Repo Rate Sensitivity to Treasury Issuance and Quantitative Tightening, Accessible Data

Figure 1: Estimated Sensitivity of Changes in (TGCR-ON RRP) to Changes in Treasury Securities Outstanding Over Time - Panel A: Coupons

Panel A: Coupons

Quarter No Controls Public Controls Nonpublic Controls
Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval
2016 Q1 7.329 10.445 4.213 7.277 10.187 4.366 6.406 9.404 3.408
2016 Q2 12.768 22.826 2.709 12.410 22.453 2.368 11.302 20.825 1.779
2016 Q3 12.711 18.665 6.758 12.890 18.487 7.293 11.737 18.115 5.360
2016 Q4 -2.306 5.663 -10.276 -1.774 6.090 -9.637 -2.783 5.070 -10.635
2017 Q1 6.730 15.487 -2.027 7.192 16.369 -1.985 11.499 15.225 7.773
2017 Q2 12.122 19.868 4.376 12.175 19.918 4.433 11.568 19.891 3.245
2017 Q3 13.254 21.530 4.978 12.996 20.581 5.411 13.574 21.475 5.674
2017 Q4 8.920 17.370 0.469 9.077 17.386 0.768 8.691 17.262 0.121
2018 Q1 30.127 37.231 23.022 30.028 37.296 22.759 28.932 36.288 21.577
2018 Q2 17.671 32.987 2.355 17.712 32.959 2.464 16.712 32.400 1.023
2018 Q3 17.462 25.781 9.142 17.403 25.710 9.095 16.489 24.592 8.386
2018 Q4 34.007 65.705 2.308 33.878 65.523 2.233 32.527 63.212 1.842
2019 Q1 39.141 57.905 20.376 39.185 57.884 20.486 37.448 56.306 18.591
2019 Q2 25.614 44.469 6.759 25.842 44.730 6.954 24.053 42.851 5.255
2019 Q3 11.797 38.692 -15.098 11.851 38.747 -15.046 11.005 37.586 -15.576
2019 Q4 35.803 50.464 21.143 36.042 50.728 21.355 34.671 49.214 20.127
2020 Q1 19.123 35.810 2.437 19.387 35.838 2.937 20.131 36.109 4.152
2020 Q2 2.058 3.103 1.012 2.016 3.273 0.758 1.350 3.272 -0.571
2020 Q3 1.944 2.823 1.065 1.969 2.914 1.025 1.030 2.938 -0.877
2020 Q4 1.209 2.852 -0.435 1.257 2.979 -0.464 0.532 2.588 -1.523
2021 Q1 0.578 1.651 -0.496 0.576 1.632 -0.480 -0.185 1.337 -1.707
2021 Q2 0.057 0.133 -0.019 0.083 0.199 -0.033 -0.346 0.396 -1.087
2021 Q3 0.000 0.000 0.000 0.093 0.258 -0.072 -0.203 0.563 -0.968
2021 Q4 0.000 0.000 0.000 0.258 0.692 -0.177 0.502 2.481 -1.478
2022 Q1 0.000 0.000 0.000 0.122 0.337 -0.093 -0.510 0.245 -1.265
2022 Q2 -1.585 1.375 -4.545 -1.541 1.593 -4.676 -2.668 1.119 -6.456
2022 Q3 0.394 1.409 -0.622 0.390 1.378 -0.597 -0.844 1.113 -2.801
2022 Q4 3.321 7.470 -0.827 3.527 7.771 -0.716 2.559 6.558 -1.440
2023 Q1 2.955 8.765 -2.856 3.224 8.504 -2.055 4.170 10.696 -2.357
2023 Q2 4.602 5.871 3.333 4.479 6.285 2.674 4.897 7.443 2.352
2023 Q3 1.704 4.197 -0.788 1.599 3.987 -0.789 0.735 3.119 -1.649
2023 Q4 -0.606 3.072 -4.284 -0.572 3.157 -4.302 -2.597 2.235 -7.428
2024 Q1 1.561 3.410 -0.288 1.567 3.360 -0.226 0.008 2.774 -2.759
2024 Q2 2.711 3.952 1.471 2.716 3.982 1.451 1.503 3.814 -0.808
2024 Q3 5.036 8.459 1.614 4.955 8.280 1.630 3.543 6.868 0.219
2024 Q4 11.521 12.765 10.278 11.304 12.609 9.998 9.973 12.251 7.695
Figure 1: Estimated Sensitivity of Changes in (TGCR-ON RRP) to Changes in Treasury Securities Outstanding Over Time

Panel B: Bills

Quarter No Controls Public Controls Non-Public Controls
Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval
2016 Q1 0.639 1.145 0.133 0.650 1.155 0.144 0.570 1.108 0.033
2016 Q2 0.241 0.802 -0.319 0.242 0.864 -0.379 0.141 0.822 -0.540
2016 Q3 0.912 1.753 0.070 0.913 1.715 0.112 0.862 1.665 0.058
2016 Q4 0.943 1.387 0.498 0.944 1.385 0.503 0.869 1.342 0.396
2017 Q1 0.380 0.628 0.132 0.419 0.667 0.172 0.511 0.883 0.138
2017 Q2 0.639 1.063 0.215 0.701 1.086 0.315 0.649 1.070 0.227
2017 Q3 -0.003 0.880 -0.886 -0.043 0.797 -0.883 -0.028 0.836 -0.893
2017 Q4 0.517 1.283 -0.248 0.497 1.265 -0.270 0.507 1.254 -0.239
2018 Q1 1.022 1.474 0.570 1.036 1.480 0.591 0.966 1.416 0.515
2018 Q2 1.164 2.353 -0.025 1.153 2.340 -0.033 0.909 2.175 -0.357
2018 Q3 2.331 3.074 1.589 2.350 3.079 1.622 2.145 3.073 1.217
2018 Q4 4.700 7.429 1.970 4.717 7.474 1.960 4.594 7.347 1.841
2019 Q1 3.173 5.282 1.064 3.204 5.340 1.068 2.781 4.861 0.701
2019 Q2 0.820 2.956 -1.317 0.721 2.858 -1.417 0.427 2.494 -1.640
2019 Q3 2.728 4.630 0.826 2.729 4.636 0.822 2.643 4.533 0.753
2019 Q4 4.607 7.986 1.229 4.633 8.032 1.234 4.122 7.356 0.887
2020 Q1 -0.460 1.297 -2.216 -0.279 1.411 -1.969 -0.206 1.294 -1.707
2020 Q2 0.073 0.231 -0.086 0.038 0.245 -0.169 -0.067 0.249 -0.383
2020 Q3 -0.287 0.259 -0.833 -0.228 0.376 -0.832 -0.562 0.358 -1.483
2020 Q4 -1.635 1.089 -4.358 -1.656 1.115 -4.427 -2.289 0.774 -5.352
2021 Q1 0.048 0.452 -0.356 -0.006 0.455 -0.468 -0.366 0.657 -1.389
2021 Q2 0.151 0.409 -0.108 0.143 0.416 -0.130 -0.245 0.519 -1.009
2021 Q3 0.000 0.000 0.000 -0.023 0.009 -0.054 -0.075 0.085 -0.235
2021 Q4 0.000 0.000 0.000 0.034 0.087 -0.020 0.122 0.624 -0.379
2022 Q1 0.000 0.000 0.000 0.025 0.057 -0.007 -0.090 0.073 -0.254
2022 Q2 0.970 2.447 -0.507 0.946 2.437 -0.546 0.940 2.465 -0.585
2022 Q3 0.089 0.263 -0.085 0.088 0.279 -0.103 0.013 0.201 -0.176
2022 Q4 0.092 0.427 -0.244 0.087 0.413 -0.239 0.098 0.454 -0.258
2023 Q1 0.282 0.446 0.119 0.330 0.475 0.184 0.118 0.394 -0.158
2023 Q2 0.338 0.700 -0.024 0.256 0.623 -0.112 0.302 0.690 -0.086
2023 Q3 -0.014 0.276 -0.303 0.039 0.312 -0.234 -0.024 0.260 -0.307
2023 Q4 0.177 0.558 -0.204 0.177 0.531 -0.177 -0.034 0.503 -0.571
2024 Q1 0.419 0.836 0.001 0.416 0.806 0.025 0.449 0.822 0.076
2024 Q2 -0.527 0.013 -1.068 -0.482 0.150 -1.115 -0.828 0.102 -1.759
2024 Q3 1.376 2.344 0.408 1.377 2.355 0.398 1.135 2.218 0.051
2024 Q4 1.695 3.627 -0.236 1.713 3.613 -0.188 1.354 3.375 -0.667

Panel A plots coefficients and 95% confidence intervals for the sensitivity of changes in (TGCR – ON RRP) to changes in Treasury coupons outstanding, estimated quarterly, under three specifications: no controls (coefficients in blue circles with confidence intervals in thick blue lines), public controls (coefficients in red triangles with confidence intervals in dashed red lines), and nonpublic controls (coefficients in green squares with confidence intervals in thin green lines). The three specifications exhibit similar patterns. The coefficients increase from around 10 in 2016 and 2017 to near 30 by the end of 2018 and into 2019. Over this period, the confidence intervals are large, but most estimates in 2018 and 2019 are statistically significant. Starting in 2020-Q2, the coefficients fall to close to zero, with very small confidence intervals. The coefficients begin to increase in 2024-Q1, becoming statistically significant in mid-2024 and reaching a level of around 10 by 2024-Q4.

Panel B plots coefficients and 95% confidence intervals for the sensitivity of changes in (TGCR – ON RRP) to changes in Treasury bills outstanding, estimated quarterly, under the same three specifications as in Panel A. The three specifications exhibit similar patterns. The coefficients increase from near zero in 2016 and 2017 to around 2 to 4 by mid-2018 and into 2019. The confidence intervals are large between 2018-Q4 and 2019-Q4, but most estimates in 2018 and 2019 are statistically significant. In 2020-Q1, the coefficients fall to close to zero, with small confidence intervals. The coefficients are slightly higher – close to 2 – in the last two quarters of 2024.

In both panels, two periods of quantitative tightening are shaded in yellow, the first between October 2017 – June 2019 and the second between June 2022 – December 2024. The sum of reserves and ON RRP take-up, scaled by GDP, is plotted on the left axis (black dotted line). It begins at around 13 percent, then declines to around 7 percent during the first QT period. It increases beginning in the second half of 2019, reaches a level of just below 25 percent at the beginning of 2022, then decreases to around 12 percent at the end of 2024.

To the right of each panel, coefficients for 2023-2024 are plotted on shorter y-axis scale.

Note: Point estimates and 95% confidence intervals are plotted. Estimated over January 1, 2016 - November 30, 2024. September 16, 2019 - September 30, 2019 is dropped. The 2024-Q4 estimate is preliminary. Includes month fixed effects and Newey-West standard errors with 20 lags. Public controls are lagged weekly average levels of ON RRP take-up plus reserves, Treasury securities held in SOMA, and TGA; nonpublic controls are daily contemporaneous changes and lagged levels of ON RRP take-up plus reserves, SOMA Treasury securities, and TGA. All control variables are logged. QT periods are shaded in yellow. Source: Federal Reserve Board, H.4.1; Federal Reserve Bank of New York; Treasury Department.

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Figure 2. Estimated Sensitivity of Changes in (TGCR-ON RRP) to Changes in Treasury Securities Outstanding Over Time, with and without Quarter-Ends

Panel A: Coupons

Quarter Includes Quarter-Ends Excludes Quarter-Ends
Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval
2016 Q1 7.329 10.445 4.213 7.163 10.841 3.485
2016 Q2 12.768 22.826 2.709 13.068 23.281 2.856
2016 Q3 12.711 18.665 6.758 8.373 12.239 4.506
2016 Q4 -2.306 5.663 -10.276 -2.589 3.573 -8.751
2017 Q1 6.730 15.487 -2.027 10.804 16.617 4.991
2017 Q2 12.122 19.868 4.376 8.595 14.517 2.674
2017 Q3 13.254 21.530 4.978 7.272 14.998 -0.455
2017 Q4 8.920 17.370 0.469 6.664 14.475 -1.147
2018 Q1 30.127 37.231 23.022 29.015 34.119 23.911
2018 Q2 17.671 32.987 2.355 10.724 24.033 -2.586
2018 Q3 17.462 25.781 9.142 16.933 25.383 8.483
2018 Q4 34.007 65.705 2.308 16.759 22.810 10.708
2019 Q1 39.141 57.905 20.376 31.206 51.569 10.843
2019 Q2 25.614 44.469 6.759 29.290 52.797 5.783
2019 Q3 11.797 38.692 -15.098 25.502 52.351 -1.347
2019 Q4 35.803 50.464 21.143 36.720 48.142 25.298
2020 Q1 19.123 35.810 2.437 22.317 40.937 3.697
2020 Q2 2.058 3.103 1.012 2.324 4.171 0.477
2020 Q3 1.944 2.823 1.065 2.335 3.516 1.155
2020 Q4 1.209 2.852 -0.435 2.333 3.006 1.660
2021 Q1 0.578 1.651 -0.496 0.826 2.222 -0.569
2021 Q2 0.057 0.133 -0.019 0.060 0.167 -0.047
2021 Q3 0.000 0.000 0.000 0.000 0.000 0.000
2021 Q4 0.000 0.000 0.000 0.000 0.000 0.000
2022 Q1 0.000 0.000 0.000 0.000 0.000 0.000
2022 Q2 -1.585 1.375 -4.545 -0.102 0.547 -0.751
2022 Q3 0.394 1.409 -0.622 0.652 1.721 -0.416
2022 Q4 3.321 7.470 -0.827 3.467 7.338 -0.404
2023 Q1 2.955 8.765 -2.856 3.519 10.754 -3.715
2023 Q2 4.602 5.871 3.333 4.781 5.973 3.589
2023 Q3 1.704 4.197 -0.788 2.112 4.904 -0.680
2023 Q4 -0.606 3.072 -4.284 1.110 2.644 -0.423
2024 Q1 1.561 3.410 -0.288 2.008 3.433 0.583
2024 Q2 2.711 3.952 1.471 2.605 4.155 1.056
2024 Q3 5.036 8.459 1.614 3.203 5.478 0.928
2024 Q4 11.521 12.765 10.278 11.375 12.304 10.446
Figure 2. Estimated Sensitivity of Changes in (TGCR-ON RRP) to Changes in Treasury Securities Outstanding Over Time, with and without Quarter-Ends

Panel B: Bills

Quarter Includes Quarter-Ends Excludes Quarter-Ends
Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval Coefficient Top of 95% Confidence Interval Bottom of 95% Confidence Interval
2016 Q1 0.639 1.145 0.133 0.617 1.103 0.131
2016 Q2 0.241 0.802 -0.319 0.418 0.669 0.168
2016 Q3 0.912 1.753 0.070 0.457 0.742 0.171
2016 Q4 0.943 1.387 0.498 0.809 1.127 0.492
2017 Q1 0.380 0.628 0.132 0.449 0.691 0.207
2017 Q2 0.639 1.063 0.215 0.528 0.718 0.338
2017 Q3 -0.003 0.880 -0.886 -0.273 0.303 -0.849
2017 Q4 0.517 1.283 -0.248 0.498 1.309 -0.313
2018 Q1 1.022 1.474 0.570 0.853 1.463 0.243
2018 Q2 1.164 2.353 -0.025 1.334 2.424 0.245
2018 Q3 2.331 3.074 1.589 2.146 3.022 1.271
2018 Q4 4.700 7.429 1.970 4.512 6.996 2.029
2019 Q1 3.173 5.282 1.064 2.801 4.814 0.788
2019 Q2 0.820 2.956 -1.317 1.172 3.237 -0.893
2019 Q3 2.728 4.630 0.826 2.091 4.393 -0.211
2019 Q4 4.607 7.986 1.229 2.125 5.022 -0.773
2020 Q1 -0.460 1.297 -2.216 0.452 2.054 -1.151
2020 Q2 0.073 0.231 -0.086 0.073 0.249 -0.102
2020 Q3 -0.287 0.259 -0.833 -0.349 0.275 -0.973
2020 Q4 -1.635 1.089 -4.358 -0.195 1.438 -1.829
2021 Q1 0.048 0.452 -0.356 0.001 0.400 -0.398
2021 Q2 0.151 0.409 -0.108 0.179 0.507 -0.149
2021 Q3 0.000 0.000 0.000 0.000 0.000 0.000
2021 Q4 0.000 0.000 0.000 0.000 0.000 0.000
2022 Q1 0.000 0.000 0.000 0.000 0.000 0.000
2022 Q2 0.970 2.447 -0.507 0.729 1.922 -0.463
2022 Q3 0.089 0.263 -0.085 0.114 0.294 -0.067
2022 Q4 0.092 0.427 -0.244 0.179 0.433 -0.076
2023 Q1 0.282 0.446 0.119 0.328 0.446 0.209
2023 Q2 0.338 0.700 -0.024 0.291 0.619 -0.037
2023 Q3 -0.014 0.276 -0.303 0.186 0.492 -0.119
2023 Q4 0.177 0.558 -0.204 -0.013 0.085 -0.110
2024 Q1 0.419 0.836 0.001 0.498 0.925 0.071
2024 Q2 -0.527 0.013 -1.068 -0.467 0.046 -0.979
2024 Q3 1.376 2.344 0.408 1.165 2.248 0.082
2024 Q4 1.695 3.627 -0.236 1.487 3.110 -0.135

Panel A plots coefficients and 95% confidence intervals for the sensitivity of changes in (TGCR – ON RRP) to changes in Treasury coupons outstanding, estimated quarterly, under two specifications: one including quarter-end dates (coefficients in blue circles with confidence intervals in thick blue lines) and one excluding quarter-end dates (coefficients in orange diamonds with confidence intervals in dashed orange lines). The two specifications exhibit similar patterns, which are also similar to those observed in Figure 1, Panel A.

Panel B plots coefficients and 95% confidence intervals for the sensitivity of changes in (TGCR – ON RRP) to changes in Treasury bills outstanding, estimated quarterly, under the same two specifications as in Panel A. The two specifications exhibit similar patterns, which are also similar to those observed in Figure 1, Panel B.

In both panels, two periods of quantitative tightening are shaded in yellow, the first between October 2017 – June 2019 and the second between June 2022 – December 2024. The sum of reserves and ON RRP take-up, scaled by GDP, is plotted on the left axis (black dotted line). It begins at around 13 percent, then declines to around 7 percent during the first QT period. It increases beginning in the second half of 2019, reaches a level of just below 25 percent at the beginning of 2022, then decreases to around 12 percent at the end of 2024.

To the right of each panel, coefficients for 2023-2024 are plotted on shorter y-axis scale.

Note: Point estimates and 95% confidence intervals are plotted. Estimated over January 1, 2016 - November 30, 2024. September 16, 2019 - September 30, 2019 is dropped. The 2024-Q4 estimate is preliminary. Includes month fixed effects and Newey-West standard errors with 20 lags. Controls for daily contemporaneous changes of log levels and lagged log levels of ON RRP take-up plus reserves, Treasury securities held in SOMA, and TGA. Specification without quarter-ends excludes quarter-ends +/- 2 days. QT periods are shaded in yellow. Source: Federal Reserve Board, H.4.1; Federal Reserve Bank of New York; Treasury Department.

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Last Update: July 01, 2026