Accessible Version
Rising Property Insurance Costs and Pass-Through to Rents for Apartment Buildings, Accessible Data
Figure 1: Multifamily Insurance Costs Over Time
Real Monthly Insurance Cost Per Unit
| Year | Median | 25th Percentile | 75th Percentile | Interquartile Range | Average | Thousands of Property Observations |
|---|---|---|---|---|---|---|
| 2000 | 16.53 | 11.67 | 24.98 | 13.31 | 20.86 | 2 |
| 2001 | 20.73 | 14.06 | 29.74 | 15.68 | 24.96 | 2.7 |
| 2002 | 27.88 | 18.04 | 41.89 | 23.85 | 33.58 | 3.6 |
| 2003 | 33.83 | 22.02 | 49.78 | 27.76 | 39.63 | 4.4 |
| 2004 | 32.89 | 21.90 | 48.32 | 26.43 | 39.25 | 5.5 |
| 2005 | 30.86 | 20.93 | 47.32 | 26.39 | 39.35 | 6.6 |
| 2006 | 31.01 | 20.76 | 48.61 | 27.85 | 40.67 | 7.9 |
| 2007 | 29.65 | 19.86 | 47.37 | 27.51 | 38.96 | 8.9 |
| 2008 | 27.31 | 18.47 | 44.28 | 25.81 | 36.26 | 9.4 |
| 2009 | 26.84 | 18.53 | 44.01 | 25.49 | 36.07 | 8.6 |
| 2010 | 25.92 | 18.03 | 42.23 | 24.21 | 34.69 | 8.1 |
| 2011 | 24.88 | 17.25 | 39.33 | 22.07 | 32.81 | 8.4 |
| 2012 | 25.62 | 18.24 | 38.79 | 20.55 | 32.68 | 8.4 |
| 2013 | 27.00 | 19.39 | 39.74 | 20.35 | 33.92 | 11.1 |
| 2014 | 26.91 | 19.57 | 39.58 | 20.01 | 33.16 | 12.9 |
| 2015 | 27.08 | 19.66 | 39.87 | 20.21 | 33.32 | 14.6 |
| 2016 | 26.95 | 19.27 | 39.67 | 20.40 | 33.22 | 18 |
| 2017 | 27.01 | 19.36 | 39.68 | 20.32 | 33.45 | 19.8 |
| 2018 | 28.71 | 20.42 | 42.76 | 22.34 | 35.93 | 23.1 |
| 2019 | 31.74 | 22.51 | 46.24 | 23.73 | 38.74 | 26 |
| 2020 | 37.08 | 26.22 | 53.08 | 26.86 | 44.18 | 28 |
| 2021 | 39.43 | 27.35 | 56.98 | 29.62 | 47.07 | 27.4 |
| 2022 | 41.56 | 28.41 | 61.16 | 32.75 | 49.91 | 27 |
| 2023 | 48.91 | 32.54 | 75.21 | 42.67 | 61.18 | 24.8 |
| 2024 | 55.88 | 37.73 | 84.32 | 46.59 | 68.39 | 23.8 |
Insurance Costs as a Percent of Revenue
| Year | Median | 25th Percentile | 75th Percentile | Interquartile Range | Average | Thousands of Property Observations |
|---|---|---|---|---|---|---|
| 2000 | 1.67 | 1.15 | 2.38 | 1.23 | 1.95 | 2 |
| 2001 | 1.99 | 1.36 | 2.84 | 1.48 | 2.29 | 2.7 |
| 2002 | 2.65 | 1.71 | 3.95 | 2.25 | 3.11 | 3.6 |
| 2003 | 3.24 | 2.05 | 4.71 | 2.66 | 3.68 | 4.4 |
| 2004 | 3.24 | 2.14 | 4.62 | 2.49 | 3.63 | 5.5 |
| 2005 | 3.05 | 2.03 | 4.47 | 2.44 | 3.48 | 6.6 |
| 2006 | 3.01 | 1.98 | 4.47 | 2.49 | 3.57 | 7.9 |
| 2007 | 2.77 | 1.84 | 4.23 | 2.40 | 3.40 | 8.9 |
| 2008 | 2.53 | 1.72 | 3.86 | 2.15 | 3.09 | 9.4 |
| 2009 | 2.49 | 1.68 | 3.84 | 2.15 | 3.07 | 8.6 |
| 2010 | 2.39 | 1.63 | 3.65 | 2.02 | 2.95 | 8.1 |
| 2011 | 2.29 | 1.55 | 3.52 | 1.97 | 2.85 | 8.4 |
| 2012 | 2.34 | 1.57 | 3.56 | 1.99 | 2.91 | 8.4 |
| 2013 | 2.29 | 1.56 | 3.47 | 1.91 | 2.84 | 11.1 |
| 2014 | 2.26 | 1.53 | 3.35 | 1.82 | 2.76 | 12.9 |
| 2015 | 2.16 | 1.48 | 3.20 | 1.72 | 2.61 | 14.6 |
| 2016 | 2.08 | 1.40 | 3.15 | 1.75 | 2.52 | 18 |
| 2017 | 2.05 | 1.39 | 3.06 | 1.67 | 2.47 | 19.8 |
| 2018 | 2.17 | 1.47 | 3.20 | 1.73 | 2.59 | 23.1 |
| 2019 | 2.30 | 1.56 | 3.43 | 1.87 | 2.74 | 26 |
| 2020 | 2.65 | 1.80 | 3.93 | 2.13 | 3.17 | 28 |
| 2021 | 2.82 | 1.90 | 4.26 | 2.36 | 3.41 | 27.4 |
| 2022 | 2.99 | 1.95 | 4.54 | 2.59 | 3.69 | 27 |
| 2023 | 3.45 | 2.18 | 5.46 | 3.29 | 4.40 | 24.8 |
| 2024 | 3.83 | 2.45 | 6.05 | 3.60 | 4.78 | 23.8 |
Note: Left-hand graph on monthly insurance costs per unit contains mean (dot), 25th-to-75th percentile range (gray box), median (black line, middle of gray box), and thousands of properties (below 0 on x-axis). Real values adjusted by CPI-U, in 2023 dollars. Values are trimmed at the 0.5 and 99.5 percentile. Right-hand graph on annual insurance costs divided by annual revenue contains mean (dot), 25th-to-75th percentile range (gray box), median (black line, middle of gray box), and thousands of properties (below 0 on x-axis).
Source: Trepp, LLC. Commercial Real Estate Loan-Level Data; Bureau of Labor Statistics; Authors' analysis.
Figure 2: Map of Multifamily Insurance Costs, 2019-2024
(a) Monthly Property Insurance Costs Per Unit, 2024
| CBSA Name | CBSA Code | Average Monthly Property Insurance Costs Per Unit, 2024 |
|---|---|---|
| Albany-Schenectady-Troy, NY | 10580 | 58.17 |
| Albuquerque, NM | 10740 | 46.23 |
| Allentown-Bethlehem-Easton, PA-NJ | 10900 | 62.16 |
| Atlanta-Sandy Springs-Roswell, GA | 12060 | 61.22 |
| Augusta-Richmond County, GA-SC | 12260 | 65.38 |
| Austin-Round Rock, TX | 12420 | 56.14 |
| Bakersfield, CA | 12540 | 49.04 |
| Baltimore-Columbia-Towson, MD | 12580 | 58.26 |
| Baton Rouge, LA | 12940 | 136.67 |
| Beaumont-Port Arthur, TX | 13140 | 136.12 |
| Birmingham-Hoover, AL | 13820 | 67.81 |
| Boston-Cambridge-Newton, MA-NH | 14460 | 70.68 |
| Boulder, CO | 14500 | 58.20 |
| Buffalo-Cheektowaga-Niagara Falls, NY | 15380 | 52.17 |
| Charleston-North Charleston, SC | 16700 | 99.63 |
| Charlotte-Concord-Gastonia, NC-SC | 16740 | 46.91 |
| Chicago-Naperville-Elgin, IL-IN-WI | 16980 | 65.52 |
| Chico, CA | 17020 | 77.55 |
| Cincinnati, OH-KY-IN | 17140 | 49.55 |
| Colorado Springs, CO | 17820 | 64.69 |
| Columbus, OH | 18140 | 42.16 |
| Dallas-Fort Worth-Arlington, TX | 19100 | 75.83 |
| Deltona-Daytona Beach-Ormond Beach, FL | 19660 | 93.22 |
| Denver-Aurora-Lakewood, CO | 19740 | 65.88 |
| Des Moines-West Des Moines, IA | 19780 | 63.87 |
| Detroit-Warren-Dearborn, MI | 19820 | 48.68 |
| Durham-Chapel Hill, NC | 20500 | 49.06 |
| El Paso, TX | 21340 | 39.64 |
| Fargo, ND-MN | 22020 | 44.53 |
| Fort Collins, CO | 22660 | 83.27 |
| Fresno, CA | 23420 | 69.39 |
| Gainesville, FL | 23540 | 60.77 |
| Grand Rapids-Wyoming, MI | 24340 | 39.86 |
| Greenville-Anderson-Mauldin, SC | 24860 | 35.13 |
| Houston-The Woodlands-Sugar Land, TX | 26420 | 109.29 |
| Huntsville, AL | 26620 | 56.58 |
| Indianapolis-Carmel-Anderson, IN | 26900 | 55.68 |
| Jacksonville, FL | 27260 | 121.79 |
| Kansas City, MO-KS | 28140 | 64.94 |
| Kennewick-Richland, WA | 28420 | 43.00 |
| Knoxville, TN | 28940 | 33.31 |
| Lafayette, LA | 29180 | 93.46 |
| Lakeland-Winter Haven, FL | 29460 | 83.08 |
| Las Vegas-Henderson-Paradise, NV | 29820 | 43.47 |
| Los Angeles-Long Beach-Anaheim, CA | 31080 | 79.51 |
| Louisville/Jefferson County, KY-IN | 31140 | 65.11 |
| Madison, WI | 31540 | 36.16 |
| Memphis, TN-MS-AR | 32820 | 76.29 |
| Miami-Fort Lauderdale-West Palm Beach, FL | 33100 | 181.21 |
| Midland, TX | 33260 | 58.09 |
| Milwaukee-Waukesha-West Allis, WI | 33340 | 35.87 |
| Minneapolis-St. Paul-Bloomington, MN-WI | 33460 | 68.41 |
| Nashville-Davidson--Murfreesboro--Franklin, TN | 34980 | 57.62 |
| New Orleans-Metairie, LA | 35380 | 168.34 |
| New York-Newark-Jersey City, NY-NJ-PA | 35620 | 110.37 |
| Oklahoma City, OK | 36420 | 65.99 |
| Omaha-Council Bluffs, NE-IA | 36540 | 60.27 |
| Orlando-Kissimmee-Sanford, FL | 36740 | 95.19 |
| Oxnard-Thousand Oaks-Ventura, CA | 37100 | 67.72 |
| Pensacola-Ferry Pass-Brent, FL | 37860 | 94.56 |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 37980 | 69.24 |
| Phoenix-Mesa-Scottsdale, AZ | 38060 | 38.29 |
| Pittsburgh, PA | 38300 | 51.69 |
| Portland-Vancouver-Hillsboro, OR-WA | 38900 | 47.98 |
| Providence-Warwick, RI-MA | 39300 | 67.56 |
| Raleigh, NC | 39580 | 51.28 |
| Reading, PA | 39740 | 50.85 |
| Reno, NV | 39900 | 35.34 |
| Richmond, VA | 40060 | 41.16 |
| Riverside-San Bernardino-Ontario, CA | 40140 | 53.30 |
| Rochester, MN | 40340 | 48.65 |
| Rochester, NY | 40380 | 45.54 |
| Sacramento--Roseville--Arden-Arcade, CA | 40900 | 59.09 |
| St. Louis, MO-IL | 41180 | 59.75 |
| Salt Lake City, UT | 41620 | 41.70 |
| San Antonio-New Braunfels, TX | 41700 | 70.51 |
| San Diego-Carlsbad, CA | 41740 | 65.68 |
| San Francisco-Oakland-Hayward, CA | 41860 | 108.07 |
| San Jose-Sunnyvale-Santa Clara, CA | 41940 | 86.87 |
| Santa Maria-Santa Barbara, CA | 42200 | 66.89 |
| Santa Rosa, CA | 42220 | 61.86 |
| Savannah, GA | 42340 | 68.64 |
| Seattle-Tacoma-Bellevue, WA | 42660 | 62.02 |
| Spokane-Spokane Valley, WA | 44060 | 33.74 |
| Springfield, MO | 44180 | 57.59 |
| Stockton-Lodi, CA | 44700 | 44.15 |
| Tallahassee, FL | 45220 | 65.16 |
| Tampa-St. Petersburg-Clearwater, FL | 45300 | 114.60 |
| Toledo, OH | 45780 | 27.38 |
| Tucson, AZ | 46060 | 24.91 |
| Tulsa, OK | 46140 | 71.45 |
| Virginia Beach-Norfolk-Newport News, VA-NC | 47260 | 57.44 |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 47900 | 50.79 |
| Winston-Salem, NC | 49180 | 48.13 |
(b) Growth in Real Property Insurance Costs, 2019-2024
| CBSA Name | CBSA Code | Average Percent Growth in Real Property Insurance Costs, 2019-2024 |
|---|---|---|
| Albany-Schenectady-Troy, NY | 10580 | 58.22 |
| Albuquerque, NM | 10740 | 108.00 |
| Allentown-Bethlehem-Easton, PA-NJ | 10900 | 32.12 |
| Atlanta-Sandy Springs-Roswell, GA | 12060 | 104.36 |
| Augusta-Richmond County, GA-SC | 12260 | 3.25 |
| Austin-Round Rock, TX | 12420 | 112.98 |
| Bakersfield, CA | 12540 | 81.03 |
| Baltimore-Columbia-Towson, MD | 12580 | 53.39 |
| Baton Rouge, LA | 12940 | 164.51 |
| Beaumont-Port Arthur, TX | 13140 | 168.87 |
| Birmingham-Hoover, AL | 13820 | 132.60 |
| Boston-Cambridge-Newton, MA-NH | 14460 | 57.30 |
| Boulder, CO | 14500 | 120.07 |
| Buffalo-Cheektowaga-Niagara Falls, NY | 15380 | 16.46 |
| Charleston-North Charleston, SC | 16700 | 134.64 |
| Charlotte-Concord-Gastonia, NC-SC | 16740 | 68.37 |
| Chicago-Naperville-Elgin, IL-IN-WI | 16980 | 38.40 |
| Chico, CA | 17020 | 106.17 |
| Cincinnati, OH-KY-IN | 17140 | 92.59 |
| Colorado Springs, CO | 17820 | 88.19 |
| Columbus, OH | 18140 | 68.03 |
| Dallas-Fort Worth-Arlington, TX | 19100 | 106.44 |
| Deltona-Daytona Beach-Ormond Beach, FL | 19660 | 144.45 |
| Denver-Aurora-Lakewood, CO | 19740 | 66.44 |
| Des Moines-West Des Moines, IA | 19780 | 85.08 |
| Detroit-Warren-Dearborn, MI | 19820 | 59.74 |
| Durham-Chapel Hill, NC | 20500 | 63.08 |
| El Paso, TX | 21340 | 23.05 |
| Fargo, ND-MN | 22020 | 48.22 |
| Fort Collins, CO | 22660 | 121.43 |
| Fresno, CA | 23420 | 124.66 |
| Gainesville, FL | 23540 | 89.80 |
| Grand Rapids-Wyoming, MI | 24340 | 50.89 |
| Greenville-Anderson-Mauldin, SC | 24860 | 45.72 |
| Houston-The Woodlands-Sugar Land, TX | 26420 | 121.40 |
| Huntsville, AL | 26620 | 85.25 |
| Indianapolis-Carmel-Anderson, IN | 26900 | 120.99 |
| Jacksonville, FL | 27260 | 93.43 |
| Kansas City, MO-KS | 28140 | 90.26 |
| Kennewick-Richland, WA | 28420 | 88.50 |
| Knoxville, TN | 28940 | 29.74 |
| Lafayette, LA | 29180 | 84.54 |
| Lakeland-Winter Haven, FL | 29460 | 149.98 |
| Las Vegas-Henderson-Paradise, NV | 29820 | 66.74 |
| Los Angeles-Long Beach-Anaheim, CA | 31080 | 88.12 |
| Louisville/Jefferson County, KY-IN | 31140 | 96.05 |
| Madison, WI | 31540 | 34.66 |
| Memphis, TN-MS-AR | 32820 | 114.92 |
| Miami-Fort Lauderdale-West Palm Beach, FL | 33100 | 165.18 |
| Midland, TX | 33260 | 79.68 |
| Milwaukee-Waukesha-West Allis, WI | 33340 | 10.83 |
| Minneapolis-St. Paul-Bloomington, MN-WI | 33460 | 83.30 |
| Nashville-Davidson--Murfreesboro--Franklin, TN | 34980 | 96.53 |
| New Orleans-Metairie, LA | 35380 | 85.44 |
| New York-Newark-Jersey City, NY-NJ-PA | 35620 | 53.01 |
| Oklahoma City, OK | 36420 | 66.36 |
| Omaha-Council Bluffs, NE-IA | 36540 | 107.31 |
| Orlando-Kissimmee-Sanford, FL | 36740 | 132.57 |
| Oxnard-Thousand Oaks-Ventura, CA | 37100 | 46.25 |
| Pensacola-Ferry Pass-Brent, FL | 37860 | 163.14 |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 37980 | 56.73 |
| Phoenix-Mesa-Scottsdale, AZ | 38060 | 102.69 |
| Pittsburgh, PA | 38300 | 32.38 |
| Portland-Vancouver-Hillsboro, OR-WA | 38900 | 55.29 |
| Providence-Warwick, RI-MA | 39300 | 15.59 |
| Raleigh, NC | 39580 | 107.01 |
| Reading, PA | 39740 | 75.76 |
| Reno, NV | 39900 | 69.01 |
| Richmond, VA | 40060 | 76.91 |
| Riverside-San Bernardino-Ontario, CA | 40140 | 88.03 |
| Rochester, MN | 40340 | 24.96 |
| Rochester, NY | 40380 | 9.98 |
| Sacramento--Roseville--Arden-Arcade, CA | 40900 | 105.88 |
| St. Louis, MO-IL | 41180 | 72.82 |
| Salt Lake City, UT | 41620 | 61.45 |
| San Antonio-New Braunfels, TX | 41700 | 86.69 |
| San Diego-Carlsbad, CA | 41740 | 94.28 |
| San Francisco-Oakland-Hayward, CA | 41860 | 82.65 |
| San Jose-Sunnyvale-Santa Clara, CA | 41940 | 107.92 |
| Santa Maria-Santa Barbara, CA | 42200 | 90.90 |
| Santa Rosa, CA | 42220 | 66.82 |
| Savannah, GA | 42340 | 102.59 |
| Seattle-Tacoma-Bellevue, WA | 42660 | 84.61 |
| Spokane-Spokane Valley, WA | 44060 | 68.04 |
| Springfield, MO | 44180 | 43.75 |
| Stockton-Lodi, CA | 44700 | 82.55 |
| Tallahassee, FL | 45220 | 135.36 |
| Tampa-St. Petersburg-Clearwater, FL | 45300 | 126.33 |
| Toledo, OH | 45780 | 16.44 |
| Tucson, AZ | 46060 | 71.39 |
| Tulsa, OK | 46140 | 46.80 |
| Virginia Beach-Norfolk-Newport News, VA-NC | 47260 | 85.52 |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 47900 | 67.48 |
| Winston-Salem, NC | 49180 | 121.56 |
Note: Top map shows level of insurance costs per unit in 2024 by core-based statistical area (CBSA). Bottom map of percent growth in average within-property insurance costs from 2019-2024. Map only shows CBSAs with more than 10 observations of insurance cost growth for the same property from 2019 to 2024. Colors are split into 5 groups by quintile in the distribution of each variable.
Source: Trepp, LLC. Commercial Real Estate Loan-Level Data; U.S. Census Bureau; Bureau of Labor Statistics; Authors' analysis.
Figure 3: Binned Scatter Plot of Growth in Multifamily Insurance Costs and Revenues
| Log Change in Real Insurance Costs Per Unit/Month | Log Change in Real Revenue Per Unit/Month |
|---|---|
| -0.95644533 | -0.00251148 |
| -0.34771908 | -0.00060358 |
| -0.20665085 | 0.00274802 |
| -0.13266528 | 0.0058746 |
| -0.08630657 | 0.00701584 |
| -0.0528542 | 0.00583671 |
| -0.02882936 | 0.0076739 |
| -0.01047296 | 0.00871638 |
| 0.00854795 | 0.01085013 |
| 0.02831362 | 0.01056133 |
| 0.04965887 | 0.01019398 |
| 0.0727428 | 0.01082011 |
| 0.09793265 | 0.01082536 |
| 0.12626929 | 0.00860668 |
| 0.1607139 | 0.01052626 |
| 0.20369627 | 0.01309018 |
| 0.26199157 | 0.01235921 |
| 0.34861461 | 0.01844613 |
| 0.50268379 | 0.02737353 |
| 1.1087478 | 0.02572555 |
Note: Binned scatter plots contain 20 groups. Real values adjusted by CPI-U, in 2023 dollars.
Source: Trepp, LLC. Commercial Real Estate Loan-Level Data; Bureau of Labor Statistics; Authors' analysis.
Figure 4: Binned Scatter Plot of Growth in Multifamily Insurance Costs and Asking Rents
| Log Change in Real Asking Rent | Log Change in Real Insurance Costs Per Unit/Month |
|---|---|
| -1.6171062 | -0.00253089 |
| -0.85693349 | 0.0059811 |
| -0.63710453 | 0.00829486 |
| -0.51401197 | 0.00459098 |
| -0.43448464 | 0.00446114 |
| -0.3779504 | 0.00632144 |
| -0.33602216 | -0.00167941 |
| -0.3032797 | 0.00515926 |
| -0.27267086 | 0.00307806 |
| -0.24846045 | -0.00136152 |
| -0.22685652 | 0.00227875 |
| -0.20723196 | 0.00586427 |
| -0.18956838 | 0.00237131 |
| -0.17409348 | 0.01204839 |
| -0.16035603 | 0.00414455 |
| -0.14835475 | 0.00289932 |
| -0.13771597 | 0.01249254 |
| -0.12814446 | 0.00427969 |
| -0.11850543 | 0.01078792 |
| -0.10959664 | 0.00923152 |
| -0.10152594 | 0.0078286 |
| -0.09369472 | 0.00448118 |
| -0.08648038 | 0.00845631 |
| -0.07992229 | 0.00401928 |
| -0.07401709 | 0.00751926 |
| -0.06777928 | 0.00908498 |
| -0.06186074 | 0.00197156 |
| -0.05582239 | 0.01024803 |
| -0.05035837 | 0.00091802 |
| -0.04538283 | 0.01124301 |
| -0.04058995 | 0.00507925 |
| -0.0362335 | 0.00445569 |
| -0.03192492 | 0.00498835 |
| -0.02807526 | 0.0063214 |
| -0.02412772 | 0.00874417 |
| -0.02048914 | 0.00962178 |
| -0.0168659 | 0.00869259 |
| -0.01332418 | 0.00714681 |
| -0.00999983 | 0.00945939 |
| -0.0060317 | 0.00561322 |
| -0.00200439 | 0.01196046 |
| 0.00162091 | 0.00676382 |
| 0.00553286 | 0.01031256 |
| 0.00912019 | 0.00847517 |
| 0.01284818 | 0.01302031 |
| 0.01642327 | 0.01699105 |
| 0.02016807 | 0.01142015 |
| 0.0240444 | 0.00206039 |
| 0.028319 | 0.00718227 |
| 0.03235936 | 0.01336927 |
| 0.0364974 | 0.01055919 |
| 0.04054651 | 0.00817233 |
| 0.04479389 | 0.00559227 |
| 0.04907214 | 0.01888952 |
| 0.05301769 | 0.02138659 |
| 0.0573521 | 0.00271147 |
| 0.06167463 | 0.01222266 |
| 0.066149 | 0.00459448 |
| 0.07074273 | 0.01036386 |
| 0.07527949 | 0.00779247 |
| 0.08013626 | 0.013442 |
| 0.0853809 | 0.00188536 |
| 0.09014873 | 0.01123573 |
| 0.09511724 | 0.01435646 |
| 0.10032636 | 0.00557051 |
| 0.10564479 | 0.00692501 |
| 0.11108192 | 0.01408867 |
| 0.11662884 | 0.00733761 |
| 0.12195968 | 0.0110013 |
| 0.127809 | 0.01710319 |
| 0.13470769 | 0.00728832 |
| 0.14172855 | 0.00858667 |
| 0.14845971 | 0.01071502 |
| 0.15516258 | 0.01208938 |
| 0.16199036 | 0.00269001 |
| 0.16940388 | 0.00180104 |
| 0.17755753 | 0.01270151 |
| 0.18657202 | 0.00747036 |
| 0.19537143 | 0.00688007 |
| 0.20533608 | 0.00665474 |
| 0.21551535 | 0.00311949 |
| 0.22650394 | 0.0026154 |
| 0.23791847 | -0.00194742 |
| 0.2518226 | 0.00394038 |
| 0.26642975 | 0.00010344 |
| 0.28189482 | 0.00466363 |
| 0.29888291 | 0.00710015 |
| 0.31723381 | -0.00031463 |
| 0.33808685 | 0.0008703 |
| 0.36141587 | 0.00501462 |
| 0.38761644 | -0.00144312 |
| 0.41768415 | 0.00392675 |
| 0.45187234 | 0.00669047 |
| 0.49549302 | -0.00015465 |
| 0.54865718 | 0.00634082 |
| 0.61594527 | -0.00307377 |
| 0.6910915 | 0.00173251 |
| 0.81396982 | 0.00673247 |
| 1.0547384 | 0.00758879 |
| 1.791153 | 0.00049405 |
Note: Binned scatter plots contain 100 groups. Real values adjusted by CPI-U, in 2023 dollars. Excludes values of change in log insurance of greater than 5 or less than -5 and change in log asking rent of greater than 1 or less than -1.
Source: Trepp, LLC. Commercial Real Estate Loan-Level Data; RealPage, Inc., Rental Markets data; Bureau of Labor Statistics; Authors' analysis.