Q3 44.2678081606735 34.6051195319259
2021 Q4 44.2250706934466 34.2387434797027
2022 Q1 44.6821988089836 34.0875070639694
2022 Q2 45.4013792521962 34.0224109745344
2022 Q3 45.3211584875551 34.0889861200106
2022 Q4 45.0461297599628 34.2219484522666

Note: Gross leverage is an asset-weighted average of the ratio of firms’ book value of total debt to book value of total assets. The 75th percentile is calculated from a sample of the 2,500 largest firms by assets. The dashed sections of the lines in the first quarter of 2019 reflect the structural break in the series due to the 2019 compliance deadline for Financial Accounting Standards Board rule Accounting Standards Update 2016-02. The accounting standard requires operating leases, previously considered off-balance-sheet activities, to be included in measures of debt and assets.

Source: Federal Reserve Board staff calculations based on S&P Global, Compustat.

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Figure 2.6. Firms’ ability to service their debt, as measured by the interest coverage ratio, was strong

Ratio

Date Median for all firms Median for all non-investment grade firms
2000 Q1 2.3557806401249 1.57600269632626
2000 Q2 2.32085280909984 1.52744165519226
2000 Q3 2.26196374645699 1.5004974383275
2000 Q4 2.19687226297558 1.43664109939278
2001 Q1 2.11642647550422 1.3701598242578
2001 Q2 2.06653288310713 1.34285569311955
2001 Q3 1.8723616976772 1.2440076445969
2001 Q4 1.77066664149324 1.27506642700844
2002 Q1 1.77484383959937 1.2650228050171
2002 Q2 1.73843793801776 1.28814936404174
2002 Q3 1.84138106302643 1.40232645405919
2002 Q4 1.99972497249725 1.525
2003 Q1 2.10139815914948 1.59479793637145
2003 Q2 2.11516853932584 1.4987922705314
2003 Q3 2.17306528304208 1.66437785780168
2003 Q4 2.29206214975224 1.66164461061642
2004 Q1 2.53714859437751 1.90206746463547
2004 Q2 2.86283185840708 2.05551678057929
2004 Q3 3.01918549565318 2.21974150802538
2004 Q4 2.9704641350211 2.34324155193993
2005 Q1 3.01254322885217 2.27659574468085
2005 Q2 2.99807699043397 2.22767855814609
2005 Q3 3.05223115062404 2.21643530783088
2005 Q4 3.02824618357833 2.26844262295082
2006 Q1 3.06276341924232 2.31574410780031
2006 Q2 3.0093085106383 2.27002349423323
2006 Q3 2.96626260982753 2.29058272632674
2006 Q4 2.91834625982243 2.25369345459157
2007 Q1 2.91703763658438 2.22903120936281
2007 Q2 2.83819946245 2.20811865434157
2007 Q3 2.7005929690809 2.10210622710623
2007 Q4 2.73118991788882 2.09460916442049
2008 Q1 2.7917676644387 2.15308849941534
2008 Q2 3.00130157826285 2.23492963484342
2008 Q3 2.98320158102767 2.25360019098553
2008 Q4 2.6275855913194 1.93285714285714
2009 Q1 2.69871697875033 1.95767250257467
2009 Q2 2.46823535486936 1.74089635854342
2009 Q3 2.33079656892273 1.58210513047982
2009 Q4 2.28171091445428 1.66691679331307
2010 Q1 2.61834084547999 1.93372194695424
2010 Q2 2.76101905777486 2.10056933395726
2010 Q3 2.93493563958166 2.19005339052107
2010 Q4 3.03974502024961 2.27389103250575
2011 Q1 3.18913905228684 2.47058177366506
2011 Q2 3.36715629957875 2.5625
2011 Q3 3.51857235951677 2.60909090909091
2011 Q4 3.45894189308626 2.58290035378932
2012 Q1 3.39713735448039 2.51354228341928
2012 Q2 3.42982777948553 2.58557535666683
2012 Q3 3.28607621440536 2.39596273291925
2012 Q4 3.09750480384113 2.37003458126598
2013 Q1 3.18815440749948 2.32926213267324
2013 Q2 3.25551441469983 2.28028985208579
2013 Q3 3.25858369098712 2.23148148148148
2013 Q4 3.16103401655293 2.19336393340594
2014 Q1 3.20796971670466 2.19931103521376
2014 Q2 3.41071498819827 2.38644560110961
2014 Q3 3.46315319981584 2.41502853519341
2014 Q4 3.36680923511336 2.31093268735508
2015 Q1 3.34991749174918 2.1910145556173
2015 Q2 3.29791666666667 2.19087560957469
2015 Q3 3.30996441281139 2.20499549954996
2015 Q4 3.11316776007498 2.11684399119375
2016 Q1 2.92951453786931 2.0395097946437
2016 Q2 2.91228070175439 1.97348814645998
2016 Q3 2.94243159640275 2.08947841726619
2016 Q4 2.98452157598499 2.01812977099237
2017 Q1 3.03983516483516 2.12024411714854
2017 Q2 3.10772710647433 2.21434371770264
2017 Q3 3.0630282984197 2.28199541872663
2017 Q4 3.08142857142857 2.28858639196676
2018 Q1 3.05212446302897 2.23808514246947
2018 Q2 3.08270828036274 2.3272477386151
2018 Q3 3.16658640340316 2.35878243512974
2018 Q4 3.06228765571914 2.31553747474559
2019 Q1 2.95527474609403 2.2106938255888
2019 Q2 2.88526822956733 2.02997129372841
2019 Q3 2.79381443298969 2.06544209772687
2019 Q4 2.6446956632816 2.01476377952756
2020 Q1 2.48539193848422 1.78647959183673
2020 Q2 2.12700770077008 1.32899453356035
2020 Q3 2.16405765568345 1.22568401343403
2020 Q4 2.0480443999019 1.22172401807438
2021 Q1 2.47412669588651 1.49718251913326
2021 Q2 3.01237560516407 1.88378046283023
2021 Q3 3.26578114152273 2.22167100804886
2021 Q4 3.19966450880583 2.16260350117277
2022 Q1 3.47237832679461 2.20713595820929
2022 Q2 3.45155692756069 2.0419754601227
2022 Q3 3.11526232114467 1.83873373101952
2022 Q4 3.0265444015444 1.87966417910448

Note: The interest coverage ratio is earnings before interest and taxes divided by interest payments. Firms with leverage less than 5 percent and interest payments less than $500,000 are excluded.

Source: Federal Reserve Board staff calculations based on S&P Global, Compustat.

Return to text
Figure 2.7. Default rates on leveraged loans inched up from historically low levels

Percent

Date Default Rate of Leveraged Loans
Dec 1998 1.51000004261732
Jan 1999 1.40000004321337
Feb 1999 0.620000017806888
Mar 1999 0.960000045597553
Apr 1999 0.910000037401915
May 1999 1.08000002801418
Jun 1999 1.51000004261732
Jul 1999 1.47000001743436
Aug 1999 2.5900000706315
Sep 1999 2.84000001847743
Oct 1999 2.80000008642674
Nov 1999 4.23000007867813
Dec 1999 4.17000018060207
Jan 2000 5.31999990344048
Feb 2000 5.64000010490418
Mar 2000 5.79000003635883
Apr 2000 7.38999992609024
May 2000 7.12999999523163
Jun 2000 7.50000029802322
Jul 2000 7.38999992609024
Aug 2000 6.6600002348423
Sep 2000 6.59999996423721
Oct 2000 6.74000009894371
Nov 2000 5.799999833107
Dec 2000 6.5700002014637
Jan 2001 5.8899998664856
Feb 2001 5.64999990165234
Mar 2001 5.48000000417233
Apr 2001 4.7800000756979
May 2001 6.41999989748001
Jun 2001 6.27999976277351
Jul 2001 6.81999996304512
Aug 2001 6.8000003695488
Sep 2001 6.49999976158142
Oct 2001 6.71999976038933
Nov 2001 6.49999976158142
Dec 2001 6.3000001013279
Jan 2002 7.24999979138374
Feb 2002 7.24999979138374
Mar 2002 6.84999972581863
Apr 2002 6.94999992847443
May 2002 5.68999983370304
Jun 2002 7.41000026464462
Jul 2002 6.8400003015995
Aug 2002 6.78000003099442
Sep 2002 6.40999972820281
Oct 2002 6.58999979496002
Nov 2002 6.53000026941299
Dec 2002 6.01000003516674
Jan 2003 5.13000003993511
Feb 2003 5.00999987125397
Mar 2003 5.46999983489513
Apr 2003 5.26000000536442
May 2003 5.35000003874302
Jun 2003 2.62000001966953
Jul 2003 2.63999998569489
Aug 2003 2.66999993473291
Sep 2003 2.91000008583069
Oct 2003 2.30000000447035
Nov 2003 2.280000038445
Dec 2003 2.25000008940697
Jan 2004 1.88999995589256
Feb 2004 1.6100000590086
Mar 2004 1.10999997705221
Apr 2004 0.939999986439943
May 2004 0.680000009015203
Jun 2004 0.939999986439943
Jul 2004 0.910000037401915
Aug 2004 0.879999995231628
Sep 2004 1.00999996066093
Oct 2004 1.02000003680587
Nov 2004 1.02000003680587
Dec 2004 1.00999996066093
Jan 2005 1.03000001981854
Feb 2005 1.37000000104308
Mar 2005 1.26000000163913
Apr 2005 1.48000000044703
May 2005 1.53999999165535
Jun 2005 1.29000004380941
Jul 2005 1.46000003442168
Aug 2005 1.4299999922514
Sep 2005 1.6499999910593
Oct 2005 2.55999993532896
Nov 2005 2.29000002145767
Dec 2005 3.02000008523464
Jan 2006 2.96000000089407
Feb 2006 2.88999993354082
Mar 2006 2.78999991714954
Apr 2006 2.47000008821487
May 2006 2.30000000447035
Jun 2006 2.280000038445
Jul 2006 2.08000000566244
Aug 2006 2.08000000566244
Sep 2006 1.5599999576807
Oct 2006 0.989999994635581
Nov 2006 1.07000004500151
Dec 2006 0.480000022798777
Jan 2007 0.44999998062849
Feb 2007 0.240000011399388
Mar 2007 0.230000005103648
Apr 2007 0.219999998807907
May 2007 0.15999999595806
Jun 2007 0.150000001303852
Jul 2007 0.209999992512167
Aug 2007 0.209999992512167
Sep 2007 0.419999985024333
Oct 2007 0.329999998211861
Nov 2007 0.249999994412065
Dec 2007 0.240000011399388
Jan 2008 0.719999987632036
Feb 2008 0.939999986439943
Mar 2008 1.07000004500151
Apr 2008 1.30000002682209
May 2008 1.73000004142523
Jun 2008 1.7000000923872
Jul 2008 1.89999993890524
Aug 2008 2.03000009059906
Sep 2008 1.90999992191792
Oct 2008 1.97000000625849
Nov 2008 1.94000005722046
Dec 2008 3.75000014901161
Jan 2009 4.94999997317790
Feb 2009 5.24999983608723
Mar 2009 8.02000015974045
Apr 2009 8.03000032901763
May 2009 8.65999981760979
Jun 2009 9.1499999165535
Jul 2009 9.57000032067299
Aug 2009 9.67999994754791
Sep 2009 9.74999964237213
Oct 2009 10.7142902910709
Nov 2009 10.8148016035557
Dec 2009 9.61000025272369
Jan 2010 8.82000029087067
Feb 2010 8.59000012278557
Mar 2010 5.82000017166138
Apr 2010 5.64999990165234
May 2010 4.6399999409914
Jun 2010 4.01999987661839
Jul 2010 3.46999987959862
Aug 2010 3.57000008225440
Sep 2010 3.55000011622906
Oct 2010 2.280000038445
Nov 2010 2.25000008940697
Dec 2010 1.86999998986721
Jan 2011 1.46000003442168
Feb 2011 1.2699999846518
Mar 2011 1.10999997705221
Apr 2011 0.94999996945262
May 2011 0.910000037401915
Jun 2011 0.910000037401915
Jul 2011 0.769999995827675
Aug 2011 0.329999998211861
Sep 2011 0.31999999191612
Oct 2011 0.31999999191612
Nov 2011 0.170000002253801
Dec 2011 0.170000002253801
Jan 2012 0.209999992512167
Feb 2012 0.209999992512167
Mar 2012 0.209999992512167
Apr 2012 0.559999980032444
May 2012 1.0499999858439
Jun 2012 1.04000000283122
Jul 2012 1.04000000283122
Aug 2012 1.07000004500151
Sep 2012 0.999999977648258
Oct 2012 1.05999996885657
Nov 2012 1.27999996766448
Dec 2012 1.2699999846518
Jan 2013 1.42000000923871
Feb 2013 1.40000004321337
Mar 2013 2.20999997109175
Apr 2013 1.90999992191792
May 2013 1.40000004321337
Jun 2013 1.37000000104308
Jul 2013 2.01999992132187
Aug 2013 2.16000005602837
Sep 2013 2.4100000038743
Oct 2013 2.30999998748302
Nov 2013 2.08000000566244
Dec 2013 2.10999995470046
Jan 2014 1.87999997287989
Feb 2014 1.86000000685453
Mar 2014 1.20999999344349
Apr 2014 4.6399999409914
May 2014 4.6000000089407
Jun 2014 4.41000014543533
Jul 2014 3.88999991118908
Aug 2014 3.61000001430511
Sep 2014 3.33999991416931
Oct 2014 3.28000001609325
Nov 2014 3.33000011742115
Dec 2014 3.24000008404255
Jan 2015 3.99000011384487
Feb 2015 3.92000004649162
Mar 2015 3.79000008106232
Apr 2015 1.26000000163913
May 2015 1.26000000163913
Jun 2015 1.24000003561378
Jul 2015 1.09999999403954
Aug 2015 1.30000002682209
Sep 2015 1.2699999846518
Oct 2015 1.2699999846518
Nov 2015 1.42000000923871
Dec 2015 1.49999996647239
Jan 2016 1.29000004380941
Feb 2016 1.41000002622604
Mar 2016 1.75000000745058
Apr 2016 1.68999992311001
May 2016 1.96000002324581
Jun 2016 1.97000000625849
Jul 2016 2.17000003904104
Aug 2016 1.97999998927116
Sep 2016 1.95000004023314
Oct 2016 1.95000004023314
Nov 2016 1.65999997407198
Dec 2016 1.57999992370605
Jan 2017 1.5599999576807
Feb 2017 1.41000002622604
Mar 2017 1.48999998345971
Apr 2017 1.4299999922514
May 2017 1.42000000923871
Jun 2017 1.53999999165535
Jul 2017 1.36000001803041
Aug 2017 1.36000001803041
Sep 2017 1.53000000864267
Oct 2017 1.51000004261732
Nov 2017 1.95000004023314
Dec 2017 2.05000005662441
Jan 2018 1.95000004023314
Feb 2018 1.99999995529652
Mar 2018 2.41999998688698
Apr 2018 2.3700000718236
May 2018 2.11999993771315
Jun 2018 1.97999998927116
Jul 2018 1.98999997228384
Aug 2018 1.98999997228384
Sep 2018 1.81000009179115
Oct 2018 1.92000009119511
Nov 2018 1.6100000590086
Dec 2018 1.63000002503395
Jan 2019 1.42000000923871
Feb 2019 1.62000004202127
Mar 2019 0.930000003427267
Apr 2019 1.00999996066093
May 2019 0.999999977648258
Jun 2019 1.3399999588728
Jul 2019 1.31999999284744
Aug 2019 1.29000004380941
Sep 2019 1.29000004380941
Oct 2019 1.4299999922514
Nov 2019 1.48000000044703
Dec 2019 1.38999996706843
Jan 2020 1.83000005781651
Feb 2020 1.83000005781651
Mar 2020 1.84000004082918
Apr 2020 2.3199999704957
May 2020 3.13999988138676
Jun 2020 3.22999991476536
Jul 2020 3.90000008046627
Aug 2020 4.08000014722347
Sep 2020 4.17000018060207
Oct 2020 4.10999990999699
Nov 2020 3.88999991118908
Dec 2020 3.83000001311302
Jan 2021 3.37999984622002
Feb 2021 3.24999988079071
Mar 2021 3.15000005066395
Apr 2021 2.61000003665686
May 2021 1.73000004142523
Jun 2021 1.25000001862645
Jul 2021 0.579999992623925
Aug 2021 0.469999993219972
Sep 2021 0.350000010803342
Oct 2021 0.20000000949949
Nov 2021 0.289999996311963
Dec 2021 0.289999996311963
Jan 2022 0.289999996311963
Feb 2022 0.19000000320375
Mar 2022 0.19000000320375
Apr 2022 0.179999996908009
May 2022 0.209999992512167
Jun 2022 0.279999990016222
Jul 2022 0.279999990016222
Aug 2022 0.600000005215406
Sep 2022 0.899999961256981
Oct 2022 0.82999998703599
Nov 2022 0.730000017210841
Dec 2022 0.719999987632036
Jan 2023 0.82999998703599
Feb 2023 1.02000003680587
Mar 2023 1.31999999284744

Note: The data begin in December 1998. The default rate is calculated as the amount in default over the past 12 months divided by the total outstanding volume at the beginning of the 12-month period. The shaded bars indicate periods of business recession as defined by the National Bureau of Economic Research: March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020.

Source: PitchBook Data, Leveraged Commentary & Data.

Return to text
Figure 2.8. The majority of new leveraged loans last year have debt multiples greater than 5

Percent

Date Debt multiples<4x Debt multiples 4x-4.99x Debt multiples 5x-5.99x Debt multiples >= 6x
2001-12-31 61.1000001430512 26.1999994516373 10.1000003516674 2.70000007003546
2002-12-31 54.6000003814697 27.3000001907349 12.2000001370907 5.90000003576279
2003-12-31 52.6000022888184 29.3000012636185 11.5000002086163 6.69999998062849
2004-12-31 44.9999988079071 28.600001335144 17.5999999046326 8.79999976605176
2005-12-31 41.8000012636185 25.0999987125397 25.0999987125397 8.00000037997961
2006-12-31 36.3999992609024 26.3000011444092 21.0999995470046 16.2999995052814
2007-12-31 31.2000006437302 23.7000003457069 17.4999997019768 27.6999995112419
2008-12-31 63.0999982357025 14.2000004649162 12.0999999344349 10.700000077486
2009-12-31 53.1000018119812 17.7000001072884 11.5000002086163 17.7000001072884
2010-12-31 53.7000000476837 22.5999996066093 17.9000005125999 5.8000001590699
2011-12-31 43.7999993562698 22.5999996066093 19.200000166893 14.4000001251698
2012-12-31 35.8999997377396 26.6000002622604 21.7999994754791 15.8000003546476
2013-12-31 31.4999997615814 28.999999165535 23.1000006198883 16.4000004529953
2014-12-31 28.7000000476837 22.5999996066093 21.5000003576279 27.1999999880791
2015-12-31 30.3000003099442 24.8999997973442 26.1999994516373 18.7000006437302
2016-12-31 21.8999996781349 32.600000500679 24.4000002741814 21.000000089407
2017-12-31 22.6999998092651 27.5999993085861 27.5999993085861 22.0000006258488
2018-12-31 19.3000003695488 24.1999998688698 26.8999993801117 29.6000003814697
2019-12-31 20.2999994158745 23.4999999403954 23.2999995350838 32.8999996185303
2020-12-31 22.5999996066093 25.4999995231628 23.7000003457069 28.1999997794628
2021-12-31 20.8000004291534 23.199999332428 20.8000004291534 35.1999998092651
2022-12-31 23.3999997377396 19.3000003695488 20.8000004291534 36.5000009536743

Note: Volumes are for large corporations with earnings before interest, taxes, depreciation, and amortization (EBITDA) greater than $50 million and exclude existing tranches of add-ons and amendments as well as restatements with no new money. The key identifies bars in order from top to bottom.

Source: Mergent, Inc., Fixed Income Securities Database; PitchBook Data, Leveraged Commentary & Data.

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Figure 2.9. Real household debt edged up

This is a line chart titled “Real household debt edged up”. The x-axis measures time and ranges from the years 1999 to 2022. The y-axis measures trillions of dollars (real) and ranges from 0 to 14. The data is quarterly. There are 3 variables charted on the plot. The first line is labeled 'Prime,' is designated by a black line, and ranges from about 4 to 12 trillion dollars. This variable rises from around 4 to about 10 trillion dollars from 1999 to 2008 and then declines to 8.6 trillion dollars in 2013. After 2013, this variable rises slowly until it reaches around 121.5 trillion dollars to end in 2022:Q4. The second variable is labeled 'Near prime' and is designated by a blue line. It ranges from around 2.6 to around 4.5 trillion dollars. The variable has a slight increase from 3 to around 4 trillion dollars from 2002 to 2008 but is otherwise stable around 3 trillion dollars through 2022:Q4. The third variable is labeled 'Subprime,' is designated by the red line, and ranges from 1.4 to around 3.5 trillion dollars. There is a slight increase from 1.4 trillion dollars in 1999 to around 2.9 trillion dollars in 2007, and there is a steeper increase to around 3.5 trillions of dollars between 2007 and 2010. Then, the variable decreases to around 2 trillion dollars from 2014 to 2020:Q2. It shows a slight drop to around 1.4 trillion dollars throughout 2021 and 2022 before a slight increase to around 1.6 trillion dollars in 2022:Q4.

Note: Subprime are those with an Equifax Risk Score below 620; near prime are from 620 to 719; prime are greater than 719. Scores are measured contemporaneously. Student loan balances before 2004 are estimated using average growth from 2004 to 2007, by risk score. The data are converted to constant 2022 dollars using the consumer price index.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 2.10. A model-based estimate of housing leverage was flat

This is a line chart titled "A model-based estimate of housing leverage was flat.” The x-axis ranges from the years 1999 to 2022. The y-axis ranges from 60 to 180 and measures indexed ratios of outstanding mortgage debt to home values (with 100 being the ratio in 1999:Q1). The data is quarterly, ending in the fourth quarter of 2022. There are two variables charted on the plot. The first line is labeled 'Relative to model-implied values' and is designated by the black line. It ranges from 100 to 135. The variable starts at 100 in 1999 and increases to around 135 in 2008 before decreasing to about 106 in 2022:Q4. The second line is labeled 'Relative to market value' and is designated by the blue line. The variable also starts at 100 in 1999 and hovers between 93 and 100 until 2006. It then rises to around 136 in the years 2009-2012 before decreasing to around 78 in 2022:Q3 and finally rising again to about 80 at the end of the sample in 2022:Q4.

Note: Housing leverage is estimated as the ratio of the average outstanding mortgage loan balance for owner-occupied homes with a mortgage to (1) current home values using the Zillow national house price index and (2) model-implied house prices estimated by a staff model based on rents, interest rates, and a time trend. Horizontal dashed line marked at 100.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; Zillow, Inc., Real Estate Data; Bureau of Labor Statistics via Haver Analytics.

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Figure 2.11. Mortgage delinquency rates remained at historically low levels

This is a line chart titled “Mortgage delinquency rates remained at historically low levels.” The x-axis ranges from 2001 to 2022. The data is quarterly. The y-axis ranges from 0 to 10 percent of mortgages. There are two variables plotted. The first variable is “Delinquent”, which is shown as a solid black line. It begins around 3.3 percent in 2001 and stays between 2.9 and 3.5 percent until 2007. It then begins to rise to around 7.4 percent by 2010. It then steadily decreases to around 1.1 percent in 2021 before beginning to rise again to 1.7 percent in 2022:Q4. The second variable is “Delinquent/loss mitigation”, which is shown as a solid blue line. It begins around 5.1 percent in 2001 and stays between 5 and 6 percent until rising in 2008 to about 9 percent. It then gradually fluctuates while decreasing until 2018. In 2019, it spikes to 8 percent then drops to below 4.5 percent in 2021. The variable ends in 2022:Q4 by increasing slightly to about 4 percent.

Note: Loss mitigation includes tradelines that have a narrative code of forbearance, natural disaster, payment deferral (including partial), loan modification (including federal government plans), or loans with no scheduled payment and a nonzero balance. Delinquent includes loans reported to the credit bureau at least 30 days past due.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax.

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Figure 2.12. Very few homeowners had negative equity in their homes

Percent of mortgages

Date Negative equity
Jan 2011 25.2801477
Feb 2011 25.14403759
Mar 2011 24.99349439
Apr 2011 24.93152259
May 2011 24.86778766
Jun 2011 24.80639321
Jul 2011 24.65477237
Aug 2011 24.50348051
Sep 2011 24.35737809
Oct 2011 24.65101748
Nov 2011 24.93398222
Dec 2011 25.22515278
Jan 2012 24.69410388
Feb 2012 24.19767741
Mar 2012 23.66744432
Apr 2012 23.20889984
May 2012 22.73714373
Jun 2012 22.28260234
Jul 2012 22.1736435
Aug 2012 22.06436208
Sep 2012 21.95828597
Oct 2012 21.83856143
Nov 2012 21.72327356
Dec 2012 21.60469997
Jan 2013 21.11141237
Feb 2013 20.66698986
Mar 2013 20.17616238
Apr 2013 18.42961703
May 2013 16.62284533
Jun 2013 14.87236255
Jul 2013 14.35028271
Aug 2013 13.83093694
Sep 2013 13.33092231
Oct 2013 13.37002764
Nov 2013 13.40778486
Dec 2013 13.44668947
Jan 2014 13.24991987
Feb 2014 13.07252344
Mar 2014 12.87645744
Apr 2014 12.22984772
May 2014 11.56325433
Jun 2014 10.91967054
Jul 2014 10.73988151
Aug 2014 10.56068372
Sep 2014 10.3878061
Oct 2014 10.48872349
Nov 2014 10.58615501
Dec 2014 10.68659407
Jan 2015 10.5436008
Feb 2015 10.41465931
Mar 2015 10.27218916
Apr 2015 9.81089448
May 2015 9.33545318
Jun 2015 8.87653133
Jul 2015 8.70285064
Aug 2015 8.52963032
Sep 2015 8.36244321
Oct 2015 8.36120879
Nov 2015 8.36002953
Dec 2015 8.35879671
Jan 2016 8.27798383
Feb 2016 8.20246359
Mar 2016 8.12183901
Apr 2016 7.77224037
May 2016 7.41173511
Jun 2016 7.06350915
Jul 2016 6.82049908
Aug 2016 6.57826395
Sep 2016 6.34457424
Oct 2016 6.31636698
Nov 2016 6.2891235
Dec 2016 6.26101007
Jan 2017 6.18906946
Feb 2017 6.12413954
Mar 2017 6.05234088
Apr 2017 5.85246608
May 2017 5.64655486
Jun 2017 5.44790211
Jul 2017 5.28244106
Aug 2017 5.11751836
Sep 2017 4.9584182
Oct 2017 4.94112558
Nov 2017 4.92446662
Dec 2017 4.907297
Jan 2018 4.83929693
Feb 2018 4.77808298
Mar 2018 4.71050232
Apr 2018 4.57110609
May 2018 4.42716126
Jun 2018 4.28796195
Jul 2018 4.23688035
Aug 2018 4.18590957
Sep 2018 4.13664704
Oct 2018 4.14557884
Nov 2018 4.15418155
Dec 2018 4.16299557
Jan 2019 4.14798702
Feb 2019 4.13446997
Mar 2019 4.11951412
Apr 2019 4.02813579
May 2019 3.93386692
Jun 2019 3.84281944
Jul 2019 3.80144488
Aug 2019 3.76017961
Sep 2019 3.72032491
Oct 2019 3.66656557
Nov 2019 3.61460181
Dec 2019 3.56094814
Jan 2020 3.51876695
Feb 2020 3.47933706
Mar 2020 3.43725928
Apr 2020 3.3802395
May 2020 3.32143928
Jun 2020 3.26465063
Jul 2020 3.18478851
Aug 2020 3.10515953
Sep 2020 3.02830438
Oct 2020 2.95595441
Nov 2020 2.88609009
Dec 2020 2.81408016
Jan 2021 2.74729514
Feb 2021 2.68697497
Mar 2021 2.62021964
Apr 2021 2.5176659
May 2021 2.4120494
Jun 2021 2.3102107
Jul 2021 2.27230463
Aug 2021 2.23455257
Sep 2021 2.19814935
Oct 2021 2.18375723
Nov 2021 2.16986283
Dec 2021 2.15556587
Jan 2022 2.1152545
Feb 2022 2.07897825
Mar 2022 2.03896184
Apr 2022 1.99090096
May 2022 1.94135925
Jun 2022 1.89351401
Jul 2022 1.92150641
Aug 2022 1.94942699
Sep 2022 1.97637276
Oct 2022 2.01374092
Nov 2022 2.04982009
Dec 2022 2.08701654

Source: CoreLogic, Inc., Real Estate Data.

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Figure 2.13. New mortgage extensions to nonprime borrowers have been subdued

This is a bar graph titled ". New mortgage extensions to nonprime borrowers have been subdued.” The x-axis ranges from the years 2000 to 2022. The y-axis ranges from 0 to 1600, in billions of real dollars. There are three variables plotted. The first variable is labeled 'Subprime' and is designated by the orange bar. It ranges from around 90 to around 440 billion dollars. It starts at 278 billion dollars in 2000 and increases to around 462 billion dollars between 2001 and 2006. Then it decreases to around 132 billion dollars in 2009 and remains stable between about 100 billion dollars to 150 billion dollars through 2022. The variable ends at 97 billion dollars in 2022. The second variable is labeled 'Near prime' and is designated by the blue bars. It ranges from 278 to 1064 billions of dollars. The variable starts at around 600 billion dollars in 2000 and increases quickly, peaking at just over 1000 billion dollars in 2006 before falling from 2008 through 2012 to around 278 billion dollars. Since then, it has increased and stabilized around 490 billion dollars from 2016 to 2022, where the final observation is 468 billion dollars. The third variable is labeled 'Prime' and is designated by the black bars. It ranges from around 700 to 1570 billions of dollars. The variable starts at around 700 billion dollars in 2000 and steeply increases to a peak of around 1570 billions of dollars in 2003. The variable remains between 1200 and 1400 billion dollars from 2004 to 2007 before falling sharply from 2008 to 2012 to about 763 billion. The variable then builds back up to 900 billion dollars in 2013. It then climbs to around 1050 billion dollars in 2019, jumping to 1530 billion dollars in 2021, and ending around 1400 billion dollars in 2022.

Note: Year-over-year change in balances for the second quarter of each year among those households whose balance increased over this window. Subprime are those with an Equifax Risk Score below 620; near prime are from 620 to 719; prime are greater than 719. Scores were measured 1 year ago. The data are converted to constant 2022 dollars using the consumer price index. The key identifies bars in order from left to right.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 2.14. Real consumer credit edged up in the second half of 2022

This is a line chart titled "Real consumer credit edged up in the second half of 2022”. The x-axis ranges from the years 1999 to 2022. The y-axis ranges from 200 to 2000 and the units are in billions of real dollars. The data is quarterly. There are 3 variables plotted on the chart. The first variable is labeled 'Student loans' and is represented by a black line. The variable starts at around 542 billion dollars in 2005. There are two small, brief dips in 2008 and 2012 but otherwise balances steadily increase to about 1725 1780 billion dollars by 2020:Q2. The variable falls slightly and ends at 1610 in 2022:Q4. The second line is labeled 'Auto loans'; is designated by a blue line; and ranges from around 600 to around 1550 billion dollars. It starts around at around 600 in 1999 and increases to around 1230 billion dollars in 2005-2006. Auto loan balances fall slightly to around 950 in 2012 but began increasing again afterwards; the line ends at 1520 billion dollars in 2022:Q4. The last variable is labeled 'Credit cards' and is represented by a red line. It ranges from around 800 to 1200 billion dollars. Starting at around 850 billion dollars in 1999, credit cards balances increase to a little under 1000 billion dollars and remain steady for several years with a peak at around 1200 billion in 2009. Balances began to decrease after 2009 to around 840 billion dollars in 2013 and steadily increased to around just 1050 billion dollars by the end of 2019. The line varies slightly around 800 to 1000 billion dollars and ends at 970 billion dollars in 2022:Q4.

Note: The data are converted to constant 2022 dollars using the consumer price index. Student loan data begin in 2005.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 2.15. Real auto loans outstanding ticked up

This is a line chart labeled "Real auto loans outstanding ticked up". The x-axis ranges from the years 1999 to 2022, and the y-axis ranges from 100 to 800, and the units are in billions of real dollars. The data is quarterly, ending in 2022:Q4. There are 3 variables plotted on the chart. The first variable is labeled 'Prime' and is designated by a black line. It ranges from around 200 to 800 billion dollars. Auto loans to borrowers with prime credit scores started at around 200 billion dollars in 1999 and continued to increase to 512 billion dollars in the end of 2005. The series declines in 2006 until balances reached about 410 billion dollars in 2010. From 2011 onwards, the series increased, reaching around 760 billion dollars by 2022:Q4. The second variable labeled 'Near prime' is represented by a blue line and ranges from about 225 to 450 billion dollars. Starting around 225 billion dollars in 1999, the series increased to around 400 billion dollars in 2005 to 2006. The series decreased to around 270 billion dollars in 2010 before increasing again in 2011. The level was stable around 400 billion dollars since 2016, with a slight increase in 2021 to around 450 billion dollars, followed by a decline until 2022 to around 430 billion dollars where the series ends in 2022:Q4. The third variable is labeled 'Subprime,' is designated by a red line, and ranges from just under 200 to 360 billion dollars. It starts at just under 200 billion dollars in 1999 and increases to around 330 billion dollars in 2007. It decreases to around 230 billion of dollars in 2012 before beginning to increase to around 360 billion dollars in 2019. It decreases to around 300 billion dollars when the series ends in 2022:Q4.

Note: Subprime are those with an Equifax Risk Score below 620; near prime are from 620 to 719; prime are greater than 719. Scores are measured contemporaneously. The data are converted to constant 2022 dollars using the consumer price index.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 2.16. Auto loan delinquencies moved up in 2022 but still remained at modest levels

This chart is titled “Auto loan delinquencies moved up in 2022 but still remained at modest levels.” The x-axis ranges from 2000 to 2022. The data are measured quarterly. The y-axis ranges from 0 to 10 percent. There are two variables plotted. The first series is labeled “Delinquent” and represented by a solid black line. It begins around 3 percent and fluctuates within 1-2 percent for the next few years. It increases to around 5 percent in 2008:Q4, but then slowly decreases and hovers around 3 percent through 2019:Q1. The data decreases to around 2 percent in 2021:Q2 before returning to around 3 percent for year of 2022. The second variable is “Delinquent/loss mitigation” shown by a solid blue line. For the entirety of the plotted quarterly data, it ranges between 3 and 7.75 percent, with steady fluctuations in-between. It spikes to nearly 8 percent in early 2020, then decreases sharply to around 3.2 percent in early 2021, and increases to around 4.3 percent in 2022:Q4 where the data ends.

Note: Loss mitigation includes tradelines that have a narrative code of forbearance, natural disaster, payment deferral (including partial), loan modification (including federal government plans), or loans with no scheduled payment and a nonzero balance. Delinquent includes loans reported to the credit bureau as at least 30 days past due. The data for auto loans are reported semiannually by Risk Assessment, Data Analysis and Research until 2017, after which they are reported quarterly. The data for delinquent/loss mitigation begin in the first quarter of 2001.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax.

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Figure 2.17. Real credit card balances have increased in 2022, partially reversing earlier declines

This is a line chart labeled "Real credit card balances have increased in 2022, partially reversing earlier declines." The x-axis ranges from the years 1999 to 2022, and the y-axis ranges from 50 to 550 billions of real dollars. The data is quarterly, ending in 2022:Q4. There are three variables plotted on the chart. The first variable is labeled 'Prime' and is designated by a black line. It ranges from around 250 to 550 billion dollars. The series started at around 230 billion dollars in 1999 and increased to nearly 550 billion dollars in 2009. There is a slight decline from 2009 until balances were close just under 450 billion in 2012. From 2012 onwards, the series increased with fluctuations, reaching nearly 550 billion dollars at the end of 2019. It dropped to below 450 before returning to just under 550 in 2022:Q4. The second variable is labeled 'Near prime,' is represented by a blue line, and ranges from around 250 to 450 billion dollars. Starting around 400 billion dollars in 1999, the series increased to around 470 billion dollars in 2002 to 2003. Near prime balances decrease to around 410 billion dollars in 2005 and remains mostly flat until 2008 before decreasing to around 290 billion dollars in 2011. The level has risen slowly since then, nearing 340 billion dollars in 2019. It then decreases to around 290 billion dollars in 2022:Q4. The third variable is labeled 'Subprime', is designated by a red line, and ranges from around 125 to 310 billion dollars. It starts at around 230 billion dollars in 1999 and increases until reaching a peak at around 310 billion dollars in 2002. It decreases to around 220 billion dollars in 2005 before beginning to increase with fluctuations to around 280 billion dollars in 2008. It decreases to around 130 billion dollars in 2013 before slowly climbing again, reaching around 175 billion dollars in 2019:Q4. It then ends at around 150 billion dollars after a decrease into 2022:Q4.

Note: Subprime are those with an Equifax Risk Score below 620; near prime are from 620 to 719; prime are greater than 719. Scores are measured contemporaneously. The data are converted to constant 2022 dollars using the consumer price index.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 2.18. Credit card delinquencies increased but remained at low levels

This is a line chart titled "Credit card delinquencies increased but remained at low levels". The x-axis ranges from the years 2000 to 2022. The y-axis ranges from 0 to 8 percent, measuring delinquency rates on credit cards. The data are quarterly, ending in 2022:Q4. There is one variable plotted, denoted by a black line. It ranges from just under 2 to about 7.5 percent. It has been slowly increasing since 2016:Q4 to around 3 percent in 2020. Then, the series decreases to just under 2 percent before it increases to about 3 percent when the series ends in 2022:Q4.

Note: Delinquency measures the fraction of balances that are at least 30 days past due, excluding severe derogatory loans. The data are seasonally adjusted.

Source: Federal Reserve Bank of New York Consumer Credit Panel/Equifax.

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Figure 3.1. Banks’ average interest rate on interest-earning assets and average expense rate on liabilities increased

This is a line chart titled “Banks’ average interest rate on interest-earning assets and average expense rate on liabilities increased”. The x-axis measures time and ranges from years 2014 to 2022. The y-axis ranges from 0 to 6 percent. The data are quarterly ending in 2022:Q4. There are two variables plotted on the chart. The first series is labeled ‘Average interest rate on interest-earning assets’. This series is designated by a solid black line and ranges from about 3 to 5 percent. The variable begins around 3.5 percent and has a gradual increase to about 4.5 percent in the middle of 2019. There is a decline in 2020 and the series falls below 3 percent in 2021 and early 2022 before a sharp increase back to nearly 5 percent in 2022:Q4. The second series, labeled ‘Average interest expense rate on liabilities,' is designated by a solid blue line and ranges from just above 0 to 2 percent. This variable begins at about 0.5 and increases slowly to 1.3 percent, where it stays through 2019. Starting in 2020, it decreases to below 0.5 percent through 2021:Q4 before rising to its highest value just under 2 percent.

Note: Average interest rate on interest-earning assets is total interest income divided by total interest-earning assets. Average interest expense rate on liabilities is total interest expense divided by total liabilities. The data for average interest expense rate begin in 2014:Q2. The shaded bar with a top cap indicates a period of business recession as defined by the National Bureau of Economic Research: February 2020–April 2020.

Source: Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies.

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Figure 3.2. The fair values of banks’ securities portfolios declined in 2022 as interest rates rose

Billions of dollars

Date Available-for-sale securities Held-to-maturity securities
2017 Q1 -8.111687 -4.757101
2017 Q2 3.276907 -0.197852
2017 Q3 5.96604 1.161399
2017 Q4 -5.073407 -3.89542
2018 Q1 -34.108959 -20.489418
2018 Q2 -40.477314 -25.780933
2018 Q3 -52.284694 -32.27547
2018 Q4 -29.390411 -17.393425
2019 Q1 -2.531019 -2.091482
2019 Q2 22.8859 13.514615
2019 Q3 33.211495 21.081869
2019 Q4 28.134693 16.540752
2020 Q1 69.986467 36.415014
2020 Q2 91.677161 40.825215
2020 Q3 88.526919 38.224622
2020 Q4 85.19464 37.329579
2021 Q1 30.931676 1.789038
2021 Q2 41.78459 12.171575
2021 Q3 28.36388 3.048497
2021 Q4 3.009541 -9.412761
2022 Q1 -148.112222 -141.441858
2022 Q2 -224.450242 -241.189052
2022 Q3 -318.536495 -367.181289
2022 Q4 -277.069951 -341.325573

Note: The figure plots the difference between the fair and amortized cost values of the securities. Sample consists of all bank holding companies and commercial banks. The key identifies bars in order from top to bottom (except for some bars with at least one negative value).

Source: Federal Financial Institutions Examination Council, Call Report Form FFIEC 031, Consolidated Reports of Condition and Income (Call Report); Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies.

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Figure A. Bank stock prices and stock indexes

This figure’s title is "Stock prices of selected banks and indexes." The x-axis ranges from Feb 1, 2023 to April 21, 2023. The units of the x-axis represent business days with x-tick marks representing every 5 business days beginning February 1, 2023. There is an additional x-axis event line denoting March 8, 2023 and this line runs vertical. The y-axis ranges from 0 to 120 where the y-label notes that “Feb 1, 2023 = 100.” The y-units represent stock or index price normalized compared to their price on Feb 1. The figure shows a time series of categories normalized by their price on February 1, 2023 such that Feb 1 = 100 for all series. The first category is labeled "S&P500 index" and is denoted by a solid black line. The series hovers around 100 until March 8, drops to around 95 by March 13, then recovers back to around the 100 level by the end of series on April 21. The second series is labeled "KBW Nasdaq Regional Banking Index" and is denoted by a dashed blue line. It begins on Feb 1 at 100 but drops slightly to around 95 by March 8, where it decreases to about 80 by March 13. The line then hovers slightly below 80 until the end of the series of April 21. The third series is labeled "KBW Nasdaq Bank Index" and is denoted by a dotted red line. It begins on Feb 1 at 100 but drops slightly to around 90 by March 8 where it sharply decreases to around 70 by March 13. The line then slightly increases then hovers around 75 until the end of the series on April 21. The fourth series is labeled "Silicon Valley Bank" and is denoted by a dotted green line. The series begins around the 100 level until February 15, where it dops slightly to around 85 by March 8. The series then decreases sharply to around 35 on March 9 and does not continue past this date. The fifth series is labeled "Signature Bank" and is denoted by a solid blue line. The series begins at 100 but then steadily declines to around 85 by March 8. It then falls sharply to around 50 by March 10 and does not continue after this date. The sixth series is labeled "Credit Suisse" and is denoted by a dotted black line. The series beings at 100 on February 1 then sharply falls to around 85 by February 8. The series then hovers around 80 until March 8, then drops steadily to around 50 by March 17. The series does not continue past this date. The final series is labeled "First Republic" and is denoted by a dark red dashed line. The series begins at 100 and then steadily drops to around 80 by March 8. The series then drastically falls to around 20 by March 13, rebounds slightly to around 25 on March 14, then falls to less than 10 on March 17. The line then hovers around slightly less than 10 until the end of series on April 21.

Note: Stock prices are not reported on or after the day of bank failure.

Source: Center for Research in Security Prices, CRSP/Compustat Merged Database, Wharton Research Data Services; Federal Reserve of St Louis, Federal Reserve Economic Data.

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Figure B. Peak 1-day withdrawal rates for runs on the largest banks, by inflation-adjusted total assets

Percent of pre-run deposits

Bank Date Effective outflow Scheduled or expected outflow
Washington Mutual Sept. 18, 2008 2.22 0
Silicon Valley Bank Mar. 9, 2023 26.01 0
Silicon Valley Bank Mar. 10, 2023 0 61.92
Signature Bank Mar. 10, 2023 20.09 0
Continental Illinois May 17, 1984 7.8 0

Note: Banks are sorted by inflation-adjusted total assets from left to right.

Sources: For Washington Mutual, Jonathan D Rose (2015), "Old-Fashioned Deposit Runs,"" Finance and Economics Discussion Series 2015-111 (Washington: Board of Governors of the Federal Reserve System, December) . For Silicon Valley Bank, Financial Institutions Examination Council, Consolidated Reports of Condition and Income; California Department of Financial Protection and Innovation (2023), “Order Taking Possession of Property and Business” (San Francisco: DFPI, March 10); and Board of Governors of the Federal Reserve System (2023), Review of the Federal Reserve’s Supervision and Regulation of Silicon Valley Bank (Washington: Board of Governors, April). For Signature Bank, Federal Deposit Insurance Corporation (2023), FDIC’s Supervision of Signature Bank, (Washington: FDIC, April) . For Continental Illinois, Mark Carlson and Jonathan Rose (2019), “The Incentives of Large Sophisticated Creditors to Run on a Too Big to Fail Financial Institution,” Journal of Financial Stability, vol . 41 (April), pp . 91–104.

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Figure 3.3. Banks’ risk-based capital ratio remained near the median level since the 2007–09 financial crisis

Percent of risk-weighted assets

Date G-SIBs Large non-G-SIBs Other BHCs
2001 Q1 7.28798089707008 7.55709420646915 9.30569103760348
2001 Q2 7.2181116542044 7.54263687124086 9.42981755258611
2001 Q3 6.95305890025241 7.40808081006184 9.58280779297182
2001 Q4 7.10992833201515 7.38773758389363 8.92439317931481
2002 Q1 7.41840241704874 7.5346904051663 8.92742264882756
2002 Q2 7.22557252044691 7.62711847163921 8.97168359468582
2002 Q3 7.43627071759417 7.73162695677415 8.98310143097659
2002 Q4 7.12963836432242 7.56770459556846 8.91785466449603
2003 Q1 7.20583029284849 7.71999699765903 9.11084457869308
2003 Q2 7.11211814627463 7.6042379720915 9.05447110691179
2003 Q3 7.4780120766182 7.62229593312828 9.09265452865114
2003 Q4 7.29965440812706 7.68027619956347 9.02653332601679
2004 Q1 7.33621367855246 7.24057290009749 9.20576330294627
2004 Q2 6.90838128317484 7.21127973470472 8.94267700926759
2004 Q3 7.14473413299662 7.21709306004778 8.83291366533891
2004 Q4 7.3133719456141 7.40613314695581 8.6834724666289
2005 Q1 7.34975663905301 7.41457229861443 8.65098589670098
2005 Q2 7.09464731505156 7.48634645080255 8.55918095499621
2005 Q3 7.22262341957824 7.48700040171642 8.5845111034525
2005 Q4 7.25090429252952 7.44677644184731 8.34689935624101
2006 Q1 7.36499220106886 7.57749011685717 8.38231579233146
2006 Q2 7.15372541077383 7.58466332984724 8.38434341518486
2006 Q3 7.2672921484516 7.70825999388123 8.27933299233623
2006 Q4 7.32412332921488 7.44984540462722 8.40224273246245
2007 Q1 7.2528515864007 7.29429658824253 8.48831822142196
2007 Q2 6.84372376604504 7.08725255576021 8.32330347833325
2007 Q3 6.56298558526571 6.84066946026419 8.23129819912514
2007 Q4 5.77140237558933 6.57735522825521 7.96728443711993
2008 Q1 5.58678944592243 6.59871300849547 7.9297937937565
2008 Q2 5.47096459328894 6.41094965184797 8.00160470561265
2008 Q3 5.14399897928663 6.53834300007477 7.95434722487448
2008 Q4 4.62303785116968 6.39239131317386 7.91214343421969
2009 Q1 5.12022981175033 6.67401191092142 7.96671918476829
2009 Q2 6.34143063002069 7.31497529844833 8.04959080672336
2009 Q3 7.80602426222285 7.70383651469497 8.6649193719902
2009 Q4 8.26410853767652 7.89619839268403 8.97027856176826
2010 Q1 8.79770198478353 8.38646770745441 9.4945725799356
2010 Q2 9.11288042920514 8.65596746352526 10.0482124905369
2010 Q3 9.46966253390055 9.07631326883473 10.3668599013794
2010 Q4 9.79404556171431 9.58498751773462 10.6883514615717
2011 Q1 10.1186528843009 9.87245462702669 11.0058083615703
2011 Q2 10.151620812206 10.1832204223822 11.2115228063923
2011 Q3 10.1585326795932 10.1662080339399 11.2860067449836
2011 Q4 10.5427734569054 10.258726283159 11.4551755063184
2012 Q1 11.1645067764127 10.4623750135053 11.9081179472526
2012 Q2 11.1686897654526 10.3955868382306 12.2360496089384
2012 Q3 11.3826331669745 10.5603390219347 12.3100256617126
2012 Q4 11.60646423826 10.6116827872415 12.1153477225377
2013 Q1 11.0615502222788 10.8542125228907 12.2131695491579
2013 Q2 11.1465462181903 11.0580855126804 12.1166698409845
2013 Q3 11.3868883046359 11.2139977735784 12.3379772064474
2013 Q4 11.5306358135063 11.291819658786 12.3005175630989
2014 Q1 12.6165364458356 11.4609622097156 12.3415781027334
2014 Q2 11.5413280078463 11.4834544700167 12.1538802088662
2014 Q3 11.6481524906695 11.5272687739553 12.1795543865394
2014 Q4 11.6334890111107 11.5210040524689 12.1219317792526
2015 Q1 11.6281043458994 11.4491127667968 11.9787314657768
2015 Q2 11.7831826878222 11.3367924606176 11.9544146550031
2015 Q3 12.0542559071883 11.3823630793192 11.9024524654545
2015 Q4 11.9292919087806 11.2958147154032 11.7949743362373
2016 Q1 12.0610980264697 11.2854944850364 11.6816085387828
2016 Q2 12.0271096265491 11.3871942831657 11.6182228039176
2016 Q3 12.1659171622725 11.3628280854827 11.7669948769732
2016 Q4 12.3162656951633 11.3788443648971 11.9100717071417
2017 Q1 12.5717656394783 11.5680340903419 12.0211238762827
2017 Q2 12.5658836781172 11.4488494146493 12.0345902903888
2017 Q3 12.6483192687752 11.4674266140508 12.0436514272078
2017 Q4 12.2497881654989 11.3245398574351 11.9704233618632
2018 Q1 12.0560147188141 11.115888794279 12.0789566960184
2018 Q2 11.9717440809385 11.2605447688803 12.1011102915565
2018 Q3 12.0714500311489 11.2379591384889 12.1801868117256
2018 Q4 12.0627680437216 11.2838561759934 12.1022234685243
2019 Q1 12.4231072990768 11.4279041393925 12.2595895212543
2019 Q2 12.2491936519785 11.3673658216868 12.1589091022227
2019 Q3 12.1105245168183 11.311309555068 12.1684523261035
2019 Q4 11.9416454000659 11.1764755715085 12.2466360812155
2020 Q1 11.5930614955811 11.0338612962332 11.8345930745078
2020 Q2 11.8683370960779 11.4620448872289 12.0650070513067
2020 Q3 12.4640104291514 11.7782617187263 12.1902835410095
2020 Q4 12.454853641675 12.0609156329959 12.4740704247332
2021 Q1 12.7238935565162 12.3917539371597 12.7951738178762
2021 Q2 12.4505128644048 12.2126600299755 12.8636149595774
2021 Q3 12.3550499229511 12.0844989401813 12.81302444244
2021 Q4 12.2013356887482 11.69965178566 12.6099705998179
2022 Q1 11.7759456296397 11.4473646377679 12.4746072509825
2022 Q2 11.6533882901729 11.1792642454915 12.1408603607861
2022 Q3 11.9763345257488 11.0376237859757 12.062599715037
2022 Q4 12.1930410383037 10.854289371002 12.068022162199

Note: The data are seasonally adjusted by Federal Reserve Board staff. Sample consists of domestic bank holding companies (BHCs) and intermediate holding companies (IHCs) with a substantial U.S. commercial banking presence. G-SIBs are global systemically important banks. Large non–G-SIBs are BHCs and IHCs with greater than $100 billion in total assets that are not G-SIBs. Before 2014:Q1 (advanced-approaches BHCs) or before 2015:Q1 (non-advanced-approaches BHCs), the numerator of the common equity Tier 1 ratio is Tier 1 common capital. Afterward, the numerator is common equity Tier 1 capital. The denominator is risk-weighted assets. The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of Economic Research: March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020.

Source: Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies.

Return to text
Figure 3.4. The ratio of tangible common equity to tangible assets increased for global systemically important banks but decreased for other banks

Percent of tangible assets

Date GSIBs Large non-G-SIBs Other BHCs
1985 Q1 4.7237088709188 4.85356459815094 6.43165691425372
1985 Q2 4.59125345770151 4.63487729060401 6.28977138889605
1985 Q3 4.79523451561782 4.54620817720596 6.337779332488
1985 Q4 4.95967608741877 4.49022283599042 6.37388242229767
1986 Q1 4.93146188226754 4.52353680905428 6.48089582560272
1986 Q2 5.07004072298375 4.38760472393257 6.32070639711097
1986 Q3 5.27967283408765 4.56389327029598 6.36281200614292
1986 Q4 4.99029187639708 5.20979454423269 6.19829272678134
1987 Q1 5.05441602182307 6.09113626922849 6.33589781463836
1987 Q2 4.48201560368126 4.6476211196171 5.89302895620788
1987 Q3 4.30531450516138 4.84928262897134 5.99998296098831
1987 Q4 4.49699357783084 4.92219401832028 6.02162723827163
1988 Q1 4.54001116017465 5.13030960337157 5.99163982571866
1988 Q2 4.75340541154763 5.10607130712286 5.99285600340028
1988 Q3 4.4821089551021 5.10490783979604 6.11652592788053
1988 Q4 5.09656228088211 5.4233790440687 6.24481018671899
1989 Q1 5.08673220561322 5.32766057257529 6.31911777687453
1989 Q2 5.23945230260606 5.34174745841489 6.29073610102342
1989 Q3 4.95927441855786 5.17161980582769 6.20454543918887
1989 Q4 4.84010345687516 4.70075444207095 6.21562613177609
1990 Q1 4.93437274031224 4.65452408225931 6.28923772873769
1990 Q2 4.96534860846624 4.80802026994104 6.24133727583732
1990 Q3 4.82584433686173 4.87344967488032 6.2530386750788
1990 Q4 4.90428514134216 5.21465782769067 6.30896505467446
1991 Q1 5.06667765113433 5.27185599703929 6.42680312731554
1991 Q2 4.85324956274166 5.26829451399185 6.45471612614292
1991 Q3 4.81141178199701 4.81735287016918 6.51446297329968
1991 Q4 5.01136917248809 4.87615956328495 6.67984757707894
1992 Q1 5.47309079030955 4.77193195995496 6.79243428390552
1992 Q2 5.60634551117032 4.78766952621649 7.09774330430214
1992 Q3 5.68863165211333 5.03767882851918 7.23827094132403
1992 Q4 5.79370335704894 5.88616221274403 7.3964060663714
1993 Q1 6.00090930612608 6.13830378340153 7.5767082138859
1993 Q2 6.16893919764784 6.07781687933323 7.70653885862229
1993 Q3 6.3330020582721 6.21131442537914 7.74096069068731
1993 Q4 6.45876883455897 6.54754075981692 7.86003404887158
1994 Q1 5.95721574173736 5.74091577991539 7.79238348947851
1994 Q2 6.05870973027227 5.82678191073681 7.69301505778348
1994 Q3 5.85485701124102 6.10681640419658 7.73160587199826
1994 Q4 5.49608753971058 6.29087505686156 7.62321518005924
1995 Q1 5.30748211905843 5.87608238296238 7.74316251945215
1995 Q2 5.52538727362049 6.2276759968217 7.80609574134151
1995 Q3 5.57403951758764 6.25718493363703 7.87220166264624
1995 Q4 5.654076616403 6.31448352397093 7.94419295475057
1996 Q1 5.92437356439526 6.30998522197982 7.95063575902324
1996 Q2 5.7787559270633 6.26928685513284 7.8165707901499
1996 Q3 5.97686384003032 6.18268743530105 7.76277578639122
1996 Q4 5.77551540290233 6.12091214513455 7.77612322144828
1997 Q1 5.40807590724954 6.03904704100707 7.81855038320026
1997 Q2 5.32094108278849 5.89211085667613 7.72836478926663
1997 Q3 5.40306157004381 5.81657378668225 7.76497401145696
1997 Q4 5.32783199792995 5.80034422094241 7.82386167487895
1998 Q1 5.414585831434 5.62375485441717 7.83824174097702
1998 Q2 5.772072433707 5.629634790111 7.86762209558505
1998 Q3 5.93929326706571 5.5029053716923 7.82339446568351
1998 Q4 5.68564645120293 5.51154270673543 7.77577949992251
1999 Q1 5.77052812667777 5.67466924670892 7.72438824366544
1999 Q2 5.70790929095797 5.5847674783547 7.61768578940981
1999 Q3 5.77067681364251 5.54299963215503 7.51638675000577
1999 Q4 5.62390841378944 5.33253270666682 7.37341079411162
2000 Q1 5.67913101697044 5.23986163350551 7.32239209294374
2000 Q2 5.42713665351368 5.10771775738573 7.37709532807998
2000 Q3 5.52325537138311 5.4058902268505 7.4812010891243
2000 Q4 5.53887301599062 5.87843486575849 7.7184710990451
2001 Q1 4.88606502141708 5.70420503946666 7.57548628312507
2001 Q2 4.82321492352177 5.09857700157903 7.72071101292242
2001 Q3 4.46318349150256 5.02428879195926 7.89500287874762
2001 Q4 4.62513244786752 4.78132104503 7.76456099551383
2002 Q1 4.55824754501541 4.90613702593394 7.81837593514188
2002 Q2 4.67825847202571 5.08919875822492 7.94595295389432
2002 Q3 4.84366476483573 5.33635441580815 7.95095391038066
2002 Q4 4.79803714164231 5.41476639716279 7.97379598800855
2003 Q1 4.72398322621056 5.40882348480732 7.94186623484679
2003 Q2 4.77270374460117 5.32563068451466 7.76780105248557
2003 Q3 4.71501303165754 5.25642160494888 7.71423072060422
2003 Q4 4.53825717358464 5.27541673527332 7.75244758277061
2004 Q1 4.50529041304721 5.35914860500104 7.98018282801089
2004 Q2 4.03764036048786 4.75019587691012 7.5859483314235
2004 Q3 4.30482244014643 4.42903803329308 7.96682307137876
2004 Q4 4.41532320152134 4.23409230990107 8.15691409299721
2005 Q1 4.21817029153203 3.86778883199594 7.97949587525175
2005 Q2 4.33169902692178 4.35190685404607 8.138196628078
2005 Q3 4.29552238784801 3.99745610782647 8.05965161692807
2005 Q4 4.22919132410551 4.13105373303937 7.94956307831675
2006 Q1 4.03655438363319 3.74809905746012 7.85932035984816
2006 Q2 3.88060024868593 3.68248620240664 7.82137761837692
2006 Q3 4.06897402742052 3.89681098418779 8.03387314500217
2006 Q4 4.01169620829711 4.29165240079981 8.02473201434802
2007 Q1 3.80455376694069 4.20752197006904 7.98683416268728
2007 Q2 3.51144348458793 4.13516392672993 7.91135478032789
2007 Q3 3.38824027580952 4.22821486977363 7.90930103943964
2007 Q4 3.13549709320522 3.96069612506007 7.92737227397279
2008 Q1 2.91411268982261 3.6757284917324 7.93553864243601
2008 Q2 2.8592787678037 3.70473663561832 7.78662942060459
2008 Q3 2.24332602842351 3.49648874384641 7.59233610902086
2008 Q4 2.27310315928882 3.64065359524167 7.52143309505574
2009 Q1 2.67933520981887 4.01481192915341 7.53828541670217
2009 Q2 3.36188539437184 4.62884990355618 7.58942728210963
2009 Q3 4.30843170047897 4.80684165900717 7.8860499574582
2009 Q4 4.69336593690793 4.78017658119808 8.05690023375688
2010 Q1 4.7639103444209 4.79979428442565 8.31844363954323
2010 Q2 5.21045490067188 5.39744794575463 8.61869691853684
2010 Q3 5.46843083972949 5.63320853238453 8.79878576493679
2010 Q4 5.59684825937364 6.40684078977532 8.76721803477468
2011 Q1 5.69597338582748 6.65662051736126 8.93811340352063
2011 Q2 5.84811398071342 6.93273953195532 9.15426894885716
2011 Q3 6.05388503905373 7.23154201008738 9.27734559303667
2011 Q4 6.28922545175536 7.19133569790062 9.4370669153873
2012 Q1 6.35208307079801 7.29941392337569 9.48859885156612
2012 Q2 6.57100876096896 7.41626213083261 9.64147823972927
2012 Q3 6.71459239860791 7.57191211033028 9.6940963270237
2012 Q4 6.70852374349484 7.55931027232255 9.56658594499532
2013 Q1 6.78531698956402 7.82698460552213 9.71500072850035
2013 Q2 6.77324143681927 7.78545897164622 9.56720023126006
2013 Q3 6.80179682275397 7.91253678830174 9.5983966024266
2013 Q4 6.92711934007666 8.01943043040757 9.69182917957467
2014 Q1 6.98870974686852 8.15069939469183 9.73542581001662
2014 Q2 7.08530749919026 8.31072836796416 9.87481717080878
2014 Q3 7.18419700408077 8.33369389531421 9.69539122449216
2014 Q4 7.2120544016271 8.28820456866128 9.69343786605179
2015 Q1 7.29572249496211 8.42378973767747 9.73095895675589
2015 Q2 7.45608697217242 8.33178074867189 9.72519960911116
2015 Q3 7.63917574930302 8.55437915169276 9.74771159798438
2015 Q4 7.7727819949132 8.38162059958729 9.71866180946166
2016 Q1 7.74309580695799 8.48853677318935 9.79538515769193
2016 Q2 7.76489425051964 8.55478643339289 9.80361596343386
2016 Q3 7.77272553923029 8.34657077792927 9.78684230849598
2016 Q4 7.71780747261041 8.2230555351772 9.54423006773819
2017 Q1 7.64431962433969 8.2808009426581 9.71917370969968
2017 Q2 7.7169206519714 8.26112738467232 9.80428169390887
2017 Q3 7.68603656324499 8.39021184694146 9.79968539648024
2017 Q4 7.36272223162835 8.24158405568752 9.6301030403722
2018 Q1 7.17475347761294 8.19198399651527 9.62046755397736
2018 Q2 7.29377177392645 8.274877673441 9.65345473682343
2018 Q3 7.19967062894261 8.25712162813239 9.68829725803103
2018 Q4 7.22233261862194 8.2835994704377 9.68797654141241
2019 Q1 7.20822327126357 8.4378038716314 10.0271933235614
2019 Q2 7.21289142527361 8.6277090899251 10.1566234650881
2019 Q3 7.04144574252191 8.63417532030175 10.1190117437317
2019 Q4 7.00196194538865 8.45966605569489 9.9687373834289
2020 Q1 6.31113217781476 7.87080503343904 9.75179754308152
2020 Q2 6.24589317866425 7.90828274752286 9.20889454423436
2020 Q3 6.43160724786446 8.12256619044583 9.27948074587729
2020 Q4 6.37096620745956 8.18117854835424 9.16779445537611
2021 Q1 6.07564066257491 7.94843141198312 9.04560609019218
2021 Q2 6.15804651088797 7.9722611260037 9.22292181177787
2021 Q3 6.02088844643775 7.84187908703725 9.26649793130838
2021 Q4 6.04408015409337 7.52077938331987 8.87011683742838
2022 Q1 5.62199716508929 6.8621857386447 8.37876475315015
2022 Q2 5.76385837997458 6.49176821439841 8.04851838813456
2022 Q3 5.83075157091703 5.99489640452062 7.69924884837303
2022 Q4 6.05508355283436 5.9308402559084 7.64560195003322

Note: The data are seasonally adjusted by Federal Reserve Board staff. Sample consists of domestic bank holding companies (BHCs), intermediate holding companies (IHCs) with a substantial U.S. commercial banking presence, and commercial banks. G-SIBs are global systemically important banks. Large non–G-SIBs are BHCs and IHCs with greater than $100 billion in total assets that are not G-SIBs. Bank equity is total equity capital net of preferred equity and intangible assets. Bank assets are total assets net of intangible assets. The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of Economic Research: July 1990–March 1991, March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020.

Source: For data through 1996, Federal Financial Institutions Examination Council, Call Report Form FFIEC 031, Consolidated Reports of Condition and Income (Call Report). For data from 1997 onward, Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies; and Federal Financial Institutions Examination Council, Call Report Form FFIEC 031, Consolidated Reports of Condition and Income (Call Report).

Return to text
Figure 3.5. Borrower leverage for bank commercial and industrial loans continued to decrease

This is a line chart titled "Borrower leverage for bank commercial and industrial loans continued to decrease." The x-axis measures time and ranges from years 2013 to 2022. The y-axis ranges from 24 to 36 and shows debt percentage of assets. The data are quarterly and conclude in 2022:Q4. There are two variables plotted. The first line, labeled 'Non-publicly-traded firms,' is designated by a solid blue line, and ranges from about 30 to 34 percentage points. This variable begins near 32 percentage points, dips to about 30 percentage points towards the end of 2013, rises slowly to 34 percentage points through 2019 before decreasing back down to 33 percentage points where it hovered through 2020. It decreased throughout 2021, but started to level off in 2022 and ended just under 31 percentage points in 2022:Q4. The second line, labeled 'Publicly traded firms,' is designated by a solid black line and ranges from about 24 to 31 percentage points. This variable begins at about 25 percentage points and increases to 31 percentage points in 2020. Then, it decreases to below 30 percent through 2022:Q4.

Note: The figure shows the weighted median leverage of nonfinancial firms that borrow using commercial and industrial loans from the 24 banks that have filed in every quarter since 2013:Q1. Leverage is measured as the ratio of the book value of total debt to the book value of total assets of the borrower, as reported by the lender, and the median is weighted by committed amounts.

Source: Federal Reserve Board, Form FR Y-14Q (Schedule H.1), Capital Assessments and Stress Testing.

Return to text
Figure 3.6. Lending standards for bank commercial and industrial loans have tightened

Net percentage of banks reporting

date Net percentage
1997 Q1 -1.82
1997 Q2 0.58
1997 Q3 -9.55
1997 Q4 0.08
1998 Q1 0.37
1998 Q2 9.85
1998 Q3 57.93
1998 Q4 14.97
1999 Q1 7.33
1999 Q2 4.26
1999 Q3 9.6
1999 Q4 8.89
2000 Q1 15.76
2000 Q2 35.03
2000 Q3 67.99
2000 Q4 79.92
2001 Q1 49.17
2001 Q2 45.29
2001 Q3 65.54
2001 Q4 54.6
2002 Q1 21.48
2002 Q2 40.09
2002 Q3 33.34
2002 Q4 34.04
2003 Q1 14.76
2003 Q2 -4.62
2003 Q3 -8.93
2003 Q4 -34.86
2004 Q1 -34.36
2004 Q2 -34.51
2004 Q3 -34.45
2004 Q4 -56.35
2005 Q1 -32.87
2005 Q2 -24.89
2005 Q3 -14.66
2005 Q4 -5.69
2006 Q1 -34.83
2006 Q2 -13.18
2006 Q3 -12.98
2006 Q4 -9.47
2007 Q1 -20.52
2007 Q2 11.15
2007 Q3 33.07
2007 Q4 35.31
2008 Q1 58.04
2008 Q2 57.88
2008 Q3 87.52
2008 Q4 63.89
2009 Q1 13.52
2009 Q2 5.89
2009 Q3 4.92
2009 Q4 -12.91
2010 Q1 -14.76
2010 Q2 -15.29
2010 Q3 -8.36
2010 Q4 -17.51
2011 Q1 -21.84
2011 Q2 -21.25
2011 Q3 -0.76
2011 Q4 2.72
2012 Q1 -16.29
2012 Q2 -9.8
2012 Q3 -2.87
2012 Q4 -3.63
2013 Q1 -19.11
2013 Q2 -22.15
2013 Q3 -11.43
2013 Q4 -11.27
2014 Q1 -6.71
2014 Q2 -9.37
2014 Q3 -6.2
2014 Q4 -2.88
2015 Q1 -2.02
2015 Q2 1.72
2015 Q3 4.02
2015 Q4 9.26
2016 Q1 8.68
2016 Q2 9.45
2016 Q3 1.71
2016 Q4 -5.87
2017 Q1 -0.25
2017 Q2 -0.31
2017 Q3 -5.65
2017 Q4 -19.17
2018 Q1 -22.22
2018 Q2 -15.38
2018 Q3 -16.22
2018 Q4 -5.87
2019 Q1 -6.6
2019 Q2 -14.73
2019 Q3 1.14
2019 Q4 -8.37
2020 Q1 45.91
2020 Q2 70.79
2020 Q3 27.63
2020 Q4 -24.76
2021 Q1 -41.5
2021 Q2 -54.7
2021 Q3 -27.31
2021 Q4 -13.65
2022 Q1 -4.89
2022 Q2 16.26
2022 Q3 37.59
2022 Q4 29.57

Note: Banks' responses are weighted by their commercial and industrial loan market shares. Survey respondents to the Senior Loan Officer Opinion Survey on Bank Lending Practices are asked about the changes over the quarter. Results are shown for loans to large and medium-sized firms. The shaded bars with top caps indicate periods of business recession as defined by the National Bureau of Economic Research: March 2001-November 2001, December 2007-June 2009, and February 2020-April 2020. Horizonal line marked at zero, data points above zero to 100 are labeled Tightening and data points below zero to -100 are labeled Easing.

Source: Federal Reserve Board, Senior Loan Officer Opinion Survey on Bank Lending Practices; Federal Reserve Board staff calculations.

Return to text
Figure 3.7. Leverage at broker-dealers remained historically low

Ratio of assets to equity

Date Calculated leverage
1995 Q1 30.5982069909687
1995 Q2 30.715053408215
1995 Q3 31.3075187485227
1995 Q4 31.8437861119866
1996 Q1 33.1163299730913
1996 Q2 33.1013331739105
1996 Q3 33.3441693368288
1996 Q4 33.8799653746273
1997 Q1 35.2828507392546
1997 Q2 35.2869330076762
1997 Q3 35.498408212325
1997 Q4 32.9736871252037
1998 Q1 35.5055261963666
1998 Q2 35.0070818698421
1998 Q3 35.0660341830823
1998 Q4 30.4295790511052
1999 Q1 30.9114567834438
1999 Q2 29.3661582531347
1999 Q3 28.4326362993834
1999 Q4 28.557997841401
2000 Q1 29.8598214667065
2000 Q2 28.8894217207334
2000 Q3 28.5148996842856
2000 Q4 28.2648060796646
2001 Q1 28.5606199261993
2001 Q2 30.0320462611084
2001 Q3 31.4661945806851
2001 Q4 31.338968071904
2002 Q1 31.6577101403855
2002 Q2 31.2599437339207
2002 Q3 31.7889909984558
2002 Q4 30.6285592336147
2003 Q1 32.0302453053945
2003 Q2 34.7878365208373
2003 Q3 32.9734923391743
2003 Q4 33.6675097743329
2004 Q1 35.5833439029959
2004 Q2 37.7700967206065
2004 Q3 38.5887403329401
2004 Q4 39.2777396924885
2005 Q1 41.0738134100422
2005 Q2 41.4384392576605
2005 Q3 41.9749640265142
2005 Q4 39.880072868668
2006 Q1 40.503497005644
2006 Q2 40.6512138000326
2006 Q3 42.2873796143481
2006 Q4 43.0107629130303
2007 Q1 45.2778193125806
2007 Q2 46.8994959572924
2007 Q3 46.0204176455575
2007 Q4 46.2983034482759
2008 Q1 47.89183041899
2008 Q2 41.8661248648791
2008 Q3 43.2122746457033
2008 Q4 30.7077441601937
2009 Q1 28.3215972520395
2009 Q2 24.8998622255598
2009 Q3 24.9618375682385
2009 Q4 23.5052722711834
2010 Q1 24.5069614762614
2010 Q2 24.0433659395688
2010 Q3 24.3100066525033
2010 Q4 23.5247459227071
2011 Q1 24.2946419130198
2011 Q2 24.440313072373
2011 Q3 24.5657173756309
2011 Q4 24.6372270220987
2012 Q1 24.5318749709241
2012 Q2 24.4307914783732
2012 Q3 23.8525335546291
2012 Q4 23.4598855351307
2013 Q1 22.8428439449133
2013 Q2 22.1486328871893
2013 Q3 21.8371631014628
2013 Q4 21.097681616223
2014 Q1 21.1277118963169
2014 Q2 21.3475737106516
2014 Q3 20.7180067422846
2014 Q4 19.8169499480063
2015 Q1 19.7323566984349
2015 Q2 19.3348381307379
2015 Q3 18.8285458657231
2015 Q4 18.1493925866296
2016 Q1 18.1237576000291
2016 Q2 18.3046870769175
2016 Q3 18.035854625629
2016 Q4 17.6136082150251
2017 Q1 17.7695777550781
2017 Q2 18.307554150652
2017 Q3 17.4100389829624
2017 Q4 17.1500899174335
2018 Q1 17.2055763771559
2018 Q2 18.0641742412777
2018 Q3 17.9034846949206
2018 Q4 18.1021874008148
2019 Q1 17.9141401902138
2019 Q2 17.8151545552476
2019 Q3 17.7799223151373
2019 Q4 16.8651391545337
2020 Q1 17.2645675852628
2020 Q2 16.2564523706339
2020 Q3 16.5385023470571
2020 Q4 16.6195957937861
2021 Q1 16.582882045479
2021 Q2 16.2245377135745
2021 Q3 16.2545560469413
2021 Q4 15.7850315685682
2022 Q1 17.6559734587943
2022 Q2 17.2151009687427
2022 Q3 16.9552319201328
2022 Q4 15.9521612582599

Note: Leverage is calculated by dividing total assets by equity.

Source: Federal Reserve Board, Statistical Release Z.1, "Financial Accounts of the United States."

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Figure 3.8. Trading profits decreased in 2022:Q4, consistent with seasonal patterns

This is a line chart titled "Trading profits decreased in 2022:Q4, consistent with seasonal patterns." The x-axis measures time and ranges from years 2018 to 2022. The y-axis ranges from 0 to 1000, and the units are in millions of dollars. The monthly data begin in January 2018 and end in December 2022. There is one variable charted on the plot. The series is designated by a solid black line and ranges from about 125 to nearly 900 million dollars. This variable begins just under 600 million dollars and drops to about 125 million towards the end of 2018. It rises sharply to nearly 900 million dollars in 2020, then decreases back down to around 375 million at the end of 2020 before spiking back up near 900 million dollars in early 2021. It decreased throughout 2021, spiked to 700 million dollars in January 2023 and ended around 280 million dollars in December 2022.

Note: Sample includes all trading desks of bank holding companies subject to the Volcker rule reporting requirement.

Source: Federal Reserve Board, Reporting, Recordkeeping, and Disclosure Requirements Associated with Regulation VV (Proprietary Trading and Certain Interests in and Relationships with Covered Funds, 12 C.F.R. pt. 248).

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Figure 3.9. Shares of trading profits by trading desks

This is a stacked line chart titled "Share of trading profits by trading desks". The x-axis measures time and ranges from years 2018 to 2022. The y-axis measures percent and ranges from 0 to 100. The data are a monthly average and end in December 2022. There are 3 variables charted on the plot, which represent the total share of trading profits by trading desks. The overall trend has been steadily increasing portions from the “other” variable from about 25 percent to about 40 percent in June 2022, before a dip and rebound back to the same value in December 2022. The first variable, “Equity,” is designated by red shading. This variable remains steady except for one spike at the end of 2018 and a dip in the beginning of 2020. Typically, it stays around 35 percent. The second variable, “Fixed income, rates, and credit,” is designated by blue shading. This variable remains steady except for decreases at the end of 2018 and in early- to mid-2022. The third variable, “Other,” is designated by beige shading. This variable steadily increases from 25 percent in 2018 to around 40 percent in December 2022.

Note: Sample includes all trading desks of bank holding companies subject to the Volcker rule reporting requirement. The “other” category comprises desks trading in municipal securities, foreign exchange, and commodities, as well as any unclassified desks. The key identifies series in order from top to bottom.

Source: Federal Reserve Board, Reporting, Recordkeeping, and Disclosure Requirements Associated with Regulation VV (Proprietary Trading and Certain Interests in and Relationships with Covered Funds, 12 C.F.R. pt. 248).

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Figure 3.10. Leverage at life insurance companies edged up but remained below its pandemic peak

Ratio of assets to equity

date Life Property and casualty
2001 Q1 8.36031592904979 5.40366999054728
2001 Q2 8.82585020638108 5.50412551164979
2001 Q3 9.44648974468406 6.22182224835869
2001 Q4 10.0257613115708 6.37394498076952
2002 Q1 9.63267975864237 6.24076941311445
2002 Q2 9.83256013883607 6.32269224424177
2002 Q3 10.1421354633282 6.41022916044875
2002 Q4 10.7948494380913 6.68349138015935
2003 Q1 11.0444036093948 6.7833902086454
2003 Q2 11.1563035459124 6.70037995131541
2003 Q3 11.000398484302 6.7172004844303
2003 Q4 10.9304909789063 6.70370328861639
2004 Q1 11.2863214243631 7.06100776622827
2004 Q2 11.3744519555969 6.75748631863471
2004 Q3 11.4750119231756 6.81601828574753
2004 Q4 11.6809163612236 6.82214880580096
2005 Q1 11.3044628735615 6.80749606424375
2005 Q2 10.6703534385654 6.6004657121062
2005 Q3 10.7843575460794 6.65878500411083
2005 Q4 10.8665204481768 6.48494682126386
2006 Q1 10.1954602542759 6.49722074825504
2006 Q2 10.0528558240603 6.39496711081614
2006 Q3 9.99070093624306 6.37042087836768
2006 Q4 9.94287031129512 6.29856308315291
2007 Q1 10.0314779911839 6.33680204150944
2007 Q2 9.8638303456092 6.32884725452754
2007 Q3 9.95656898579367 6.32929534189629
2007 Q4 9.73530665175089 6.08790498855485
2008 Q1 10.8557363070755 6.51333978154224
2008 Q2 10.7318206803053 6.4242324390778
2008 Q3 10.6872549094968 6.44578050059924
2008 Q4 10.8902998311562 5.96232123479701
2009 Q1 10.9093268151654 5.93918956547545
2009 Q2 10.0465788403065 5.60426130443896
2009 Q3 10.002488074213 5.57495421228905
2009 Q4 8.9444814617033 5.20132043363706
2010 Q1 9.24486321131444 5.16936699560405
2010 Q2 9.45005632526028 5.10355912993602
2010 Q3 9.73333363099908 5.18124847875797
2010 Q4 8.83655882827124 4.47788908728588
2011 Q1 9.73677012147704 4.62375003464552
2011 Q2 9.39889518893452 4.57562730425394
2011 Q3 9.47920180851116 4.41355795225886
2011 Q4 8.89180077429662 4.15631669274047
2012 Q1 8.85456724424128 4.14630955257915
2012 Q2 8.85769201088038 4.11755934675802
2012 Q3 9.19988171427961 4.16587552806339
2012 Q4 9.44261893518498 4.17857925771241
2013 Q1 9.2742684511091 4.10095338425342
2013 Q2 8.89309346916342 3.97245336982574
2013 Q3 8.67025335773517 3.92325820422153
2013 Q4 8.79813217242249 3.90056546307124
2014 Q1 8.54716656250108 3.87545478979077
2014 Q2 8.41872558950105 3.69426372107717
2014 Q3 8.3632004931639 3.64749726657816
2014 Q4 8.59546271991882 3.59439574531624
2015 Q1 8.42868478181508 3.55128755077522
2015 Q2 8.1572955022327 3.52714996532411
2015 Q3 8.37438136701651 3.47373609933601
2015 Q4 9.0388786741166 3.4696401622171
2016 Q1 9.52213703297625 3.56438923527121
2016 Q2 9.95370322118838 3.57875634540778
2016 Q3 10.0745398355137 3.56339050794092
2016 Q4 9.90261697983825 3.80688883619266
2017 Q1 10.2218312833215 3.59615546668862
2017 Q2 10.118382598691 3.60435770452915
2017 Q3 9.83861699649113 3.65321181836285
2017 Q4 10.0451538497148 3.74092613525481
2018 Q1 9.97016509227598 3.30270328589855
2018 Q2 9.81671602031617 2.96934699748403
2018 Q3 9.84661235233072 2.93472094305505
2018 Q4 9.93687320610675 3.03834780664888
2019 Q1 10.2037077144556 3.02014547919425
2019 Q2 10.3406942751515 3.01451114704615
2019 Q3 10.5471835563598 2.98613506696692
2019 Q4 10.5409647188869 2.89859858469055
2020 Q1 10.3468581293056 3.04236079126112
2020 Q2 11.5366784826833 3.13949319886997
2020 Q3 11.690842189919 3.11880743660849
2020 Q4 11.8006989909297 3.0366416650099
2021 Q1 11.126864673964 3.01244406616379
2021 Q2 11.1898154656827 2.9864565959719
2021 Q3 11.5559072547711 3.00193108573707
2021 Q4 11.3271336126059 2.84791826819638
2022 Q1 10.8215334658364 2.81760705723627
2022 Q2 9.85314601820248 2.88421990749108
2022 Q3 9.90663023332299 2.8867333850887
2022 Q4 10.0760307908456 2.85546991072237

Note: Ratio is calculated as (total assets – separate account assets)/(total capital – accumulated other comprehensive income) using generally accepted accounting principles. The largest 10 publicly traded life and property and casualty insurers are represented.

Source: Generally accepted accounting principles data from 10-Q and 10-K filings accessed via S&P Global, Capital IQ Pro.

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Figure 3.11. Leverage at hedge funds remained elevated

Ratio

Date Mean Median
2013 Q1 6.475 2.246
2013 Q2 6.88 2.255
2013 Q3 6.641 2.263
2013 Q4 6.321 2.301
2014 Q1 6.497 2.327
2014 Q2 6.289 2.296
2014 Q3 6.455 2.229
2014 Q4 5.975 2.264
2015 Q1 5.981 2.183
2015 Q2 5.759 2.212
2015 Q3 6.018 2.21
2015 Q4 5.703 2.296
2016 Q1 6.177 2.232
2016 Q2 6.241 2.237
2016 Q3 6.293 2.169
2016 Q4 6.377 2.19
2017 Q1 6.735 2.205
2017 Q2 6.692 2.237
2017 Q3 6.93 2.169
2017 Q4 7.039 2.109
2018 Q1 8.312 2.175
2018 Q2 7.781 2.126
2018 Q3 7.324 2.137
2018 Q4 7.599 2.116
2019 Q1 8.036 2.055
2019 Q2 7.981 2.12
2019 Q3 7.854 2.055
2019 Q4 7.813 2.014
2020 Q1 7.942 2.015
2020 Q2 6.971 1.998
2020 Q3 7.436 1.97
2020 Q4 7.355 1.968
2021 Q1 7.411 1.925
2021 Q2 7.539 1.89
2021 Q3 7.625 1.872
2021 Q4 7.344 1.873
2022 Q1 7.402 1.856
2022 Q2 7.523 1.853
2022 Q3 7.464 1.854

Note: Leverage is computed as the ratio of hedge funds’ gross notional exposure to net asset value. Gross notional exposure includes the nominal value of all long and short positions and both on-balance-sheet and off-balance-sheet derivative notional exposures. Options are delta adjusted, and interest rate derivatives are reported at 10-year bond equivalents. The mean is weighted by net asset value. The data are reported on a 2-quarter lag beginning in the first quarter of 2013.

Source: Securities and Exchange Commission, Form PF, Reporting Form for Investment Advisers to Private Funds and Certain Commodity Pool Operators and Commodity Trading Advisors.

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Figure 3.12. Leverage at the largest hedge funds decreased but remained high

Ratio

Date Top 15, by gross asset value 16-50, by gross asset value 51 +, by gross asset value
2013 Q1 11.127 5.529 1.651
2013 Q2 15.46 4.406 1.645
2013 Q3 14.153 4.365 1.628
2013 Q4 11.815 4.108 1.569
2014 Q1 9.803 5.364 1.63
2014 Q2 11.007 4.094 1.591
2014 Q3 12.492 4.454 1.602
2014 Q4 10.501 4.389 1.58
2015 Q1 12.382 4.386 1.666
2015 Q2 9.047 5.428 1.653
2015 Q3 11.07 3.932 1.588
2015 Q4 9.996 5.718 1.668
2016 Q1 13.662 3.162 1.649
2016 Q2 11.294 4.531 1.61
2016 Q3 12.395 4.56 1.606
2016 Q4 11.392 5.286 1.582
2017 Q1 14.104 6.226 1.665
2017 Q2 13.643 7.049 1.594
2017 Q3 13.529 7.466 1.562
2017 Q4 12.491 7.483 1.518
2018 Q1 13.8 6.942 1.608
2018 Q2 14.562 7.717 1.6
2018 Q3 16.559 9.612 1.552
2018 Q4 21.869 8.999 1.669
2019 Q1 21.713 9.041 1.617
2019 Q2 22.835 11.124 1.68
2019 Q3 20.93 8 1.765
2019 Q4 18.608 8.587 1.736
2020 Q1 17.089 7.549 1.708
2020 Q2 14.932 6.112 1.66
2020 Q3 12.995 7.922 1.588
2020 Q4 13.28 7.905 1.65
2021 Q1 11.506 7.98 1.613
2021 Q2 14.438 8.199 1.752
2021 Q3 19.855 7.956 1.621
2021 Q4 20.542 9.411 1.625
2022 Q1 19.404 8.29 1.595
2022 Q2 19.575 7.72 1.609
2022 Q3 14.375 8.583 1.578

Note: Leverage is measured by gross asset value (GAV) divided by net asset value (NAV). Funds are sorted into cohorts based on GAV. Average leverage is computed as the NAV-weighted mean.

Source: Securities and Exchange Commission, Form PF, Reporting Form for Investment Advisers to Private Funds and Certain Commodity Pool Operators and Commodity Trading Advisors.

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Figure 3.13. Dealers indicated that the use of leverage by hedge funds was unchanged recently

Net percentage

Date Hedge funds Trading REITS Insurance companies Mutual funds
2011 Q4 -55 0 0 0
2012 Q1 -20 15 5 5
2012 Q2 -22.7272727272727 4.54545454545455 4.76190476190476 0
2012 Q3 -4.54545454545455 5.88235294117647 -4.76190476190476 0
2012 Q4 9.09090909090909 16.6666666666667 0 4.76190476190476
2013 Q1 27.2727272727273 5.55555555555556 4.76190476190476 0
2013 Q2 22.7272727272727 0 0 4.76190476190476
2013 Q3 -18.1818181818182 -33.3333333333333 -4.54545454545455 4.76190476190476
2013 Q4 -9.09090909090909 -33.3333333333333 0 5
2014 Q1 0 -38.8888888888889 0 5
2014 Q2 4.54545454545455 -5.55555555555556 -4.54545454545455 5
2014 Q3 22.7272727272727 11.7647058823529 -4.54545454545455 0
2014 Q4 0 0 0 4.76190476190476
2015 Q1 14.2857142857143 -5.88235294117647 0 10
2015 Q2 0 11.7647058823529 0 5
2015 Q3 -5 0 5 5
2015 Q4 9.52380952380952 5.88235294117647 4.76190476190476 0
2016 Q1 -4.76190476190476 5.88235294117647 5 0
2016 Q2 -15 6.25 0 0
2016 Q3 4.34782608695652 5.26315789473684 0 4.54545454545455
2016 Q4 17.3913043478261 -5.26315789473684 0 4.76190476190476
2017 Q1 0 0 0 0
2017 Q2 4.34782608695652 0 0 0
2017 Q3 17.3913043478261 5.26315789473684 0 4.54545454545455
2017 Q4 0 -15 0 4.76190476190476
2018 Q1 0 5 0 0
2018 Q2 0 5 0 5
2018 Q3 4.34782608695652 5.26315789473684 0 0
2018 Q4 0 0 0 0
2019 Q1 -8.69565217391304 -4.76190476190476 0 0
2019 Q2 4.34782608695652 9.52380952380952 4.54545454545455 0
2019 Q3 -4.54545454545455 10 5 0
2019 Q4 4.54545454545455 10 0 0
2020 Q1 0 4.54545454545455 0 0
2020 Q2 -65.2173913043478 -75 -4.76190476190476 -15
2020 Q3 -4.34782608695652 -42.1052631578947 5.55555555555556 -11.1111111111111
2020 Q4 -17.3913043478261 -10.5263157894737 0 0
2021 Q1 -4.34782608695652 15 0 0
2021 Q2 -8.69565217391304 0 0 0
2021 Q3 -21.7391304347826 5.26315789473684 0 0
2021 Q4 -13.0434782608696 0 10 0
2022 Q1 -8.69565217391304 0 0 0
2022 Q2 -26.0869565217391 0 0 0
2022 Q3 -18.1818181818182 -5.26315789473684 5 0
2022 Q4 -25 5.55555555555556 0 -10.5263157894737
2023 Q1 5 -6.25 5.26315789473684 0

Note: Net percentage equals the percentage of institutions that reported increased use of financial leverage over the past 3 months minus the percentage of institutions that reported decreased use of financial leverage over the past 3 months. REIT is real estate investment trust.

Source: Federal Reserve Board, Senior Credit Officer Opinion Survey on Dealer Financing Terms.

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Figure A. Private credit fund assets and dry powder

Count (left scale)
Billions of dollars (right scale)

year Assets (right scale) Dry powder (right scale) Count of funds (left scale)
2012 343.11959544 86.298032187 901
2013 415.03811649 101.989291087 1039
2014 419.06561893 80.331233899 1176
2015 437.84706011 90.620387093 1324
2016 504.917094512 131.805701467 1467
2017 553.008001778 131.00151297 1637
2018 625.269534765 162.548477552 1812
2019 703.216174609 171.821742795 1971
2020 841.913147462 231.231152592 2195
2021 999.612889968 228.274838145 2406

Note: Dry powder is estimated by subtracting balance sheet assets from regulatory assets under management, which include uncalled capital commitments. The key identifies bars in order from left to right.

Source: Securities and Exchange Commission, Form PF, Reporting Form for Investment Advisers to Private Funds and Certain Commodity Pool Operators and Commodity Trading Advisors; Federal Reserve Board staff calculations.

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Figure B. Shares of private credit fund assets held by different investors
Investor Type Percent
Public pensions 17.4396512206653
Private pensions 13.2406399971195
Private funds 13.5914909858375
Insurance 9.83593435118293
Individuals 8.68743708062203
Sovereign wealth funds 7.23435447088927
Nonprofits 6.483712374984
Other 23.4867795186995

Note: As of 2021:Q4. The "other" category consists of banks, broker–dealers, registered investment companies, government entities (excluding pensions), non–U.S. investors of unknown type, and a residual category that is responsible for most of the reported assets.

Source: Securities and Exchange Commission, Form PF, Reporting Form for Investment Advisers to Private Funds and Certain Commodity Pool Operators and Commodity Trading Advisors; Federal Reserve Board staff calculations.

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Figure C. Leverage ratios of private credit funds

Ratio

Date Borrowings-to-assets, 95th percentile Derivatives-to-assets, 95th percentile
2012 0.880238661200006 0.750905049149237
2013 0.83721777894079 0.758376437405579
2014 1.01830930699825 0.846898207238824
2015 1.21142637539791 0.906746204728211
2016 1.17409203230116 0.798560048060557
2017 1.14582197687429 0.797954516788208
2018 1.22527916742959 0.716777915272236
2019 1.13796082792542 0.730373292335075
2020 1.13093611510531 0.613013833405504
2021 1.273591734111 0.660862849491887

Source: Securities and Exchange Commission, Form PF, Reporting Form for Investment Advisers to Private Funds and Certain Commodity Pool Operators and Commodity Trading Advisors; Federal Reserve Board staff calculations.

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Figure 3.14. Issuance of non-agency securitized products has slowed significantly since 2021

This is a stacked bar chart with five categories titled, "Issuance of non-agency securitized products has slowed significantly since 2021." The x-axis is in years and spans from 2001 to 2022. The bar for 2023 is annualized. The y-axis is in billions of real dollars and ranges from 0 to 3000. Data are annual. Other, represented in light gray, begins at about 250 billion in 2001, peaks at about 315 billion in 2006-2007, then drops to about 160 billion in 2008. The series rises to about 190 billion in 2009 before dipping back to around 110 billion in 2011. It generally rises through 2018, where it hits about 160 billion. The variable decreases to about 125 billion in 2020 and around 170 billion in 2022. For 2023, the measured value is 32 billion. All five categories together begin at about 1000 billion in 2001 and peak around 2800 billion in 2006. The total then drops to about 315 billion in 2008 and increases to about 650 billion in 2019 before dropping slightly to about 500 billion in 2020. Then, the total goes back up to 850 billion in 2021 before declining to around 300 billion in 2023. Private-label RMBS, represented in dark gray, begins at nearly 400 billion in 2001, peaks at about 1700 billion in 2006, then drops sharply to 3 billion in 2009 and stays near there through 2012. It then increases steadily to about 120 billion in 2019 before dipping slightly in 2020 and spiking up to around 175 billion in 2021. The variable ends at about 20 billion in 2023. Non-agency CMBS, represented in red shading, begins at about 110 billion dollars in 2001, peaks at about 330 billion dollars in 2007, rapidly decreases to about 15 billion dollars in 2008, and reaches a low of about 3 billion dollars in 2009. It then slowly increases to about 115 billion dollars in 2015. From this point, it alternates back and forth from about 115 billion dollars to around 80 billion, reaching almost 125 billion dollars in 2021 before declining to about 75 billion dollars in 2022. For the annualized 2023 data, the series falls to 15 billion dollars. Auto loan/lease ABS, represented in dark blue, begins at about 130 billion dollars in 2001 and remains around that level until 2008 where it decreases to 50 billion dollars. The bar increases to about 110 billion dollars by 2012 and gradually increases to around 140 billion dollars by 2021. It declines to around 114 billion dollars in 2022 and lowers to around 95 billion in 2023. The line representing CDOs (including CLOs and ABS CDOs), represented in tan, begins at about 90 billion dollars in 2001, peaks at about 570 billion dollars in 2006, decreases to about 70 billion dollars by 2008 and then 6 billion dollars in 2010. It increases to about 240 billion dollars in 2021, then decreases to 75 billion dollars in 2023.

Note: The data from the first quarter of 2023 are annualized to create the 2023 bar. CMBS is commercial mort-gage-backed securities; CDO is collateralized debt obligation; RMBS is residential mortgage-backed securities; CLO is collateralized loan obligation. The "other" category consists of other asset-backed securities (ABS) backed by credit card debt, student loans, equipment, floor plans, and miscellaneous receivables; resecuritized real estate mortgage investment conduit (Re-REMIC) RMBS; and Re-REMIC CMBS. The data are converted to constant 2023 dollars using the consumer price index. The key identifies bars in order from top to bottom.

Source: Green Street, Commercial Mortgage Alert's CMBS Database and Asset-Backed Alert's ABS Database; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 3.15. Bank credit commitments to nonbank financial institutions remained high

This is a stacked line chart titled "Bank credit commitments to nonbank financial institutions remained high." The x-axis measures time and ranges from years 2018 to 2022. The y-axis measures billions of dollars and ranges from 0 to 2250. The data are quarterly ending at 2022:Q4. There are 10 variables charted on the plot, which sum up to represent total committed amounts extended to nonbank financials by large banks. The overall trend has been steadily increasing from about 1300 billion in 2018 to almost 2000 billion in 2022:Q4. The first variable, 'Financial transactions processing', is designated by orange shading. This variable increases steadily from about 21 billion in 2018 to 38 billion in 2022:Q4. The second variable, 'Private equity, BDCs, and credit funds', is designated by turquoise shading. This variable steadily increases from 48 billion in 2018 to 75 billion in 2022:Q4. The third variable, 'Broker-dealers', is designated by light blue shading. This variable steadily increases from 106 billion in 2018 to 185 billion in 2022:Q4. The fourth variable, 'Insurance companies', is designated by medium blue shading. This variable decreases from 139 billion in 2018 to 107 billion in 2019:Q1 before increasing to 115 billion in 2019:Q2 where it hovers between 112 billion and 120 billion through 2021:Q4, then rises to 130 billion by 2022:Q4. The fifth variable, 'REITs', is designated by red shading. It begins around 115 billion in 2018:Q1 and increases to 126 billion in 2018:Q3. It then falls steadily through 2022:Q4 where it ends at 45 billion. The sixth variable, 'Open-end investment funds', is designated by green shading. This variable begins at 112 billion in 2018 and increases steadily to around 180 billion in 2022:Q4 before dropping slightly to around 175 billion by 2022:Q4. The seventh variable, 'Special purpose entities, CLOs, and ABS', is designated by light gray shading. This variable starts at 126 billion in 2018 and increases steadily to end at 271 billion in 2022:Q4. The eighth variable, 'Other financial vehicles', is designated by black shading. This variable increases steadily from 198 billion in 2018 to end around 450 billion in 2022:Q4. The ninth variable, 'Real estate lenders and lessors', is designated by beige shading. This variable has increased steadily from 161 billion in 2018:Q1 to almost 370 billion in 2022:Q4. The tenth variable, 'Consumer lenders, other lenders, and lessors', is designated by dark blue shading. This variable starts at 180 billion in 2018 and remains at about that level until 2019:Q2, where is decreases to 166 billion. It then increases steadily throughout the rest of the plotted period, rising to 211 billion in 2022:Q4.

Note: Committed amounts on credit lines and term loans extended to nonbank financial institutions by a balanced panel of 24 bank holding companies that have filed Form FR Y-14Q in every quarter since 2018:Q1. Nonbank financial institutions are identified based on reported North American Industry Classification System (NAICS) codes. In addition to NAICS codes, a name-matching algorithm is applied to identify specific entities such as real estate investment trusts (REITs), special purpose entities, collateralized loan obligations (CLOs), and as-set-backed securities (ABS). BDC is business development company. REITs incorporate both mortgage (trading) REITs and equity REITs. Broker-dealers also include commodity contracts dealers and brokerages and other securities and commodity exchanges. Other financial vehicles include closed-end investment and mutual funds.

Source: Federal Reserve Board, Form FR Y-14Q (Schedule H.1), Capital Assessments and Stress Testing.

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Figure 3.16. Aggregate loan commitments and utilization rates of nonbank financial institutions increased during 2022 but varied across sectors

This is a bar chart titled "Aggregate loan commitments and utilization rates of nonbank financial institutions increased during 2022 but varied across sectors". The x-axis shows the ten different sectors of NBFIs and a total column. The y-axis represents percent growth of loan commitments and utilization rates to NBFIs and ranges from -40 to 60 percent. The data are quarterly. The chart shows the 2022:Q4 over 2021:Q4 growth rate. There are two variables plotted on the chart for each sector. Committed amounts is represented as a red bar and utilized amounts is represented as a light gray bar. From left to right, the first sector is 'REITs'. REITs have a committed amount of about -26 percent and a utilized amount of about -30 percent for 2022:Q4. The second sector is 'Financial transactions processing' which has a committed amount of about negative 31 percent and a utilized amount of about 6 percent for 2022:Q4. The third sector is ‘Consumer, leasing, & other lenders'. This sector has a committed amount of about 6 percent and a utilized amount of about 26 percent for 2022:Q4. The fourth sector is ‘Insurance companies' which has a committed amount of about 12 percent and a utilized amount of about 27 percent for 2022:Q4. The fifth sector is ‘PE, BDCs & credit funds'. This sector has a committed amount of about 17 percent and a utilized amount of about negative one percent as of 2022:Q4. The sixth sector is ‘Broker-dealers' which has a committed amount of about 11 percent and a utilized amount of about 7 percent in as of 2022:Q4. The seventh sector is 'Open-end investment funds' which have a committed amount of about negative 2 percent and a utilized amount of about negative 14 percent as of 2022:Q4. The eighth sector is ‘SPEs, CLOs, & ABS'. This sector has a committed amount of about 40 percent and a utilized amount of about 53 percent as of 2022:Q4. The ninth sector is 'Real estate lenders & lessors'. This sector has a committed amount of about 7 percent and a utilized amount of about negative 9 percent as of 2022:Q4. The tenth sector is ‘Other financial vehicles' which has a committed amount of about negative 0.5 percent and a utilized amount of about negative 7 percent as of 2022:Q4. There are two bars showing the total for all NBFIs, which show a committed amount of about 8 percent and a utilized amount of about 6.5 percent.

Note: 2022:Q4-over-2021:Q4 growth rates as of the end of the fourth quarter of 2022. REIT is real estate investment trust; PE is private equity; BDC is business development company; SPE is special purpose entity; CLO is collateralized loan obligation; ABS is asset-backed securities. The key identifies bars in order from left to right.

Source: Federal Reserve Board, Form FR Y-14Q (Schedule H.1), Capital Assessments and Stress Testing.

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Figure 4.1: Ratios of runnable money-like liabilities to GDP edged down but remained above their historical medians

Percent of GDP

Date Other Securities lending Commercial paper Domestic money market funds Repurchase agreements Uninsured deposits
2002 Q1 76.3545728593294 68.1466487401542 64.4747797398079 51.4275218939816 30.2458526771225 11.2213538044234
2002 Q2 76.9426438224867 68.7177460488015 64.7566476797762 52.4156149687491 32.0475006427263 11.4801712047765
2002 Q3 76.8676357748815 68.3269556128959 65.5758184662844 53.4132175809174 33.3354939018339 12.3815075882257
2002 Q4 77.8880579498762 68.9317152180586 66.2666265530519 53.878602607601 33.5738928410937 12.8816494167731
2003 Q1 78.6987929875545 69.534127641736 66.2903311595407 54.1722057047234 34.1999104740764 13.1955359210072
2003 Q2 79.9717126545648 70.7509435077121 67.056868972301 55.3561589055029 36.374746814655 14.0221193541991
2003 Q3 78.0762949884213 69.167632292879 64.6547340298222 53.4903705410501 35.1383217936248 13.5069257329103
2003 Q4 77.055226794471 68.2640659914319 63.6246915106024 52.6788417685579 35.2132358351386 13.5338506885407
2004 Q1 78.6683941958277 69.6688486926768 65.1660568365275 54.0538087366675 37.2369355064123 14.0374265695776
2004 Q2 79.2468384362478 70.1480011215459 64.7432869828231 54.0109345921164 37.907180014836 14.4192314429104
2004 Q3 80.4233401969134 71.0207081356155 66.2301328568582 55.6170620308672 39.9980983322506 14.66919895473
2004 Q4 80.4172679188649 71.0671325738101 65.6356616393734 54.4996336476971 39.3619283819187 15.1441066110524
2005 Q1 81.6253495785547 72.3385207808693 66.32265344398 55.078713106873 40.4317056431619 15.042028041311
2005 Q2 83.5795672145146 74.3874664870517 67.7469122052684 56.1791202064961 41.9133534270765 15.1564307161029
2005 Q3 84.4048744716541 75.3297044311705 69.2081652275471 57.3620848165222 42.9366671569679 15.281148795558
2005 Q4 84.1588503252471 75.0997889285067 69.4943884107722 57.1852178289991 42.3560330361714 15.7771740910611
2006 Q1 85.8316816234504 76.7339080383304 71.1245249625214 58.6413275786274 43.7069590833184 15.4926202128477
2006 Q2 87.6224083759608 78.2914187348456 72.0345623882233 59.2070144933773 44.2478326925399 15.7642597820096
2006 Q3 92.1653688629352 82.2453490782638 75.212538929924 61.7690085009497 46.1527866203715 15.466179927928
2006 Q4 94.1309200075803 83.7740891727888 76.1752609971506 62.2324094074396 45.9457928752976 16.2619880698941
2007 Q1 97.5268725327433 87.069712064647 78.5060942363991 64.4133807076293 47.6765209840285 15.3948766299465
2007 Q2 98.6410305321552 88.1601933129645 79.4356144910015 64.7891759424378 47.6717302379441 15.2445678079739
2007 Q3 96.9701700046246 86.4184582304306 78.8851628100191 66.132642405332 47.4141490928527 15.2139356654784
2007 Q4 97.7972665466663 86.9753601881544 79.2366754128379 67.0852313545431 46.5477211841222 16.0589030929873
2008 Q1 101.511914020168 90.225698965328 83.8904624213734 71.7585117107014 48.8931371405612 16.0681219001032
2008 Q2 103.77776711114 92.0971792763156 80.0554266379247 68.2965123159878 45.3813536788898 15.5057640897241
2008 Q3 97.984749007428 86.7835956097271 79.9880853026568 69.5522903912524 46.3385344425027 16.3760690320747
2008 Q4 87.9614783371834 76.8492428250871 70.3202557968966 59.3723082444294 33.9499420422687 12.1927528701351
2009 Q1 87.1467321687609 76.2470458541481 70.8506538628245 60.9835153370491 34.190815421777 12.1270746890865
2009 Q2 85.8118104409122 75.0637588623638 68.9315392322097 60.0394040207765 34.0482314493322 12.1273265263305
2009 Q3 79.4105306596635 69.1248812495078 63.1383902665625 55.0457991551555 30.6294749948041 8.17650848349374
2009 Q4 74.5945289969321 65.2735651061837 59.4708101095402 51.7078262092097 28.9844397782381 8.66623643250177
2010 Q1 77.9513715553216 68.9032120354214 63.2352198707182 55.9138076957293 34.8317107816962 12.2150981068854
2010 Q2 75.0506602296332 66.4678129296003 60.8600015074037 53.9972994013106 35.0686963675134 12.2369494995408
2010 Q3 75.7080481979461 67.1005038221795 61.8771540728207 54.9388470378539 36.3777779393887 13.6654419153592
2010 Q4 70.5315664265801 62.1652659900208 57.0651683208538 50.1579928451813 31.8659423447645 9.53229456504612
2011 Q1 71.1702412299694 62.9889200746937 57.9391474754821 50.5703620646744 32.7758740238968 9.61279923381108
2011 Q2 70.6994114207582 62.9585475118548 57.7593627423243 50.8071172711688 33.3653965872687 10.097782614361
2011 Q3 69.3824525615782 61.9825356371563 57.3851322013004 50.9660597897329 34.2718016011446 10.3750475594634
2011 Q4 68.0463231428432 61.0632878176595 56.9016992140376 50.7836859610802 34.0482128540221 10.4607162573979
2012 Q1 67.5488128296657 60.7983343714801 56.627593402017 50.5322564028105 34.165925135092 10.5383568495643
2012 Q2 67.0468193059491 60.2760111213398 56.0850407092482 50.2434883440865 34.5496350832068 10.5993215652328
2012 Q3 66.6403076744545 59.8825671321548 55.8402226996428 50.0827502612155 34.448429277495 10.4764861967234
2012 Q4 67.7812034531914 61.2403442628578 57.6400390020917 51.9280175299954 35.9778250883155 11.9015117544854
2013 Q1 75.1537892488561 68.5372690367237 64.8256078819505 58.8670115027743 42.9734804030823 20.0850991586448
2013 Q2 73.5751071101866 67.2522397719674 63.3423979720853 57.4725695835762 41.9995693414339 20.0893137504865
2013 Q3 73.4330344732992 67.351536432221 63.2551894543174 57.539530458137 41.9303247001091 20.8577111673254
2013 Q4 72.9283649641272 65.5052197235798 61.6953517483973 56.2012192806865 40.5222919123167 21.4655550507522
2014 Q1 74.0228513474157 66.3693907115091 62.0840898523124 56.3569556752506 40.8041129128935 21.5273363242821
2014 Q2 72.7923949983511 65.1749489571968 60.9107177874056 55.2117029993331 40.4953140187726 21.9637258050952
2014 Q3 71.9112790150085 64.4431241510009 60.2261348712676 54.6702967300741 40.1516119384068 22.1604062857689
2014 Q4 71.2734555995537 64.1715687098788 60.2224386727454 55.068718208743 40.1456422766907 22.6996377773835
2015 Q1 71.5194453680895 64.4905888680927 60.5446923020869 55.3067413118517 40.4584987010145 22.7927943866755
2015 Q2 69.6334500423044 62.885784397733 59.1344873146262 53.8114546296718 39.5540563618714 22.6033576987636
2015 Q3 70.0446698637713 63.344492295987 59.7213892286461 54.3630665803926 39.7872766440332 22.5424958765683
2015 Q4 69.41989545373 62.6763971451214 59.1340820324557 54.0545925463444 39.1650601952491 22.9668882916594
2016 Q1 70.1352867688588 63.5586348313366 59.9655871538822 54.4795508854665 39.5205577123455 23.0912331718874
2016 Q2 70.5345888112109 63.8586679381443 60.3486019976252 54.9456323518935 40.4061364015953 23.2632237670429
2016 Q3 70.1479379397586 63.426733244938 60.0949905280598 55.2961623654025 40.910193780915 23.8371804335782
2016 Q4 68.8979537267848 62.1018651570772 59.0325972623284 54.4219314665532 40.1600973987476 24.0401927288182
2017 Q1 68.9126694431567 62.1505064123081 58.9516144995937 54.1112782511848 40.1365161056442 23.8337282128278
2017 Q2 68.9933191298351 62.272305012555 58.8644996776163 54.12294356437 40.4311647295908 23.6740337900255
2017 Q3 68.9417785616501 62.1192207269807 58.695933060261 53.7268695820319 39.9014304051068 23.6979186835021
2017 Q4 68.9223806437098 62.2241417142282 58.9280963241912 54.1247385145579 40.0808178822302 23.8389313802951
2018 Q1 68.1663091802291 61.615331894491 58.3081925512659 53.1574407528861 39.2064206683295 23.4265202233588
2018 Q2 67.3551494414924 60.7820645826818 57.4412565039066 52.3548078747728 38.5721921041478 22.8081228323364
2018 Q3 67.1201804436839 60.5135376037643 57.3404280594551 52.3362267709793 38.5340167041611 22.8794680487024
2018 Q4 69.098046486801 62.5778184120887 59.6931830410841 54.9588477880105 40.7297207551001 23.3009825574628
2019 Q1 70.7119401310985 64.2453953320993 60.4093093071779 55.4023623801947 40.783860464206 22.5940783593889
2019 Q2 70.5984370824938 64.1011919834699 61.0512845255819 56.0152350045066 41.2356641091713 22.6950581032975
2019 Q3 72.7055138128556 66.2072528844184 63.3150243107235 58.4116343166663 42.795708833788 23.159863999105
2019 Q4 72.7847903651911 66.2952910949069 63.6305172255675 58.8461002313679 42.390466814969 23.7245874018475
2020 Q1 78.940539023346 72.1589310530679 69.4229334962955 64.3981102121857 46.4482913367503 27.0889887181603
2020 Q2 91.3273309758526 83.4043076034265 80.098563818229 75.0054858834553 51.0039143727322 31.534528766206
2020 Q3 83.9969265217253 76.7264911321529 73.9052762745732 69.4562362420787 48.3816190059979 30.2769977994484
2020 Q4 84.2193188223623 77.1552654386826 74.2199113023421 69.9559465286824 49.9401603976316 31.5341409283544
2021 Q1 83.5697738247223 76.3236082983436 73.2489707645957 68.2754495765569 48.5679505718282 32.0269881780262
2021 Q2 82.4499348744371 75.1589670068863 71.9199244513776 67.1905059442822 47.4185194984206 31.9804668588184
2021 Q3 82.38081365687 75.1965724272712 71.8728950141534 67.3040422769663 48.0705717061654 32.7650344352935
2021 Q4 81.9368220747524 74.7888493635629 71.6491878518856 67.1752852537949 48.1066438573902 33.0834841949993
2022 Q1 80.7505959186581 73.8185985084381 70.5861229038065 65.8278927305237 47.2473875557386 32.7693261174349
2022 Q2 78.0958061067682 71.1797194147769 67.9208849794889 63.1622413870932 45.2339115082258 31.2458737453847
2022 Q3 75.7508724857053 68.9761900738278 65.8481935435388 61.1695362795539 43.3997448363739 29.4903228171278
2022 Q4 75.0900863425327 68.323783271862 65.2453372231617 60.4191744630965 42.4936359085919 28.7165356131795

Note: The black striped area denotes the period from 2008:Q4 to 2012:Q4, when insured deposits increased because of the Transaction Account Guarantee program. The “other” category consists of variable-rate demand obligations (VRDOs), federal funds, funding-agreement-backed securities, private liquidity funds, offshore money market funds, short-term investment funds, local government investment pools, and stablecoins. Securities lending includes only lending collateralized by cash. GDP is gross domestic product. Values for VRDOs come from Bloomberg beginning in 2019:Q1. See Jack Bao, Josh David, and Song Han (2015), "The Runnables," FEDS Notes (Washington: Board of Governors of the Federal Reserve System, September 3), https://www.federalreserve.gov/econresdata/notes/feds-notes/2015/the-runnables-20150903.html.

Source: Securities and Exchange Commission, Private Funds Statistics; iMoneyNet, Inc., Offshore Money Fund Analyzer; Bloomberg Finance L.P.; Securities Industry and Financial Markets Association: U.S. Municipal Variable-Rate Demand Obligation Update; Risk Management Association, Securities Lending Report; DTCC Solutions LLC, an affiliate of the Depository Trust & Clearing Corporation: commercial paper data; Federal Reserve Board staff calculations based on Investment Company Institute data; Federal Reserve Board, Statistical Release Z.1, “Financial Accounts of the United States”; Federal Financial Institutions Examination Council, Consolidated Reports of Condition and Income (Call Report); Bureau of Economic Analysis, gross domestic product via Haver Analytics.; DeFiLlama.

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Figure 4.2. The amount of high-quality liquid assets held by banks decreased in 2022

This is a line chart titled "The amount of high-quality liquid assets held by banks decreased in 2022." The x-axis measures time and ranges from the years 2001 to 2022. The y-axis represents liquid assets as a percent of total assets, and ranges from 0 to 32 percent. The data are quarterly. There are three variables charted on the plot. The first line, labeled ‘Other BHCs’ is designated by a solid black line and ranges from about 5 percent to about 18 percent. The series falls from about 10 percent in 2001 to about 5 percent in 2008:Q1 and then rises steadily to about 12 percent in 2011 where it remains until the end of 2012. The line then declines steadily to around 9 percent at the end of 2019 before sharply increasing to about 18 percent by 2021:Q4. The series then declines rapidly to about 10 percent by 2022:Q4. The second line, labeled 'Large non-G-SIBs', is designated by a solid blue line and ranges from 6 to about 25 percent. This variable falls from about 9 percent to about 6 percent in 2008:Q2 before rising to 14 percent by 2011. The series falls to 12 percent in 2013 before rising slowly to 16 percent in 2017, where it remains with a slight decline until the end of 2019. The series then rises sharply from early 2020 to early 2021 to about 25 percent, before falling to about 18 percent by 2022:Q4. The third line, labeled G-SIBs, is designated by a solid red line and ranges from about 6 to 31 percent. It begins around 10 percent and remains there until 2004. The series then falls to around 6 percent by 2006, staying there until 2008. The series jumps sharply to 12 percent in late 2008, and then increases steadily to 22 percent through 2014. The series remains around 22 percent until late 2018 when it temporarily dips to 20 percent, before rising quickly to about 31 percent by the end of 2021. The series then declines sharply to about 27 percent ending on 2022:Q4.

Note: Sample consists of domestic bank holding companies (BHCs), intermediate holding companies (IHCs) with a substantial U.S. commercial banking presence, and commercial banks. G-SIBs are global systemically important U.S. banks. Large non–G-SIBs are BHCs and IHCs with greater than $100 billion in total assets that are not G-SIBs. Liquid assets are cash plus estimates of securities that qualify as high-quality liquid assets as defined by the Liquidity Coverage Ratio requirement. Accordingly, Level 1 assets and discounts and restrictions on Level 2 assets are incorporated into the estimate.

Source: Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies.

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Figure 4.3. Banks' reliance on short-term wholesale funding remained low

This is a line chart titled "Banks' reliance on short-term wholesale funding remained low." The x-axis measures time and ranges from the years 2000 to 2022. The y-axis represents short-term wholesale funding as a percent of assets, and ranges from 5 to 40 percent. The data are quarterly. There is one variable charted on the plot. The variable is designated by a solid black line and ranges from about 10 to 35 percent. The variable begins near 28 percent in 2000:Q1, declines steadily to about 23 percent in 2003:Q4, increases to about 33 percent by the end of 2006 and remains there until 2008:Q1. It then steadily declines to about 16 percent in 2015:Q1 and remains near that level through 2019:Q3 before steadily declining to about 10 percent in 2021:Q4. The line then ticks up to about 13 percent ending 2022:Q4.

Note: Short-term wholesale funding is defined as the sum of large time deposits with maturity less than one year, federal funds purchased and securities sold under agreements to repurchase, deposits in foreign offices with maturity less than one year, trading liabilities (excluding revaluation losses on derivatives), and other borrowed money with maturity less than one year. The shaded bars indicate periods of business recession as defined by the National Bureau of Economic Research: March 2001–November 2001, December 2007–June 2009, and February 2020–April 2020.

Source: Federal Reserve Board, Form FR Y-9C, Consolidated Financial Statements for Holding Companies.

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Figure A. Outstanding balances of primary credit and Bank Term Funding Program

Billions of dollars

Date Primary credit Bank Term Funding Program
20230222 4.558 0
20230301 4.362 0
20230308 4.581 0
20230315 164.796 11.943
20230322 163.917 53.669
20230329 152.56 64.403
20230405 148.726 79.021
20230412 139.47 71.837
20230419 143.907 73.982

Note: The key identifies the areas from top to bottom.

Source: Federal Reserve Board, Statistical Release H 4 1, "Factors Affecting Reserve Balances"

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Figure 4.4. Growth in money market funds was concentrated in retail prime funds

This is a stacked line chart titled “Growth in money market funds was concentrated in retail prime funds.” The x-axis ranges from 2000 to February 2023. The y-axis ranges from 0 to 6000 in billions of real dollars. The data are monthly. There are four variables charted on the plot. The first portion is labeled “Government,” it is designated by the tan-filled portion of the chart, and ranges from about 500 to about 4275. This variable starts around 500 billion dollars and remains around that level until early 2007. The series then increases to around 2000 billion dollars by the start of 2009 before falling back to around 1000 billion dollars by 2011. The series remains around this level until the end of 2015 when the series increases rapidly to around 2500 billion dollars. The series stays at this level until the end of 2018, rises to about 3000 billion dollars by the end of 2019, and rises sharply to about 4500 billion dollars in early 2020 before falling to about 4000 billion by August 2022. The variable then remains at 4000 billion until February 2023. The second portion is labeled “Tax exempt.” This series is designated by the orange-filled portion of the chart and ranges from about 100 to about 700. This variable starts around 350 billion dollars and increases continuously to the peak value of around 700 billion dollars in 2008. Starting in 2009, the variable declines quickly and then more gradually through 2015, ending 2015 at around 300 billion dollars. The series drops sharply to 150 billion dollars in 2016 and remains at that level through mid-2020, before declining steadily to around 90 by January 2022. The variable then slowly increases to around 110 billion by February 2023. The third portion is labeled “Retail prime,” it is designated by the light blue filled portion of the chart, and ranges from about 200 to about 1300 billion. This variable starts at 1200 billion dollars and fluctuates around this level until the end of 2001. The variable declines gradually from 2002 until 2005 where it hits a low of around 750 billion dollars. The series then increases until 2008 when it reaches a local peak of around 1100 billion dollars. The series then falls quickly, and then more slowly, through 2015, ending 2015 at about 600 billion dollars. The series falls sharply in 2016 to about 300 billion dollars and remains there until mid-2018. It then increases to almost 550 by early 2020. The series falls sharply to 350 billion dollars in mid-2020 before decreasing to about 200 billion dollars by April 2022. The variable then steadily increases to about 515 billion dollars by the end of the plotted series in February 2023. The fourth portion is labeled “Institutional prime,” it is designated by the dark blue filled portion of the chart and ranges from about 140 to about 1650. This variable starts at 800 billion dollars and generally increases from 2000 through 2002 to about 1300 billion dollars. From 2003 through early 2005, the series falls to about 900 billion dollars and then starts rising again, hitting about 1800 billion dollars in August 2008. The variable has a sharp decline in late 2008 to about 1300 billion dollars before quickly rebounding to about 1600 billion dollars in August 2009. The series generally falls over the next couple of years, hitting about 1100 billion dollars by early 2012, where it remains until late 2015. The variable experiences a sharp decline in December 2016 to the minimum value of around 140 billion dollars. The series increases through early 2020 to about 350 billion dollars, drops sharply in March 2020 to 240 billion dollars, increases back to about 340 billion dollars, before declining slowly to 215 billion dollars by June 2022. The series increases slightly to around 260 billion dollars by the end of the series of February 2023.

Note: The data are converted to constant 2023 dollars using the consumer price index. The key identifies areas in order from top to bottom.

Source: Federal Reserve Board staff calculations based on Investment Company Institute data; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 4.5: Corporate bonds held by bond mutual funds fell sharply

Billions of dollars (real)

Date Corporate bonds
2000 Q1 380.72831722244
2000 Q2 376.93556816382
2000 Q3 361.955796583863
2000 Q4 330.114328492626
2001 Q1 338.42408481882
2001 Q2 339.741609913631
2001 Q3 334.932718469904
2001 Q4 412.992218725085
2002 Q1 423.605701075511
2002 Q2 471.739845668211
2002 Q3 455.162575049834
2002 Q4 455.806408975161
2003 Q1 456.531200808743
2003 Q2 502.236564330309
2003 Q3 507.203272140148
2003 Q4 500.286773560852
2004 Q1 542.379351338583
2004 Q2 466.98693298518
2004 Q3 467.526606385373
2004 Q4 477.852291779098
2005 Q1 450.106984428621
2005 Q2 451.752976524422
2005 Q3 414.537652069082
2005 Q4 415.429525855795
2006 Q1 426.101079095174
2006 Q2 410.792413287197
2006 Q3 411.335167229232
2006 Q4 433.692390834573
2007 Q1 438.300457881744
2007 Q2 428.411846118779
2007 Q3 412.858736999485
2007 Q4 400.698920767577
2008 Q1 390.415223791885
2008 Q2 414.484133369216
2008 Q3 383.019925354915
2008 Q4 350.053539721476
2009 Q1 374.131850645788
2009 Q2 439.653239635401
2009 Q3 494.63609661688
2009 Q4 568.522797161257
2010 Q1 654.450919440481
2010 Q2 659.664244940014
2010 Q3 730.380635718017
2010 Q4 858.012548709976
2011 Q1 899.415758703397
2011 Q2 903.157597630478
2011 Q3 818.913008817174
2011 Q4 854.851352078582
2012 Q1 948.729540373252
2012 Q2 970.454678359333
2012 Q3 1068.48172322946
2012 Q4 1126.49228296189
2013 Q1 1155.05258134775
2013 Q2 1162.80305825059
2013 Q3 1191.69247804088
2013 Q4 1244.41043669533
2014 Q1 1289.46490894055
2014 Q2 1323.44919085117
2014 Q3 1304.23561119287
2014 Q4 1334.78799374926
2015 Q1 1385.80413964698
2015 Q2 1370.44692295826
2015 Q3 1352.71791034179
2015 Q4 1289.16766922814
2016 Q1 1350.89289529726
2016 Q2 1387.50814777352
2016 Q3 1430.16267029554
2016 Q4 1357.76920066141
2017 Q1 1395.90179616922
2017 Q2 1395.77242198166
2017 Q3 1402.1113754755
2017 Q4 1363.30192976741
2018 Q1 1342.32254346393
2018 Q2 1333.96188084437
2018 Q3 1383.23676221631
2018 Q4 1296.62993448971
2019 Q1 1412.17489133375
2019 Q2 1463.90301380468
2019 Q3 1505.80758810113
2019 Q4 1455.54532120934
2020 Q1 1383.38523086772
2020 Q2 1724.83284802876
2020 Q3 1769.37829531669
2020 Q4 1787.75970407801
2021 Q1 1741.72238000286
2021 Q2 1766.99843353446
2021 Q3 1685.58563787886
2021 Q4 1645.90609678414
2022 Q1 1445.92375149701
2022 Q2 1210.36891028989
2022 Q3 1122.02601324255
2022 Q4 1148.66940369516

Note: The data show holdings of all U.S. corporate bonds by all U.S.-domiciled mutual funds (holdings of foreign bonds are excluded). The data are converted to constant 2022 dollars using the consumer price index.

Source: Federal Reserve Board staff estimates based on Federal Reserve Board, Statistical Release Z.1, “Financial Accounts of the United States”; consumer price index, Bureau of Labor Statistics via Haver Analytics.

Return to text
Figure 4.6: Assets held by high-yield and bank-loan mutual funds decreased

Billions of dollars (real)

Date Bank loan mutual funds High-yield bond mutual funds
200001 226.521113744076 196.49058056872
200002 225.344751236749 194.874513780919
200003 214.524224299065 184.461311214953
200004 210.389547460595 180.259885814361
200005 202.787210029155 173.047027172012
200006 208.195589095128 177.804467053364
200007 206.010984027778 175.752886805556
200008 206.012725 175.166179166667
200009 198.717203454231 168.290277029361
200010 189.017426206897 158.682726206897
200011 177.742700057438 147.205971280873
200012 178.434428275862 148.940005517241
200101 194.826114448886 164.776476527698
200102 195.229416382253 166.312497610921
200103 187.992559818388 159.076406356413
200104 187.051394007914 156.190209836066
200105 191.594618120428 160.042816882386
200106 183.140575280899 152.121943146067
200107 184.800503661972 154.09109543662
200108 185.961491830986 155.079206535211
200109 170.14248323051 140.672649018508
200110 172.943215306697 144.988966122679
200111 180.926261330327 153.49792897407
200112 179.104506621392 152.345580305603
200201 182.559428571429 156.39772987013
200202 177.620808998875 152.108629471316
200203 185.343014765101 160.348729530201
200204 187.563198887653 163.045910122358
200205 184.740523248053 160.649898553949
200206 172.273124624792 148.926669705392
200207 162.326649194892 139.931524930594
200208 165.585199557277 144.181773768677
200209 159.717784309392 139.333796685083
200210 160.054181136238 140.814027799228
200211 172.353276999448 153.634159293988
200212 175.634682587065 157.521087893864
200301 179.427797468354 161.68866835443
200302 185.135720152922 167.809899290005
200303 195.764852117264 178.828311400651
200304 216.897783460283 199.763979760609
200305 220.810002179836 203.812132316076
200306 231.155498965705 214.212163962983
200307 225.841029690049 208.608574225122
200308 228.913816901408 211.26268992416
200309 234.214985961123 216.244181857451
200310 243.711297081081 223.849352432432
200311 248.68298601626 228.247063414634
200312 256.007820944113 235.089402061856
200401 260.082027861771 237.540145140389
200402 252.687827497315 229.609424919441
200403 249.981344503735 226.355611953042
200404 244.533313404255 219.880435531915
200405 233.164522686409 206.456421575886
200406 235.908039219821 207.516165102794
200407 239.615724392819 209.487249630412
200408 244.810732875989 213.39319408971
200409 249.454817061611 217.049960821485
200410 253.515614457831 220.279807228916
200411 257.871857591623 223.842285863874
200412 262.127598949028 227.411643089858
200501 260.714853696906 225.174086208705
200502 264.030233993744 227.736507403545
200503 248.912806001035 211.352161614071
200504 241.686136896197 204.183168961973
200505 243.589095679012 206.29669691358
200506 247.15591403599 209.584168843188
200507 249.861938382804 212.146086386899
200508 248.45493299389 210.928053360489
200509 240.207423138833 202.805202615694
200510 235.342359638554 197.533477108434
200511 239.024687854251 200.525998178138
200512 240.404484756098 201.582672560976
200601 240.106123449319 201.926902874433
200602 241.46535762456 202.892128233518
200603 240.989703903904 201.490526126126
200604 240.455514640199 200.371384019851
200605 237.645772444444 196.438863407407
200606 235.63526525382 193.109922523411
200607 239.390288550369 195.708616216216
200608 243.073998626778 198.731451495831
200609 247.443494726466 202.178120847708
200610 254.089046580773 207.70184420218
200611 256.717297667494 209.963924962779
200612 259.186033498513 211.86112864222
200701 263.264724922931 214.584218638843
200702 267.414811669836 217.209025695458
200703 267.297435817523 216.028411702832
200704 270.46576507359 217.919270197304
200705 274.64024717599 220.833101577791
200706 268.734825103671 213.021842266933
200707 255.426373626374 203.776389324961
200708 251.850063054007 203.969916457048
200709 258.528467936112 209.735218379778
200710 260.417180763487 211.833196768388
200711 248.125690061234 203.180829301018
200712 246.440262812089 203.609421813403
200801 235.046571347356 195.511794201251
200802 226.635083257359 192.133264491504
200803 220.469192424413 187.462848151062
200804 230.896587050735 197.134133495948
200805 230.050278259906 196.666970346025
200806 223.141159609716 189.402094189155
200807 219.558875816043 184.893700423706
200808 220.637879006418 186.538211661174
200809 202.61800816334 171.449497447242
200810 169.409593439625 143.498845008381
200811 156.807848981994 133.257568365305
200812 167.30171642217 144.674463725098
200901 178.992554808826 154.432995268609
200902 175.754767782161 150.478837284925
200903 180.678810769643 155.368021663399
200904 202.269895329207 174.512312324142
200905 217.981549266796 187.832276485111
200906 224.405749282545 192.889749041462
200907 240.711394699816 207.378170150127
200908 244.640009266381 210.833596189664
200909 257.415313308855 222.412569766957
200910 261.114318544526 225.864142993936
200911 263.637246429067 228.55245763417
200912 273.175687037217 236.446428740119
201001 277.994503038946 239.21061014274
201002 275.626687336498 235.513021717165
201003 287.76721220782 244.920206772013
201004 297.914520776665 251.651930700109
201005 278.525679949399 232.454737507906
201006 280.98275190971 234.484466588673
201007 294.012104526836 246.363108833958
201008 297.494148558027 248.955876177214
201009 309.066174446871 258.286452693887
201010 320.584125169745 266.988605237048
201011 317.945571861446 261.828956641362
201012 331.699643122744 269.532896855994
201101 349.690657742379 279.283417808312
201102 362.102561757543 285.190974971646
201103 362.970278027628 281.384153364926
201104 370.701504450748 285.057356762381
201105 374.842454196244 286.001964737746
201106 364.580676584471 274.702657428164
201107 370.3567013394 279.258596329707
201108 337.280223531749 258.912694961266
201109 327.505872915831 251.048499839128
201110 357.708633386479 278.314966897947
201111 348.642216682138 270.043228749503
201112 359.254459746889 281.631575560991
201201 377.236225266362 297.21396651446
201202 388.928956396077 308.571668474895
201203 391.333834484202 310.256331868592
201204 397.475950713867 314.393719016885
201205 389.39743097709 307.016111742053
201206 397.306809715964 314.510850887667
201207 411.979464697255 327.287458097632
201208 420.498787129035 334.137822978657
201209 427.77529910504 338.835176636835
201210 434.738425969557 342.659279171008
201211 437.525463098501 342.393164828578
201212 446.045768441775 347.621988580189
201301 458.646439812402 354.443291818656
201302 462.004748498919 351.681890026963
201303 472.594589063164 354.454665618435
201304 486.562263612164 361.778823984759
201305 487.286024254652 356.890813883105
201306 467.337593360285 330.887410237084
201307 490.300325005565 342.271889415915
201308 491.872248746136 334.749893148963
201309 506.61852239386 342.648137553438
201310 524.220263074512 354.503922310808
201311 532.424674924593 357.479275064466
201312 538.456211526331 358.387756909491
201401 544.543601292772 360.002010465295
201402 554.298990974568 367.501698178302
201403 553.856099503582 366.335432027187
201404 553.650316359587 367.867606802997
201405 554.791196469105 371.065084993695
201406 552.011857868702 371.850927780552
201407 532.436923064008 355.066962434418
201408 527.185888199385 354.216674738913
201409 504.990230516193 337.715905575324
201410 504.598462050347 343.291316202887
201411 507.289381455086 346.845458033208
201412 482.188051377272 331.874390576291
201501 483.201248400775 337.288564227858
201502 496.877783079558 350.637362496911
201503 487.605708138693 343.598907161219
201504 492.203530699623 347.62043626558
201505 491.339319021888 346.860720842707
201506 474.998118824328 334.533505141679
201507 469.081934348471 329.44232638045
201508 455.774190570503 320.564336595109
201509 440.132036563071 310.063256634937
201510 452.605847846013 324.014133822181
201511 441.010428759227 313.921322681768
201512 413.870112842194 295.473785181271
201601 399.264797143291 285.49806918908
201602 398.814639725698 288.921147816845
201603 418.242793576672 306.994958090471
201604 428.726013850983 316.491762385011
201605 427.766130317322 315.752449038209
201606 423.180368437212 312.574380170776
201607 437.299947803248 324.365550974949
201608 445.868340246378 331.888415729357
201609 448.497427804563 332.464411253044
201610 448.851204117007 330.274477617497
201611 443.743144522753 321.955252762551
201612 463.197304085623 333.316195864674
201701 470.840572395703 336.529899727803
201702 477.44177288457 338.36055959902
201703 470.762076611663 327.736565149446
201704 474.730598714237 329.613229130883
201705 478.530474271962 329.947600364479
201706 475.529966565288 326.741555795963
201707 477.424007582133 327.968766187609
201708 470.563120898994 322.710784582863
201709 470.730821047002 323.446361260681
201710 470.830949270868 323.082570146313
201711 460.074731887671 314.941131800105
201712 454.847762651912 310.375638558518
201801 454.56069908459 308.916062404435
201802 438.499210814849 292.234940058074
201803 435.239969225098 286.729498064547
201804 439.082119371293 288.043739512904
201805 436.758963861551 283.134314991176
201806 438.329881542448 281.924456226264
201807 442.282766124616 283.571956381991
201808 445.17867616381 284.48592783546
201809 449.506364230567 286.727492503139
201810 438.856305593452 275.455639836289
201811 428.271888842159 271.280958268198
201812 396.139389013386 257.931625224393
201901 408.706973684211 272.418728070175
201902 413.034934645694 279.142473177833
201903 409.700144924115 280.360081667335
201904 411.007987540501 283.857210700142
201905 398.97141136779 275.37646408322
201906 402.182922664293 282.138433609351
201907 402.540337918159 285.40467114366
201908 393.911634796031 281.705507526563
201909 394.978822008187 285.550716430583
201910 389.952449231774 285.345943904316
201911 389.27976439302 286.689731268079
201912 394.589823717574 292.985759648836
202001 392.822257695632 291.51174542875
202002 381.114241180154 282.863659221117
202003 311.758656877748 238.086861127792
202004 336.056452031873 261.474500076056
202005 362.921969156844 287.34412380945
202006 367.665066854928 293.831209983049
202007 384.428146861649 311.477921428323
202008 388.802116821459 316.059204364453
202009 382.860163208852 310.866844167819
202010 385.768827595742 314.94801281165
202011 401.337339036003 329.193495728762
202012 409.600184432995 336.698394619041
202101 413.045170539257 336.728219372893
202102 415.419624354597 335.56744127689
202103 412.201353231877 328.346137263711
202104 417.606528567256 329.472599698937
202105 413.797907241962 323.043566633853
202106 417.100814734115 323.605408397621
202107 418.729415281151 323.592290194613
202108 423.38220618715 325.876734255228
202109 426.239534978674 325.776017935912
202110 424.464488175596 321.502634739632
202111 417.265214212731 312.099798667377
202112 427.63322314761 318.944222781759
202201 420.206328481796 303.10527764736
202202 413.762626147274 292.310495284016
202203 405.924304357505 283.004360148033
202204 395.349310190966 268.573807249169
202205 380.292488710075 261.209474094753
202206 345.165295787197 234.393682988482
202207 357.672192955217 249.112245743833
202208 346.390945095907 238.123649918459
202209 323.968985606857 223.683917684159
202210 324.723513281344 228.145647960485
202211 327.399239396596 232.467869846932
202212 318.501351563527 228.099436854146
202301 323.350961125781 233.730466691179
202302 314.5 227.06

Note: The data are converted to constant 2023 dollars using the consumer price index. The key identifies series in order from top to bottom.

Source: Investment Company Institute; consumer price index, Bureau of Labor Statistics via Haver Analytics.

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Figure 4.7. Bond and bank loan mutual funds experienced notable outflows during most of the past year

This is a stacked bar chart titled "Bond and bank loan mutual funds experienced notable outflows during most of the past year." The x-axis ranges from January 2017 to February 2023, with labels for February, May, August, and November of each year. The y-axis is in billions of dollars and ranges from negative 150 billion to 150 billion. The data are monthly. "Investment-grade bon¬d mutual funds" are shown in blue. The series starts at 5 billion in January 2017 and rises until March 2017 to 18 billion. It then oscillates within the range of 0 to 15 billion until September 2018 aside from one peak in January 2018 at 22 billion. Throughout 2018, it hovers around 5-10 billion before dropping dramatically in October 2018 to negative 14 billion, further declining to -21 billion in December 2018. It goes back to 0 in January 2019 and generally rises to a local peak of 27 billion in January 2020. In March 2020, it plummets to negative 89 billion before returning to a range of 22 to 42 billion through the rest of 2020. It decreases to 28 billion in February 2021 and then continues to decrease through May 2022 to a local minimum of negative 40 billion. The series increases to 2 billion by August 2022, drops to –21 billion by October 2022, and then increases to 13 billion by February 2023. "Bank loan mutual funds" are represented in orange. It begins around 3 billion and decreases through December 2017 to about negative 1 billion. It then increases steadily through June 2018 to about 2.5 billion dollars. It decreases to about negative 5 billion in November 2018 before dropping dramatically in December 2018 to about negative 13 billion. The variable recovers slowly through 2019 and ends at about negative 3 billion dollars in December 2019. In January 2020, it increases to around 0 before declining slightly in February and sharply to negative 11 billion in March and then hovers around negative 2 billion through October 2020. It increased to 0 in December 2020 and then continued to increase to about 4 billion by April 2021. The series declined slightly to hover around 2 billion until hitting its peak of about 8 billion in January 2022. The variable declined to around negative 5 billion in September 2022. The series then hovers around –5 billion until December 2022, increases to –2 billion until the end of February 2023. “High-yield bond mutual funds” are represented in tan. The bar begins around 700 million and decreases to negative 7 billion in March 2017, staying negative or just barely above 0 through 2017. The series decreases significantly in February 2018 to -10 billion, and then increases to 1 billion dollars in April 2018. The series then remains between negative 2 billion and positive 1 billion through January 2019, where it reaches about 3 billion. The series again oscillates between about negative 4 billion and positive 1 billion until February 2020. In March 2020, the series steeply declines to its lowest point around negative 10 billion before rebounding to its peak of 12 billion in May 2020. The series declines to negative 1 billion in August 2020 and bounces between negative 5 billion and 1 billion through the end of the plotted period, ending at about negative 2.75 billion in February 2023.

Note: Mutual fund assets under management as of February 2023 included $2,173 billion in investment-grade bond mutual funds, $227 billion in high-yield bond mutual funds, and $87 billion in bank-loan mutual funds. Bank-loan mutual funds, also known as floating-rate bond funds, are excluded from high-yield bond mutual funds.

Source: Investment Company Institute.

Return to text
Figure 4.8: Life insurers held more risky, illiquid assets on their balance sheets

Percent share (left)
Billions of dollars (right)

Date Other Asset-backed securities CRE loans CRE loans, securitized Alternative investments Illiquid corporate debt Illiquid corporate debt, securitized Share of life insurer assets (left scale) Share of P&C insurer assets (left scale)
2006 249.36418603 273.648804584 187.455498163 137.227369076 315.647523327 9.270303692 33.0030869314266 10.0658860461362
2007 270.730957026 292.623409536 216.874778004 183.640538761 326.133744538 13.249053905 35.1041232508729 12.3516373592211
2008 265.607426858 304.065243431 221.587617153 167.91060784 344.172102371 14.399001351 35.0274125357628 11.923602928883
2009 236.553072997 294.424846975 222.574599429 171.216064385 348.192418629 17.606131236 33.785640580497 10.9670148172131
2010 210.314771583 286.600104879 189.620977307 224.584371363 365.131897943 21.039330465 31.5611735257269 12.8900226088888
2011 215.60023613 301.752914446 183.346141272 237.330714105 377.353517275 26.188385668 30.8027070530158 13.4533133440604
2012 200.744188476 314.087320617 168.96650069 254.111068642 392.086449227 33.480490214 30.663194026548 13.4410119479159
2013 198.967930661 331.622591525 164.953591833 275.472501071 419.17763096 44.967769724 30.6594691064958 15.0104918349368
2014 203.313842436 349.117587688 167.288968608 300.221108516 424.247682357 66.270302938 31.174669913411 14.9467114969197
2015 196.018451443 375.676087192 159.592154058 292.144032264 441.206048121 77.850096607 31.26838247257 15.0978321425401
2016 203.05483883 407.463499376 155.412854549 306.373932969 467.576719392 83.256406058 31.3259634110557 15.1870636989002
2017 197.672711926 442.798343026 153.500067568 334.043986596 479.074314785 91.958551953 31.5018247507745 14.7946391585644
2018 199.555198479 483.605361409 165.990013172 342.80620307 478.085246797 118.910516363 32.8672454837957 15.0210021229006
2019 197.781120644 534.207346616 184.3098524 381.329099858 544.570925459 144.402407646 34.7643081332679 15.2503054560003
2020 192.608234025 555.746173269 195.788367986 432.99886015 633.482974481 178.367179981 35.5582777200671 16.2697660808921
2021 197.252728613 577.934563702 199.072374184 494.496794022 674.352466529 206.567159997 36.1050395619078 15.7644871176267

Note: Securitized products include collateralized loan obligations for corporate debt, private-label commercial mortgage-backed securities for commercial real estate (CRE), and private-label residential mortgage-backed securities and asset-backed securities (ABS) backed by autos, credit cards, consumer loans, and student loans for other ABS. Illiquid corporate debt includes private placements, bank and syndicated loans, and high-yield bonds. Alternative investments include assets filed under Schedule BA. P&C is property and casualty. The key identifies bars in order from top to bottom.

Source: Staff estimates based on data from Bloomberg Finance L.P. and National Association of Insurance Commissioners Annual Statutory Filings.

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Figure 4.9: Life insurers continued to rely on nontraditional liabilities

Billions of dollars (real)

date Repurchase agreements Securities lending cash collateral FHLB advances Funding-agreement-backed securities
2006 4.556142521082 201.694680804065 13.1421341943995 235.100467730024
2007 3.89990058183623 205.058720419379 23.711482835263 242.5744603645
2008 11.3913431769325 68.6731856589826 47.2996166453467 229.584863296452
2009 13.9995328606024 52.4739521190218 62.4381802648339 163.383717133596
2010 13.9481744037978 57.3885338756984 57.8544261947434 127.354722008546
2011 Q1 8.09268652636097 61.680535659143 57.9008353394953 113.485292103856
2011 Q2 8.90947035997227 60.7947247337356 56.8756512913815 107.335231142056
2011 Q3 8.96806734451587 58.1891249174259 56.8780578762704 99.9234387917754
2011 Q4 9.30677996481346 55.6518085686206 57.3887670799345 99.6701737060825
2012 Q1 10.605733319994 54.7161346301416 58.4729038591086 96.1252733809749
2012 Q2 13.6699744384468 62.7364070634154 62.3919551564049 97.727638312389
2012 Q3 14.5295270628384 70.9293353060921 61.958931512383 98.9430258959587
2012 Q4 14.4808118122682 69.2493076857124 60.2630341883192 94.9176758684791
2013 Q1 17.0686666531939 69.0211857956362 61.0618406101911 93.9651909659635
2013 Q2 17.0114432666028 70.2133746323889 62.2046797310301 84.0868792825118
2013 Q3 16.3817265519684 64.7993458783094 60.8968704621789 79.5266775993278
2013 Q4 14.642437515759 71.185756486214 61.9000614685621 77.2818120999243
2014 Q1 17.2332848023359 72.4955118290132 61.6844995478677 72.1398761442727
2014 Q2 17.2704146123303 74.807867798978 61.9305331126248 75.8462891583065
2014 Q3 19.0221677044478 78.5180018055623 62.3511919018586 79.3262577061057
2014 Q4 14.5323420207889 67.9134783292209 62.6769144697806 84.7831698694874
2015 Q1 13.953119136299 68.3532587006995 65.684517163188 87.8643970120771
2015 Q2 13.5095211166119 61.7791086017817 66.9281100183617 85.7574669039781
2015 Q3 13.5340616205876 61.7184267704675 68.4179339030023 80.605351481143
2015 Q4 10.7461611688525 61.6755922711422 69.5327231218325 86.4523595604041
2016 Q1 13.0937351764839 63.5950057246958 73.0805747678601 84.6589257962696
2016 Q2 14.7554461546892 66.6050793221821 76.8927009578666 85.6936493716941
2016 Q3 15.7092519586441 67.8808850644608 79.9670874288697 85.8632648116655
2016 Q4 11.9084193538968 58.3519183794025 80.6328048762918 91.2892400697022
2017 Q1 15.7016791864073 60.8791089702787 83.3317749190836 92.5850401883878
2017 Q2 15.9215696588664 61.5734147236825 83.0752065723638 96.6735811458581
2017 Q3 17.4160945837791 62.2911256371009 82.9700789225352 105.248816989931
2017 Q4 20.0268667832567 59.0782878293284 85.0327185715422 102.709319018321
2018 Q1 19.7354755703879 62.1216954274663 90.5392055081714 105.000358864181
2018 Q2 21.9406369937143 54.1776676777025 89.8779719272085 96.5303798018269
2018 Q3 21.3725715611716 55.0116230284537 88.146523641899 105.918944206908
2018 Q4 21.2208824194547 49.1244242515984 91.0061411593434 103.333083523136
2019 Q1 20.469969163253 53.2267067898172 93.1619869660104 106.883047175058
2019 Q2 19.2705405558732 52.7187064957625 92.1472815405312 104.974021985877
2019 Q3 18.3291693797435 52.7668472269234 95.4410032506644 105.899278636192
2019 Q4 19.6957793809334 51.869727640067 98.50867898603 107.995020809079
2020 Q1 21.4834566514443 49.1292144154127 116.113548030878 114.862059945095
2020 Q2 23.9873898393703 55.2827367744847 119.282991194728 120.604493990866
2020 Q3 23.6799459997444 54.3655847614495 114.512622364991 128.467977207547
2020 Q4 23.6322238513346 55.0318244412495 115.185556264104 132.685286648781
2021 Q1 29.2697251642643 58.8982314799138 123.565005018743 143.658549694441
2021 Q2 22.3632864533185 59.2894278677608 116.982400670539 157.419449122555
2021 Q3 19.8715049076396 64.0601081983608 113.117140320633 166.421337962542
2021 Q4 23.4179809812914 58.1008234819659 114.748053003115 167.391942770347
2022 Q1 22.0345924042418 58.3218617017617 123.889404009255 178.846083939507
2022 Q2 22.2906936909816 48.9533660898669 126.887297444627 175.686533164816
2022 Q3 23.3321373291495 44.1813613813068 128.570552353212 172.64718748986
2022 Q4 24.7527559 40.97131957 129.08366933429 174.48446709822

Note: The data are converted to constant 2022 dollars using the consumer price index. FHLB is Federal Home Loan Bank. The data are annual from 2006 to 2010 and quarterly thereafter. The key identifies series in order from top to bottom.

Source: Consumer price index, Bureau of Labor Statistics via Haver Analytics; Moody's Analytics, Inc., CreditView, Asset-Backed Commercial Paper Program Index; Securities and Exchange Commission, Forms 10-Q and 10-K; National Association of Insurance Commissioners, quarterly and annual statutory filings accessed via S&P Global, Capital IQ Pro; Bloomberg Finance L.P.

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Figure A. Spring 2023: Most cited potential risks over the next 12 to 18 months

The chart is titled "Spring 2023: Most cited potential risks over the next 12 to 18 months." The x-axis ranges from 0 to 80 percent and the data in each category is represented by blue bars showing the percentage of respondents. The categories on the left axis are listed in the following order from top to bottom: Persistent inflation; monetary tightening at 56 percent, banking-sector stress at 56 percent, U.S.-China tensions at 56 percent of respondents, commercial and residential real estate at 52 percent, Russia-Ukraine war at 52 percent of respondents, debt limit at 48 percent, market liquidity strains and volatility at 40 percent, under-regulated nonbanks at 24 percent, and fiscal debt sustainability at 24 percent of respondents.

Note: Responses are to the following question: "Over the next 12–18 months, which shocks, if realized, do you think would have the greatest negative effect on the functioning of the U.S. financial system?"

Source: Federal Reserve Bank of New York survey of 25 market contacts from February to April.

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Figure B. Fall 2022: Most cited potential risks over the next 12 to 18 months

The chart is titled “Fall 2022: Most cited potential risks over the next 12 to 18 months.” The x-axis ranges from 0 to 80 percent and the data in each category is represented by blue bars showing the percentage of respondents. The categories on the left axis are listed in the following order from top to bottom: Persistent inflation; monetary tightening at 62 percent, Russia’s invasion of Ukraine at 62 percent, market liquidity strains and volatility at 54 percent, higher energy prices at 54 percent, China-Taiwan conflict at 52 percent, under-regulated nonbanks at 38 percent, Europe recession at 31 percent, supply chain disruptions at 27 percent, value of U.S. dollar at 27 percent, and emerging market economy risks at 27 percent of respondents.

Note: Responses are to the following question: "Over the next 12–18 months, which shocks, if realized, do you think would have the greatest negative effect on the functioning of the U.S. financial system?"

Source: Federal Reserve Bank of New York survey of 26 market contacts from August to October.

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Figure A. Spillovers of foreign shocks to the U.S. financial system

This figure's title is "Spillovers of foreign shocks to the U.S. financial system." This figure describes four important transmission channels: (1) U.S . dollar funding markets, (2) asset markets, (3) financial institution interconnectedness, and (4) the U.S . real economy. Shocks may generate stress for foreign financial markets, internationally active financial institutions, sovereigns, and international trade and commodity markets. This stress may be transmitted to the U.S . financial system through the four channels noted earlier, resulting in two types of spillovers: (1) disruptions to financial intermediation, which can reduce credit available to U.S. households and businesses; and (2) increased risks of default and insolvency due to realized or mark-to-market losses on assets held by U.S . financial institutions. The strength of these spillovers largely depends on the extent of cross-border linkages and how existing vulnerabilities in the U.S. financial system interact with the foreign stress.

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Figure B: U.S. dollar-denominated bank claims on U.S. and non-U.S. residents as of 2022:Q3

Trillions of dollars

Type U.S. banks Foreign banks
U.S. residents 13.84464126 7.988756707
Non-U.S. residents 1.530509942 8.94860802

Note: The data exclude intragroup claims. The key identifies series in order from top to bottom.

Source: Bank for International Settlements, consolidated and locational banking statistics; Federal Reserve Board staff estimates.

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Last Update: May 10, 2023