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

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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 0.792 1.384 0.200 0.809 1.398 0.220 0.816 1.380 0.252
2016 Q2 12.774 22.846 2.702 12.426 22.486 2.367 11.616 21.398 1.834
2016 Q3 12.732 18.673 6.791 12.902 18.505 7.300 11.599 17.891 5.307
2016 Q4 -3.421 2.925 -9.768 -3.124 3.247 -9.495 -4.324 1.873 -10.521
2017 Q1 11.670 15.297 8.043 12.342 16.176 8.508 11.777 15.491 8.063
2017 Q2 16.734 23.194 10.273 17.043 23.191 10.895 16.063 23.195 8.930
2017 Q3 13.214 21.531 4.898 12.974 20.633 5.316 13.403 21.431 5.375
2017 Q4 2.492 4.495 0.489 2.543 4.489 0.596 1.876 3.736 0.017
2018 Q1 0.219 7.594 -7.155 0.197 7.495 -7.100 0.287 7.291 -6.716
2018 Q2 22.027 39.354 4.701 22.051 39.250 4.852 19.938 37.622 2.254
2018 Q3 17.432 25.765 9.099 17.373 25.696 9.050 15.094 23.554 6.634
2018 Q4 33.993 65.713 2.274 33.866 65.537 2.196 31.571 61.919 1.223
2019 Q1 39.125 57.901 20.350 39.163 57.870 20.456 37.253 55.389 19.116
2019 Q2 25.257 43.614 6.899 25.480 43.863 7.097 22.727 39.655 5.800
2019 Q3 11.744 38.724 -15.235 11.796 38.774 -15.182 9.657 36.647 -17.332
2019 Q4 35.777 50.475 21.079 36.016 50.739 21.294 34.172 48.571 19.773
2020 Q1 19.200 35.980 2.420 19.471 36.027 2.914 19.496 35.795 3.197
2020 Q2 2.110 3.193 1.026 2.069 3.360 0.778 1.298 2.904 -0.307
2020 Q3 1.943 2.819 1.067 1.970 2.910 1.029 1.811 3.233 0.388
2020 Q4 1.211 2.855 -0.433 1.260 2.980 -0.461 0.794 2.571 -0.983
2021 Q1 0.578 1.649 -0.494 0.576 1.629 -0.478 0.382 1.467 -0.703
2021 Q2 0.043 0.104 -0.017 0.097 0.218 -0.023 0.006 0.426 -0.413
2021 Q3 0.000 0.000 0.000 0.089 0.249 -0.072 -0.721 0.245 -1.686
2021 Q4 0.000 0.000 0.000 0.236 0.665 -0.193 -1.107 0.504 -2.717
2022 Q1 0.000 0.000 0.000 -0.022 0.105 -0.148 -0.560 0.058 -1.178
2022 Q2 -1.576 1.376 -4.527 -1.533 1.587 -4.653 -2.613 1.372 -6.598
2022 Q3 0.402 1.424 -0.620 0.394 1.391 -0.603 -2.559 0.017 -5.135
2022 Q4 0.034 0.232 -0.164 0.033 0.232 -0.165 -0.005 0.147 -0.156
2023 Q1 0.758 1.196 0.321 0.857 1.331 0.382 0.127 0.830 -0.575
2023 Q2 0.043 0.752 -0.666 -0.118 0.620 -0.856 -0.002 0.653 -0.658
2023 Q3 0.121 0.722 -0.479 0.193 0.746 -0.360 -0.017 0.433 -0.468
2023 Q4 -0.031 0.027 -0.089 -0.016 0.049 -0.081 -0.001 0.100 -0.101
2024 Q1 1.568 3.422 -0.285 1.570 3.369 -0.230 -1.377 1.659 -4.413
2024 Q2 2.724 3.974 1.474 2.727 4.004 1.450 -0.005 2.626 -2.636
2024 Q3 5.031 8.459 1.603 4.952 8.285 1.618 2.927 6.197 -0.343
2024 Q4 11.524 12.770 10.278 11.311 12.616 10.006 9.334 12.234 6.433

Panel B: Bills

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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 0.295 0.385 0.206 0.299 0.391 0.207 0.265 0.362 0.167
2016 Q2 0.245 0.806 -0.316 0.246 0.866 -0.374 0.135 0.764 -0.494
2016 Q3 0.908 1.751 0.064 0.909 1.715 0.103 0.834 1.689 -0.022
2016 Q4 0.931 1.363 0.500 0.930 1.360 0.500 0.881 1.323 0.439
2017 Q1 0.474 0.667 0.282 0.516 0.702 0.330 0.159 0.581 -0.264
2017 Q2 0.731 1.225 0.237 0.796 1.254 0.337 0.714 1.273 0.155
2017 Q3 -0.008 0.879 -0.895 -0.045 0.800 -0.891 0.069 0.979 -0.841
2017 Q4 0.042 0.203 -0.119 0.038 0.196 -0.120 0.025 0.163 -0.113
2018 Q1 0.353 0.583 0.123 0.358 0.589 0.127 0.355 0.586 0.124
2018 Q2 1.403 2.597 0.210 1.392 2.581 0.203 1.170 2.401 -0.061
2018 Q3 2.338 3.082 1.595 2.357 3.087 1.628 2.285 3.075 1.495
2018 Q4 4.699 7.427 1.971 4.715 7.472 1.959 4.450 7.156 1.743
2019 Q1 3.172 5.287 1.056 3.201 5.343 1.059 2.928 4.951 0.904
2019 Q2 1.103 3.743 -1.536 0.994 3.643 -1.655 0.642 3.208 -1.924
2019 Q3 2.756 4.661 0.851 2.757 4.666 0.848 2.602 4.499 0.704
2019 Q4 4.602 7.983 1.220 4.628 8.029 1.226 4.365 7.573 1.157
2020 Q1 -0.463 1.301 -2.228 -0.284 1.411 -1.978 0.066 1.558 -1.426
2020 Q2 0.061 0.262 -0.140 0.019 0.267 -0.229 0.114 0.511 -0.283
2020 Q3 -0.289 0.258 -0.836 -0.231 0.371 -0.834 -0.220 0.427 -0.866
2020 Q4 -1.638 1.083 -4.359 -1.659 1.108 -4.425 -1.842 1.038 -4.722
2021 Q1 0.053 0.458 -0.352 -0.001 0.458 -0.460 0.031 0.553 -0.491
2021 Q2 0.161 0.433 -0.111 0.126 0.385 -0.133 -0.073 0.351 -0.498
2021 Q3 0.000 0.000 0.000 -0.022 0.009 -0.053 -0.121 0.119 -0.362
2021 Q4 0.000 0.000 0.000 0.031 0.084 -0.021 -0.332 0.090 -0.754
2022 Q1 0.000 0.000 0.000 0.020 0.050 -0.009 -0.152 -0.009 -0.295
2022 Q2 0.971 2.450 -0.508 0.947 2.440 -0.545 0.844 2.481 -0.793
2022 Q3 0.090 0.264 -0.085 0.088 0.279 -0.103 -0.012 0.229 -0.254
2022 Q4 0.031 0.203 -0.140 0.032 0.205 -0.140 -0.009 0.101 -0.120
2023 Q1 0.300 0.437 0.163 0.346 0.490 0.201 0.002 0.329 -0.325
2023 Q2 0.266 0.685 -0.153 0.184 0.611 -0.243 0.082 0.556 -0.392
2023 Q3 0.045 0.392 -0.302 0.089 0.408 -0.229 -0.047 0.209 -0.303
2023 Q4 -0.011 0.006 -0.028 -0.007 0.011 -0.025 0.014 0.067 -0.038
2024 Q1 0.419 0.838 0.001 0.416 0.808 0.024 0.237 0.924 -0.449
2024 Q2 -0.524 0.016 -1.065 -0.482 0.148 -1.111 -0.743 0.069 -1.555
2024 Q3 1.378 2.350 0.407 1.379 2.360 0.397 1.189 2.136 0.242
2024 Q4 1.696 3.635 -0.242 1.712 3.621 -0.197 1.505 3.423 -0.413

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

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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 0.792 1.384 0.200 0.737 1.318 0.156
2016 Q2 12.774 22.846 2.702 13.075 23.302 2.848
2016 Q3 12.732 18.673 6.791 8.372 12.233 4.511
2016 Q4 -3.421 2.925 -9.768 -2.600 3.567 -8.766
2017 Q1 11.670 15.297 8.043 10.803 16.630 4.976
2017 Q2 16.734 23.194 10.273 12.186 17.953 6.418
2017 Q3 13.214 21.531 4.898 7.282 15.011 -0.447
2017 Q4 2.492 4.495 0.489 1.436 3.280 -0.407
2018 Q1 0.219 7.594 -7.155 3.266 21.322 -14.789
2018 Q2 22.027 39.354 4.701 10.719 24.028 -2.591
2018 Q3 17.432 25.765 9.099 16.937 25.396 8.479
2018 Q4 33.993 65.713 2.274 16.757 22.809 10.704
2019 Q1 39.125 57.901 20.350 31.220 51.600 10.840
2019 Q2 25.257 43.614 6.899 29.051 51.873 6.229
2019 Q3 11.744 38.724 -15.235 25.511 52.388 -1.366
2019 Q4 35.777 50.475 21.079 36.726 48.158 25.295
2020 Q1 19.200 35.980 2.420 22.312 40.941 3.684
2020 Q2 2.110 3.193 1.026 2.405 4.326 0.484
2020 Q3 1.943 2.819 1.067 2.335 3.516 1.154
2020 Q4 1.211 2.855 -0.433 2.333 3.006 1.659
2021 Q1 0.578 1.649 -0.494 0.826 2.223 -0.570
2021 Q2 0.043 0.104 -0.017 0.052 0.147 -0.044
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 -1.576 1.376 -4.527 -0.104 0.548 -0.756
2022 Q3 0.402 1.424 -0.620 0.651 1.718 -0.416
2022 Q4 0.034 0.232 -0.164 0.055 0.215 -0.106
2023 Q1 0.758 1.196 0.321 0.811 1.237 0.385
2023 Q2 0.043 0.752 -0.666 -0.025 0.660 -0.711
2023 Q3 0.121 0.722 -0.479 0.482 1.110 -0.145
2023 Q4 -0.031 0.027 -0.089 -0.010 0.010 -0.029
2024 Q1 1.568 3.422 -0.285 2.007 3.434 0.581
2024 Q2 2.724 3.974 1.474 2.605 4.155 1.055
2024 Q3 5.031 8.459 1.603 3.202 5.477 0.927
2024 Q4 11.524 12.770 10.278 11.374 12.303 10.444

Panel B: Bills

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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 0.295 0.385 0.206 0.296 0.388 0.204
2016 Q2 0.245 0.806 -0.316 0.417 0.668 0.166
2016 Q3 0.908 1.751 0.064 0.456 0.742 0.170
2016 Q4 0.931 1.363 0.500 0.809 1.127 0.492
2017 Q1 0.474 0.667 0.282 0.449 0.692 0.207
2017 Q2 0.731 1.225 0.237 0.605 0.826 0.384
2017 Q3 -0.008 0.879 -0.895 -0.273 0.303 -0.849
2017 Q4 0.042 0.203 -0.119 0.056 0.187 -0.075
2018 Q1 0.353 0.583 0.123 1.113 1.605 0.621
2018 Q2 1.403 2.597 0.210 1.335 2.425 0.244
2018 Q3 2.338 3.082 1.595 2.146 3.022 1.270
2018 Q4 4.699 7.427 1.971 4.513 6.999 2.028
2019 Q1 3.172 5.287 1.056 2.801 4.816 0.786
2019 Q2 1.103 3.743 -1.536 1.322 4.090 -1.446
2019 Q3 2.756 4.661 0.851 2.091 4.395 -0.213
2019 Q4 4.602 7.983 1.220 2.124 5.022 -0.773
2020 Q1 -0.463 1.301 -2.228 0.453 2.056 -1.150
2020 Q2 0.061 0.262 -0.140 0.051 0.275 -0.172
2020 Q3 -0.289 0.258 -0.836 -0.349 0.275 -0.973
2020 Q4 -1.638 1.083 -4.359 -0.196 1.439 -1.830
2021 Q1 0.053 0.458 -0.352 0.001 0.400 -0.398
2021 Q2 0.161 0.433 -0.111 0.184 0.517 -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 0.971 2.450 -0.508 0.729 1.923 -0.464
2022 Q3 0.090 0.264 -0.085 0.114 0.295 -0.067
2022 Q4 0.031 0.203 -0.140 0.057 0.201 -0.088
2023 Q1 0.300 0.437 0.163 0.340 0.454 0.226
2023 Q2 0.266 0.685 -0.153 0.228 0.647 -0.190
2023 Q3 0.045 0.392 -0.302 0.263 0.620 -0.093
2023 Q4 -0.011 0.006 -0.028 -0.011 0.006 -0.028
2024 Q1 0.419 0.838 0.001 0.498 0.925 0.071
2024 Q2 -0.524 0.016 -1.065 -0.467 0.046 -0.979
2024 Q3 1.378 2.350 0.407 1.165 2.249 0.082
2024 Q4 1.696 3.635 -0.242 1.488 3.112 -0.137

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: February 12, 2025