Finance and Economics Discussion Series: Accessible versions of figures for 2025-021

Household Consumption Does Not Respond Directly to Interest Rates: Evidence From 10 Macroeconomic Shocks

Accessible version of figures


Figure 1: Intertemporal MPC in model and data
Notes: Figure depicts the population-mean consumption response to a one-time lump-sum transfer received at date \(0\), as a share of the transfer amount. Blue round dots and solid lines show the estimates from Fagereng et al., 2021, and orange squares and dashed lines show the estimates in the calibrated model.

Quarter Model_MPC Target_MPC
1 0.501 0.25
2 0.174 0.18
3 0.078 0.125
4 0.049 0.1
5 0.036 0.08

Return to text


Figure 2: Columns of the consumption-to-income Jacobian, with and without sticky expectations
Notes: The figure shows the consumption response at different horizons (x-axis, in quarters) to aggregate labor income shocks arriving at different dates, expressed as a fraction of the income shock. The solid line shows the response to a shock arriving at date 0. The dashed lines show the response to a shock arriving in six quarters’ time: the plain dashed line assumes full information rational expectations (FIRE), while the dashed line with crosses assumes sticky expectations with \(\theta^Y = 0.85\) (15% of households update their expectations each quarter).

Quarter s0_shock s6_shock_FIRE s6_shock_sticky_expectations
0 0.292 0.023 0.004
1 0.095 0.025 0.007
2 0.07 0.028 0.012
3 0.054 0.033 0.018
4 0.043 0.042 0.027
5 0.035 0.057 0.04
6 0.029 0.245 0.266
7 0.025 0.062 0.077
8 0.022 0.047 0.058
9 0.019 0.037 0.045
10 0.017 0.03 0.036
11 0.015 0.025 0.03

Return to text


Figure 3: Columns of the consumption-to-interest-rate Jacobian, divided into the substitution and income effect, with and without sticky expectations
Notes: The figure shows the consumption response at different horizons to real interest rate shocks, decomposed into substitution effects (left panel) and income effects (right panel). Solid lines show the response to a shock arriving at date 0. Dashed lines show the response to a shock arriving in six quarters: the plain dashed line assumes FIRE, while the dashed line with crosses assumes sticky expectations with \(\theta^R\) governing the fraction of households that do not update beliefs about future interest rates each period.

Quarter Substitution_s0_FIRE Substitution_s6_FIRE Substitution_s6_sticky Income_s0_FIRE Income_s6_FIRE Income_s6_sticky
0 0 -0.443 -0.067 0.157 0.118 0.018
1 0 -0.452 -0.129 0.15 0.119 0.034
2 0 -0.466 -0.188 0.144 0.121 0.048
3 0 -0.487 -0.248 0.138 0.123 0.061
4 0 -0.519 -0.312 0.133 0.125 0.074
5 0 -0.578 -0.391 0.128 0.127 0.085
6 0 0.239 0.122 0.124 0.123 0.091
7 0 0.194 0.097 0.12 0.119 0.095
8 0 0.161 0.079 0.116 0.116 0.099
9 0 0.137 0.066 0.113 0.113 0.101
10 0 0.119 0.057 0.11 0.11 0.103
11 0 0.105 0.049 0.107 0.107 0.103

Return to text


Figure 4: Romer and Romer, 2004 shock impulse responses
Notes: Shaded regions show 90 percent confidence intervals.
Source: Authors’ calculations using data compiled from Federal Reserve Economic Data (FRED), Federal Reserve Bank of St. Louis; replication files for Ramey, 2016; and the Survey of Professional Forecasters, Federal Reserve Bank of Philadelphia.

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.033 0.066 0.142 -0.075 -0.058 0.144 0.18 -0.295 0.862 0.053 0.949 0.775 -5.4 1.84 -2.374 -8.427
1 -0.093 0.094 0.062 -0.248 -0.178 0.162 0.089 -0.445 0.751 0.093 0.903 0.599 -0.928 1.84 2.098 -3.955
2 -0.234 0.113 -0.047 -0.42 -0.225 0.181 0.073 -0.523 0.406 0.11 0.587 0.226 -1.923 1.823 1.076 -4.923
3 -0.348 0.136 -0.125 -0.571 -0.37 0.252 0.045 -0.785 0.577 0.12 0.775 0.38 0.335 1.954 3.549 -2.879
4 -0.356 0.152 -0.107 -0.606 -0.45 0.273 -0.002 -0.899 0.323 0.137 0.549 0.098 -0.251 1.892 2.861 -3.362
5 -0.368 0.166 -0.094 -0.641 -0.511 0.277 -0.056 -0.967 0.607 0.144 0.844 0.37 0.549 1.951 3.758 -2.66
6 -0.402 0.18 -0.107 -0.698 -0.61 0.289 -0.136 -1.085 0.41 0.153 0.661 0.158 -2.371 1.981 0.888 -5.63
7 -0.419 0.195 -0.099 -0.739 -0.619 0.289 -0.143 -1.095 0.051 0.156 0.307 -0.205 2.305 1.866 5.375 -0.765
8 -0.328 0.206 0.012 -0.667 -0.556 0.29 -0.078 -1.033 0.097 0.159 0.358 -0.165 1.105 1.868 4.178 -1.968
9 -0.392 0.216 -0.037 -0.747 -0.641 0.298 -0.152 -1.131 0.209 0.165 0.48 -0.062 -1.497 1.811 1.482 -4.476
10 -0.335 0.222 0.03 -0.701 -0.582 0.311 -0.071 -1.093 0.095 0.169 0.373 -0.182 0.725 1.906 3.86 -2.41
11 -0.29 0.233 0.094 -0.674 -0.499 0.317 0.022 -1.02 -0.007 0.169 0.272 -0.285 0.184 1.983 3.446 -3.079
12 -0.292 0.244 0.109 -0.694 -0.378 0.326 0.158 -0.914 -0.009 0.168 0.268 -0.285 -0.934 1.888 2.172 -4.04
13 -0.268 0.252 0.147 -0.683 -0.22 0.334 0.329 -0.768 0.057 0.164 0.327 -0.213 -0.487 1.796 2.468 -3.441
14 -0.303 0.258 0.122 -0.728 -0.285 0.34 0.275 -0.845 -0.032 0.16 0.231 -0.295 -0.546 1.914 2.603 -3.695
15 -0.145 0.268 0.295 -0.585 -0.44 0.305 0.062 -0.942 -0.169 0.159 0.093 -0.431 1.864 1.797 4.82 -1.092

Return to text


Figure 5: Marginal posterior distributions for sticky expectations parameters: Romer and Romer, 2004 shocks
(a) Interest rate
(b) Aggregate labor income
Notes: Blue solid lines depict the log marginal posterior density over the support of the estimated parameter. Red vertical solid lines indicate the posterior mode, and grey shaded areas indicate the 95 percent highest posterior density regions.

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.004 1 0.764 1
0.003 0.004 1 0.764 1
0.005 0.004 1 0.764 1
0.008 0.004 1 0.764 1
0.01 0.004 1 0.764 1
0.013 0.004 1 0.764 1
0.015 0.004 1 0.764 1
0.018 0.004 1 0.764 1
0.02 0.004 1 0.764 1
0.023 0.004 1 0.764 1
0.025 0.004 1 0.764 1
0.028 0.004 1 0.764 1
0.03 0.004 1 0.764 1
0.033 0.004 1 0.764 1
0.035 0.004 1 0.764 1
0.038 0.004 1 0.764 1
0.04 0.004 1 0.764 1
0.043 0.005 1 0.764 1
0.045 0.005 1 0.764 1
0.048 0.005 1 0.764 1
0.05 0.005 1 0.764 1
0.053 0.005 1 0.764 1
0.055 0.005 1 0.764 1
0.058 0.005 1 0.764 1
0.06 0.005 1 0.764 1
0.063 0.005 1 0.764 1
0.065 0.005 1 0.764 1
0.068 0.005 1 0.764 1
0.07 0.005 1 0.764 1
0.073 0.005 1 0.764 1
0.075 0.005 1 0.764 1
0.078 0.005 1 0.764 1
0.08 0.005 1 0.764 1
0.083 0.005 1 0.764 1
0.085 0.005 1 0.764 1
0.088 0.005 1 0.764 1
0.09 0.005 1 0.764 1
0.093 0.005 1 0.764 1
0.095 0.006 1 0.764 1
0.098 0.006 1 0.764 1
0.1 0.006 1 0.764 1
0.103 0.006 1 0.764 1
0.105 0.006 1 0.764 1
0.108 0.006 1 0.764 1
0.11 0.006 1 0.764 1
0.113 0.006 1 0.764 1
0.115 0.006 1 0.764 1
0.118 0.006 1 0.764 1
0.12 0.006 1 0.764 1
0.123 0.006 1 0.764 1
0.125 0.006 1 0.764 1
0.128 0.006 1 0.764 1
0.13 0.006 1 0.764 1
0.133 0.006 1 0.764 1
0.135 0.007 1 0.764 1
0.138 0.007 1 0.764 1
0.14 0.007 1 0.764 1
0.143 0.007 1 0.764 1
0.145 0.007 1 0.764 1
0.148 0.007 1 0.764 1
0.15 0.007 1 0.764 1
0.153 0.007 1 0.764 1
0.155 0.007 1 0.764 1
0.158 0.007 1 0.764 1
0.16 0.007 1 0.764 1
0.163 0.007 1 0.764 1
0.165 0.007 1 0.764 1
0.168 0.007 1 0.764 1
0.17 0.008 1 0.764 1
0.173 0.008 1 0.764 1
0.175 0.008 1 0.764 1
0.178 0.008 1 0.764 1
0.18 0.008 1 0.764 1
0.183 0.008 1 0.764 1
0.185 0.008 1 0.764 1
0.188 0.008 1 0.764 1
0.19 0.008 1 0.764 1
0.193 0.008 1 0.764 1
0.195 0.008 1 0.764 1
0.198 0.009 1 0.764 1
0.201 0.009 1 0.764 1
0.203 0.009 1 0.764 1
0.206 0.009 1 0.764 1
0.208 0.009 1 0.764 1
0.211 0.009 1 0.764 1
0.213 0.009 1 0.764 1
0.216 0.009 1 0.764 1
0.218 0.009 1 0.764 1
0.221 0.009 1 0.764 1
0.223 0.01 1 0.764 1
0.226 0.01 1 0.764 1
0.228 0.01 1 0.764 1
0.231 0.01 1 0.764 1
0.233 0.01 1 0.764 1
0.236 0.01 1 0.764 1
0.238 0.01 1 0.764 1
0.241 0.01 1 0.764 1
0.243 0.01 1 0.764 1
0.246 0.011 1 0.764 1
0.248 0.011 1 0.764 1
0.251 0.011 1 0.764 1
0.253 0.011 1 0.764 1
0.256 0.011 1 0.764 1
0.258 0.011 1 0.764 1
0.261 0.011 1 0.764 1
0.263 0.011 1 0.764 1
0.266 0.012 1 0.764 1
0.268 0.012 1 0.764 1
0.271 0.012 1 0.764 1
0.273 0.012 1 0.764 1
0.276 0.012 1 0.764 1
0.278 0.012 1 0.764 1
0.281 0.013 1 0.764 1
0.283 0.013 1 0.764 1
0.286 0.013 1 0.764 1
0.288 0.013 1 0.764 1
0.291 0.013 1 0.764 1
0.293 0.013 1 0.764 1
0.296 0.013 1 0.764 1
0.298 0.014 1 0.764 1
0.301 0.014 1 0.764 1
0.303 0.014 1 0.764 1
0.306 0.014 1 0.764 1
0.308 0.014 1 0.764 1
0.311 0.015 1 0.764 1
0.313 0.015 1 0.764 1
0.316 0.015 1 0.764 1
0.318 0.015 1 0.764 1
0.321 0.015 1 0.764 1
0.323 0.015 1 0.764 1
0.326 0.016 1 0.764 1
0.328 0.016 1 0.764 1
0.331 0.016 1 0.764 1
0.333 0.016 1 0.764 1
0.336 0.017 1 0.764 1
0.338 0.017 1 0.764 1
0.341 0.017 1 0.764 1
0.343 0.017 1 0.764 1
0.346 0.017 1 0.764 1
0.348 0.018 1 0.764 1
0.351 0.018 1 0.764 1
0.353 0.018 1 0.764 1
0.356 0.018 1 0.764 1
0.358 0.019 1 0.764 1
0.361 0.019 1 0.764 1
0.363 0.019 1 0.764 1
0.366 0.019 1 0.764 1
0.368 0.02 1 0.764 1
0.371 0.02 1 0.764 1
0.373 0.02 1 0.764 1
0.376 0.021 1 0.764 1
0.378 0.021 1 0.764 1
0.381 0.021 1 0.764 1
0.383 0.021 1 0.764 1
0.386 0.022 1 0.764 1
0.388 0.022 1 0.764 1
0.391 0.022 1 0.764 1
0.393 0.023 1 0.764 1
0.396 0.023 1 0.764 1
0.398 0.023 1 0.764 1
0.401 0.024 1 0.764 1
0.404 0.024 1 0.764 1
0.406 0.024 1 0.764 1
0.409 0.025 1 0.764 1
0.411 0.025 1 0.764 1
0.414 0.025 1 0.764 1
0.416 0.026 1 0.764 1
0.419 0.026 1 0.764 1
0.421 0.027 1 0.764 1
0.424 0.027 1 0.764 1
0.426 0.027 1 0.764 1
0.429 0.028 1 0.764 1
0.431 0.028 1 0.764 1
0.434 0.029 1 0.764 1
0.436 0.029 1 0.764 1
0.439 0.03 1 0.764 1
0.441 0.03 1 0.764 1
0.444 0.03 1 0.764 1
0.446 0.031 1 0.764 1
0.449 0.031 1 0.764 1
0.451 0.032 1 0.764 1
0.454 0.032 1 0.764 1
0.456 0.033 1 0.764 1
0.459 0.033 1 0.764 1
0.461 0.034 1 0.764 1
0.464 0.034 1 0.764 1
0.466 0.035 1 0.764 1
0.469 0.036 1 0.764 1
0.471 0.036 1 0.764 1
0.474 0.037 1 0.764 1
0.476 0.037 1 0.764 1
0.479 0.038 1 0.764 1
0.481 0.039 1 0.764 1
0.484 0.039 1 0.764 1
0.486 0.04 1 0.764 1
0.489 0.041 1 0.764 1
0.491 0.041 1 0.764 1
0.494 0.042 1 0.764 1
0.496 0.043 1 0.764 1
0.499 0.043 1 0.764 1
0.501 0.044 1 0.764 1
0.504 0.045 1 0.764 1
0.506 0.046 1 0.764 1
0.509 0.046 1 0.764 1
0.511 0.047 1 0.764 1
0.514 0.048 1 0.764 1
0.516 0.049 1 0.764 1
0.519 0.05 1 0.764 1
0.521 0.051 1 0.764 1
0.524 0.052 1 0.764 1
0.526 0.053 1 0.764 1
0.529 0.053 1 0.764 1
0.531 0.054 1 0.764 1
0.534 0.055 1 0.764 1
0.536 0.056 1 0.764 1
0.539 0.057 1 0.764 1
0.541 0.059 1 0.764 1
0.544 0.06 1 0.764 1
0.546 0.061 1 0.764 1
0.549 0.062 1 0.764 1
0.551 0.063 1 0.764 1
0.554 0.064 1 0.764 1
0.556 0.065 1 0.764 1
0.559 0.067 1 0.764 1
0.561 0.068 1 0.764 1
0.564 0.069 1 0.764 1
0.566 0.071 1 0.764 1
0.569 0.072 1 0.764 1
0.571 0.073 1 0.764 1
0.574 0.075 1 0.764 1
0.576 0.076 1 0.764 1
0.579 0.078 1 0.764 1
0.581 0.079 1 0.764 1
0.584 0.081 1 0.764 1
0.586 0.083 1 0.764 1
0.589 0.084 1 0.764 1
0.591 0.086 1 0.764 1
0.594 0.088 1 0.764 1
0.596 0.09 1 0.764 1
0.599 0.092 1 0.764 1
0.602 0.093 1 0.764 1
0.604 0.095 1 0.764 1
0.607 0.097 1 0.764 1
0.609 0.099 1 0.764 1
0.612 0.102 1 0.764 1
0.614 0.104 1 0.764 1
0.617 0.106 1 0.764 1
0.619 0.108 1 0.764 1
0.622 0.111 1 0.764 1
0.624 0.113 1 0.764 1
0.627 0.116 1 0.764 1
0.629 0.118 1 0.764 1
0.632 0.121 1 0.764 1
0.634 0.123 1 0.764 1
0.637 0.126 1 0.764 1
0.639 0.129 1 0.764 1
0.642 0.132 1 0.764 1
0.644 0.135 1 0.764 1
0.647 0.138 1 0.764 1
0.649 0.141 1 0.764 1
0.652 0.145 1 0.764 1
0.654 0.148 1 0.764 1
0.657 0.151 1 0.764 1
0.659 0.155 1 0.764 1
0.662 0.159 1 0.764 1
0.664 0.163 1 0.764 1
0.667 0.166 1 0.764 1
0.669 0.17 1 0.764 1
0.672 0.175 1 0.764 1
0.674 0.179 1 0.764 1
0.677 0.183 1 0.764 1
0.679 0.188 1 0.764 1
0.682 0.193 1 0.764 1
0.684 0.197 1 0.764 1
0.687 0.202 1 0.764 1
0.689 0.208 1 0.764 1
0.692 0.213 1 0.764 1
0.694 0.218 1 0.764 1
0.697 0.224 1 0.764 1
0.699 0.23 1 0.764 1
0.702 0.236 1 0.764 1
0.704 0.242 1 0.764 1
0.707 0.248 1 0.764 1
0.709 0.255 1 0.764 1
0.712 0.262 1 0.764 1
0.714 0.269 1 0.764 1
0.717 0.276 1 0.764 1
0.719 0.284 1 0.764 1
0.722 0.291 1 0.764 1
0.724 0.3 1 0.764 1
0.727 0.308 1 0.764 1
0.729 0.316 1 0.764 1
0.732 0.325 1 0.764 1
0.734 0.335 1 0.764 1
0.737 0.344 1 0.764 1
0.739 0.354 1 0.764 1
0.742 0.364 1 0.764 1
0.744 0.375 1 0.764 1
0.747 0.386 1 0.764 1
0.749 0.397 1 0.764 1
0.752 0.409 1 0.764 1
0.754 0.421 1 0.764 1
0.757 0.433 1 0.764 1
0.759 0.446 1 0.764 1
0.762 0.46 1 0.764 1
0.764 0.474 1 0.764 1
0.767 0.488 1 0.764 1
0.769 0.503 1 0.764 1
0.772 0.519 1 0.764 1
0.774 0.535 1 0.764 1
0.777 0.552 1 0.764 1
0.779 0.569 1 0.764 1
0.782 0.587 1 0.764 1
0.784 0.606 1 0.764 1
0.787 0.626 1 0.764 1
0.789 0.646 1 0.764 1
0.792 0.667 1 0.764 1
0.794 0.688 1 0.764 1
0.797 0.711 1 0.764 1
0.799 0.735 1 0.764 1
0.802 0.759 1 0.764 1
0.805 0.784 1 0.764 1
0.807 0.811 1 0.764 1
0.81 0.838 1 0.764 1
0.812 0.867 1 0.764 1
0.815 0.896 1 0.764 1
0.817 0.927 1 0.764 1
0.82 0.959 1 0.764 1
0.822 0.992 1 0.764 1
0.825 1.027 1 0.764 1
0.827 1.063 1 0.764 1
0.83 1.1 1 0.764 1
0.832 1.139 1 0.764 1
0.835 1.18 1 0.764 1
0.837 1.222 1 0.764 1
0.84 1.266 1 0.764 1
0.842 1.312 1 0.764 1
0.845 1.36 1 0.764 1
0.847 1.41 1 0.764 1
0.85 1.461 1 0.764 1
0.852 1.515 1 0.764 1
0.855 1.571 1 0.764 1
0.857 1.63 1 0.764 1
0.86 1.691 1 0.764 1
0.862 1.754 1 0.764 1
0.865 1.82 1 0.764 1
0.867 1.889 1 0.764 1
0.87 1.96 1 0.764 1
0.872 2.035 1 0.764 1
0.875 2.113 1 0.764 1
0.877 2.194 1 0.764 1
0.88 2.279 1 0.764 1
0.882 2.367 1 0.764 1
0.885 2.459 1 0.764 1
0.887 2.554 1 0.764 1
0.89 2.654 1 0.764 1
0.892 2.758 1 0.764 1
0.895 2.866 1 0.764 1
0.897 2.979 1 0.764 1
0.9 3.096 1 0.764 1
0.902 3.219 1 0.764 1
0.905 3.347 1 0.764 1
0.907 3.479 1 0.764 1
0.91 3.618 1 0.764 1
0.912 3.762 1 0.764 1
0.915 3.913 1 0.764 1
0.917 4.069 1 0.764 1
0.92 4.232 1 0.764 1
0.922 4.402 1 0.764 1
0.925 4.579 1 0.764 1
0.927 4.763 1 0.764 1
0.93 4.955 1 0.764 1
0.932 5.154 1 0.764 1
0.935 5.362 1 0.764 1
0.937 5.578 1 0.764 1
0.94 5.803 1 0.764 1
0.942 6.037 1 0.764 1
0.945 6.28 1 0.764 1
0.947 6.533 1 0.764 1
0.95 6.795 1 0.764 1
0.952 7.069 1 0.764 1
0.955 7.352 1 0.764 1
0.957 7.647 1 0.764 1
0.96 7.953 1 0.764 1
0.962 8.27 1 0.764 1
0.965 8.6 1 0.764 1
0.967 8.941 1 0.764 1
0.97 9.294 1 0.764 1
0.972 9.661 1 0.764 1
0.975 10.04 1 0.764 1
0.977 10.431 1 0.764 1
0.98 10.836 1 0.764 1
0.982 11.254 1 0.764 1
0.985 11.684 1 0.764 1
0.987 12.127 1 0.764 1
0.99 12.583 1 0.764 1
0.992 13.05 1 0.764 1
0.995 13.529 1 0.764 1
0.997 14.019 1 0.764 1
1 14.519 1 0.764 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.229 0.898 0.184 1
0.02 0.238 0.898 0.184 1
0.041 0.248 0.898 0.184 1
0.061 0.258 0.898 0.184 1
0.082 0.27 0.898 0.184 1
0.102 0.281 0.898 0.184 1
0.122 0.294 0.898 0.184 1
0.143 0.308 0.898 0.184 1
0.163 0.322 0.898 0.184 1
0.184 0.338 0.898 0.184 1
0.204 0.355 0.898 0.184 1
0.224 0.373 0.898 0.184 1
0.245 0.392 0.898 0.184 1
0.265 0.412 0.898 0.184 1
0.286 0.435 0.898 0.184 1
0.306 0.458 0.898 0.184 1
0.327 0.484 0.898 0.184 1
0.347 0.512 0.898 0.184 1
0.367 0.541 0.898 0.184 1
0.388 0.573 0.898 0.184 1
0.408 0.608 0.898 0.184 1
0.429 0.645 0.898 0.184 1
0.449 0.685 0.898 0.184 1
0.469 0.728 0.898 0.184 1
0.49 0.775 0.898 0.184 1
0.51 0.825 0.898 0.184 1
0.531 0.878 0.898 0.184 1
0.551 0.935 0.898 0.184 1
0.571 0.996 0.898 0.184 1
0.592 1.061 0.898 0.184 1
0.612 1.13 0.898 0.184 1
0.633 1.202 0.898 0.184 1
0.653 1.277 0.898 0.184 1
0.673 1.354 0.898 0.184 1
0.694 1.433 0.898 0.184 1
0.714 1.513 0.898 0.184 1
0.735 1.591 0.898 0.184 1
0.755 1.665 0.898 0.184 1
0.776 1.734 0.898 0.184 1
0.796 1.795 0.898 0.184 1
0.816 1.846 0.898 0.184 1
0.837 1.884 0.898 0.184 1
0.857 1.909 0.898 0.184 1
0.878 1.921 0.898 0.184 1
0.898 1.921 0.898 0.184 1
0.918 1.914 0.898 0.184 1
0.939 1.902 0.898 0.184 1
0.959 1.888 0.898 0.184 1
0.98 1.864 0.898 0.184 1
1 1.798 0.898 0.184 1

Return to text


Figure 6: Comparison of the consumption path to Romer and Romer, 2004 shock across model assumptions
Notes: Blue solid line shows the empirical impulse response (shaded region shows 90 percent confidence intervals). Red dashed line shows the model with MAP estimates of both \(\theta^Y\) and \(\theta^R\) (sticky expectations for both labor income and interest rates). Yellow dashed line shows the model with sticky interest-rate expectations only (\(\theta^R\) at MAP, \(\theta^Y = 0\)). Green dot-dash line shows the model with sticky labor-income expectations only (\(\theta^Y\) at MAP, \(\theta^R = 0\)). Purple dotted line shows the full-information rational expectations (FIRE) model (\(\theta^Y = \theta^R = 0\)).

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.033 0.142 -0.075 -0.04 -0.618 -0.249 -0.827
1 -0.093 0.062 -0.248 -0.103 -0.525 -0.281 -0.702
2 -0.234 -0.047 -0.42 -0.153 -0.502 -0.305 -0.653
3 -0.348 -0.125 -0.571 -0.227 -0.47 -0.349 -0.591
4 -0.356 -0.107 -0.606 -0.288 -0.483 -0.382 -0.577
5 -0.368 -0.094 -0.641 -0.341 -0.426 -0.411 -0.496
6 -0.402 -0.107 -0.698 -0.397 -0.413 -0.443 -0.459
7 -0.419 -0.099 -0.739 -0.427 -0.449 -0.455 -0.476
8 -0.328 0.012 -0.667 -0.434 -0.449 -0.449 -0.464
9 -0.392 -0.037 -0.747 -0.465 -0.446 -0.466 -0.447
10 -0.335 0.03 -0.701 -0.46 -0.43 -0.453 -0.423
11 -0.29 0.094 -0.674 -0.443 -0.421 -0.431 -0.409
12 -0.292 0.109 -0.694 -0.413 -0.398 -0.399 -0.385
13 -0.268 0.147 -0.683 -0.374 -0.351 -0.363 -0.34
14 -0.303 0.122 -0.728 -0.384 -0.368 -0.373 -0.358
15 -0.145 0.295 -0.585 -0.418 -0.44 -0.405 -0.427

Return to text


Figure 7: Comparison of the consumption path to Ben Zeev and Pappa, 2017 shock across model assumptions
Notes: Blue solid line shows the empirical impulse response (shaded region shows 90 percent confidence intervals). Red dashed line shows the model with MAP estimates of both \(\theta^Y\) and \(\theta^R\) (sticky expectations for both labor income and interest rates). Yellow dashed line shows the model with sticky interest-rate expectations only (\(\theta^R\) at MAP, \(\theta^Y = 0\)). Green dot-dash line shows the model with sticky labor-income expectations only (\(\theta^Y\) at MAP, \(\theta^R = 0\)). Purple dotted line shows the full-information rational expectations (FIRE) model (\(\theta^Y = \theta^R = 0\)).

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.008 0.112 -0.097 0.015 -0.457 -0.143 -0.615
1 -0.082 0.068 -0.231 -0.051 -0.479 -0.193 -0.621
2 -0.094 0.086 -0.274 -0.073 -0.457 -0.205 -0.589
3 -0.173 0.042 -0.387 -0.105 -0.406 -0.228 -0.529
4 -0.294 -0.057 -0.532 -0.161 -0.437 -0.269 -0.545
5 -0.304 -0.044 -0.564 -0.213 -0.433 -0.303 -0.524
6 -0.374 -0.094 -0.654 -0.265 -0.411 -0.336 -0.482
7 -0.412 -0.109 -0.715 -0.299 -0.381 -0.352 -0.435
8 -0.437 -0.115 -0.759 -0.323 -0.385 -0.363 -0.425
9 -0.495 -0.156 -0.835 -0.36 -0.415 -0.384 -0.438
10 -0.391 -0.041 -0.742 -0.36 -0.386 -0.373 -0.399
11 -0.341 0.025 -0.708 -0.346 -0.344 -0.354 -0.351
12 -0.319 0.064 -0.703 -0.352 -0.3 -0.353 -0.3
13 -0.263 0.133 -0.66 -0.316 -0.238 -0.317 -0.239
14 -0.35 0.056 -0.757 -0.315 -0.232 -0.316 -0.233
15 -0.284 0.133 -0.701 -0.323 -0.24 -0.322 -0.239

Return to text


Figure 8: Posterior distribution for sticky expectations parameters: all shocks
(a) Interest rate
(b) Aggregate labor income
Notes: Blue solid lines depict the log marginal posterior density over the support of the estimated parameter. Red vertical solid lines indicate the posterior mode, and grey shaded areas indicate the 95 percent highest posterior density regions.

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0 1 0.97 1
0.003 0 1 0.97 1
0.005 0 1 0.97 1
0.008 0 1 0.97 1
0.01 0 1 0.97 1
0.013 0 1 0.97 1
0.015 0 1 0.97 1
0.018 0 1 0.97 1
0.02 0 1 0.97 1
0.023 0 1 0.97 1
0.025 0 1 0.97 1
0.028 0 1 0.97 1
0.03 0 1 0.97 1
0.033 0 1 0.97 1
0.035 0 1 0.97 1
0.038 0 1 0.97 1
0.04 0 1 0.97 1
0.043 0 1 0.97 1
0.045 0 1 0.97 1
0.048 0 1 0.97 1
0.05 0 1 0.97 1
0.053 0 1 0.97 1
0.055 0 1 0.97 1
0.058 0 1 0.97 1
0.06 0 1 0.97 1
0.063 0 1 0.97 1
0.065 0 1 0.97 1
0.068 0 1 0.97 1
0.07 0 1 0.97 1
0.073 0 1 0.97 1
0.075 0 1 0.97 1
0.078 0 1 0.97 1
0.08 0 1 0.97 1
0.083 0 1 0.97 1
0.085 0 1 0.97 1
0.088 0 1 0.97 1
0.09 0 1 0.97 1
0.093 0 1 0.97 1
0.095 0 1 0.97 1
0.098 0 1 0.97 1
0.1 0 1 0.97 1
0.103 0 1 0.97 1
0.105 0 1 0.97 1
0.108 0 1 0.97 1
0.11 0 1 0.97 1
0.113 0 1 0.97 1
0.115 0 1 0.97 1
0.118 0 1 0.97 1
0.12 0 1 0.97 1
0.123 0 1 0.97 1
0.125 0 1 0.97 1
0.128 0 1 0.97 1
0.13 0 1 0.97 1
0.133 0 1 0.97 1
0.135 0 1 0.97 1
0.138 0 1 0.97 1
0.14 0 1 0.97 1
0.143 0 1 0.97 1
0.145 0 1 0.97 1
0.148 0 1 0.97 1
0.15 0 1 0.97 1
0.153 0 1 0.97 1
0.155 0 1 0.97 1
0.158 0 1 0.97 1
0.16 0 1 0.97 1
0.163 0 1 0.97 1
0.165 0 1 0.97 1
0.168 0 1 0.97 1
0.17 0 1 0.97 1
0.173 0 1 0.97 1
0.175 0 1 0.97 1
0.178 0 1 0.97 1
0.18 0 1 0.97 1
0.183 0 1 0.97 1
0.185 0 1 0.97 1
0.188 0 1 0.97 1
0.19 0 1 0.97 1
0.193 0 1 0.97 1
0.195 0 1 0.97 1
0.198 0 1 0.97 1
0.201 0 1 0.97 1
0.203 0 1 0.97 1
0.206 0 1 0.97 1
0.208 0 1 0.97 1
0.211 0 1 0.97 1
0.213 0 1 0.97 1
0.216 0 1 0.97 1
0.218 0 1 0.97 1
0.221 0 1 0.97 1
0.223 0 1 0.97 1
0.226 0 1 0.97 1
0.228 0 1 0.97 1
0.231 0 1 0.97 1
0.233 0 1 0.97 1
0.236 0 1 0.97 1
0.238 0 1 0.97 1
0.241 0 1 0.97 1
0.243 0 1 0.97 1
0.246 0 1 0.97 1
0.248 0 1 0.97 1
0.251 0 1 0.97 1
0.253 0 1 0.97 1
0.256 0 1 0.97 1
0.258 0 1 0.97 1
0.261 0 1 0.97 1
0.263 0 1 0.97 1
0.266 0 1 0.97 1
0.268 0 1 0.97 1
0.271 0 1 0.97 1
0.273 0 1 0.97 1
0.276 0 1 0.97 1
0.278 0 1 0.97 1
0.281 0 1 0.97 1
0.283 0 1 0.97 1
0.286 0 1 0.97 1
0.288 0 1 0.97 1
0.291 0 1 0.97 1
0.293 0 1 0.97 1
0.296 0 1 0.97 1
0.298 0 1 0.97 1
0.301 0 1 0.97 1
0.303 0 1 0.97 1
0.306 0 1 0.97 1
0.308 0 1 0.97 1
0.311 0 1 0.97 1
0.313 0 1 0.97 1
0.316 0 1 0.97 1
0.318 0 1 0.97 1
0.321 0 1 0.97 1
0.323 0 1 0.97 1
0.326 0 1 0.97 1
0.328 0 1 0.97 1
0.331 0 1 0.97 1
0.333 0 1 0.97 1
0.336 0 1 0.97 1
0.338 0 1 0.97 1
0.341 0 1 0.97 1
0.343 0 1 0.97 1
0.346 0 1 0.97 1
0.348 0 1 0.97 1
0.351 0 1 0.97 1
0.353 0 1 0.97 1
0.356 0 1 0.97 1
0.358 0 1 0.97 1
0.361 0 1 0.97 1
0.363 0 1 0.97 1
0.366 0 1 0.97 1
0.368 0 1 0.97 1
0.371 0 1 0.97 1
0.373 0 1 0.97 1
0.376 0 1 0.97 1
0.378 0 1 0.97 1
0.381 0 1 0.97 1
0.383 0 1 0.97 1
0.386 0 1 0.97 1
0.388 0 1 0.97 1
0.391 0 1 0.97 1
0.393 0 1 0.97 1
0.396 0 1 0.97 1
0.398 0 1 0.97 1
0.401 0 1 0.97 1
0.404 0 1 0.97 1
0.406 0 1 0.97 1
0.409 0 1 0.97 1
0.411 0 1 0.97 1
0.414 0 1 0.97 1
0.416 0 1 0.97 1
0.419 0 1 0.97 1
0.421 0 1 0.97 1
0.424 0 1 0.97 1
0.426 0 1 0.97 1
0.429 0 1 0.97 1
0.431 0 1 0.97 1
0.434 0 1 0.97 1
0.436 0 1 0.97 1
0.439 0 1 0.97 1
0.441 0 1 0.97 1
0.444 0 1 0.97 1
0.446 0 1 0.97 1
0.449 0 1 0.97 1
0.451 0 1 0.97 1
0.454 0 1 0.97 1
0.456 0 1 0.97 1
0.459 0 1 0.97 1
0.461 0 1 0.97 1
0.464 0 1 0.97 1
0.466 0 1 0.97 1
0.469 0 1 0.97 1
0.471 0 1 0.97 1
0.474 0 1 0.97 1
0.476 0 1 0.97 1
0.479 0 1 0.97 1
0.481 0 1 0.97 1
0.484 0 1 0.97 1
0.486 0 1 0.97 1
0.489 0 1 0.97 1
0.491 0 1 0.97 1
0.494 0 1 0.97 1
0.496 0 1 0.97 1
0.499 0 1 0.97 1
0.501 0 1 0.97 1
0.504 0 1 0.97 1
0.506 0 1 0.97 1
0.509 0 1 0.97 1
0.511 0 1 0.97 1
0.514 0 1 0.97 1
0.516 0 1 0.97 1
0.519 0 1 0.97 1
0.521 0 1 0.97 1
0.524 0 1 0.97 1
0.526 0 1 0.97 1
0.529 0 1 0.97 1
0.531 0 1 0.97 1
0.534 0 1 0.97 1
0.536 0 1 0.97 1
0.539 0 1 0.97 1
0.541 0 1 0.97 1
0.544 0 1 0.97 1
0.546 0 1 0.97 1
0.549 0 1 0.97 1
0.551 0 1 0.97 1
0.554 0 1 0.97 1
0.556 0 1 0.97 1
0.559 0 1 0.97 1
0.561 0 1 0.97 1
0.564 0 1 0.97 1
0.566 0 1 0.97 1
0.569 0 1 0.97 1
0.571 0 1 0.97 1
0.574 0 1 0.97 1
0.576 0 1 0.97 1
0.579 0 1 0.97 1
0.581 0 1 0.97 1
0.584 0 1 0.97 1
0.586 0 1 0.97 1
0.589 0 1 0.97 1
0.591 0 1 0.97 1
0.594 0 1 0.97 1
0.596 0 1 0.97 1
0.599 0 1 0.97 1
0.602 0 1 0.97 1
0.604 0 1 0.97 1
0.607 0 1 0.97 1
0.609 0 1 0.97 1
0.612 0 1 0.97 1
0.614 0 1 0.97 1
0.617 0 1 0.97 1
0.619 0 1 0.97 1
0.622 0 1 0.97 1
0.624 0 1 0.97 1
0.627 0 1 0.97 1
0.629 0 1 0.97 1
0.632 0 1 0.97 1
0.634 0 1 0.97 1
0.637 0 1 0.97 1
0.639 0 1 0.97 1
0.642 0 1 0.97 1
0.644 0 1 0.97 1
0.647 0 1 0.97 1
0.649 0 1 0.97 1
0.652 0 1 0.97 1
0.654 0 1 0.97 1
0.657 0 1 0.97 1
0.659 0 1 0.97 1
0.662 0 1 0.97 1
0.664 0 1 0.97 1
0.667 0 1 0.97 1
0.669 0 1 0.97 1
0.672 0 1 0.97 1
0.674 0 1 0.97 1
0.677 0 1 0.97 1
0.679 0 1 0.97 1
0.682 0 1 0.97 1
0.684 0 1 0.97 1
0.687 0 1 0.97 1
0.689 0 1 0.97 1
0.692 0 1 0.97 1
0.694 0 1 0.97 1
0.697 0 1 0.97 1
0.699 0 1 0.97 1
0.702 0 1 0.97 1
0.704 0 1 0.97 1
0.707 0 1 0.97 1
0.709 0 1 0.97 1
0.712 0 1 0.97 1
0.714 0 1 0.97 1
0.717 0 1 0.97 1
0.719 0 1 0.97 1
0.722 0 1 0.97 1
0.724 0 1 0.97 1
0.727 0 1 0.97 1
0.729 0 1 0.97 1
0.732 0 1 0.97 1
0.734 0 1 0.97 1
0.737 0 1 0.97 1
0.739 0 1 0.97 1
0.742 0 1 0.97 1
0.744 0 1 0.97 1
0.747 0 1 0.97 1
0.749 0 1 0.97 1
0.752 0 1 0.97 1
0.754 0 1 0.97 1
0.757 0 1 0.97 1
0.759 0 1 0.97 1
0.762 0 1 0.97 1
0.764 0 1 0.97 1
0.767 0 1 0.97 1
0.769 0 1 0.97 1
0.772 0 1 0.97 1
0.774 0 1 0.97 1
0.777 0 1 0.97 1
0.779 0 1 0.97 1
0.782 0 1 0.97 1
0.784 0 1 0.97 1
0.787 0 1 0.97 1
0.789 0 1 0.97 1
0.792 0 1 0.97 1
0.794 0 1 0.97 1
0.797 0 1 0.97 1
0.799 0 1 0.97 1
0.802 0 1 0.97 1
0.805 0 1 0.97 1
0.807 0 1 0.97 1
0.81 0 1 0.97 1
0.812 0 1 0.97 1
0.815 0 1 0.97 1
0.817 0 1 0.97 1
0.82 0 1 0.97 1
0.822 0 1 0.97 1
0.825 0 1 0.97 1
0.827 0 1 0.97 1
0.83 0 1 0.97 1
0.832 0 1 0.97 1
0.835 0 1 0.97 1
0.837 0 1 0.97 1
0.84 0 1 0.97 1
0.842 0 1 0.97 1
0.845 0 1 0.97 1
0.847 0 1 0.97 1
0.85 0 1 0.97 1
0.852 0 1 0.97 1
0.855 0 1 0.97 1
0.857 0.001 1 0.97 1
0.86 0.001 1 0.97 1
0.862 0.001 1 0.97 1
0.865 0.001 1 0.97 1
0.867 0.001 1 0.97 1
0.87 0.001 1 0.97 1
0.872 0.001 1 0.97 1
0.875 0.001 1 0.97 1
0.877 0.002 1 0.97 1
0.88 0.002 1 0.97 1
0.882 0.002 1 0.97 1
0.885 0.003 1 0.97 1
0.887 0.003 1 0.97 1
0.89 0.004 1 0.97 1
0.892 0.005 1 0.97 1
0.895 0.005 1 0.97 1
0.897 0.007 1 0.97 1
0.9 0.008 1 0.97 1
0.902 0.009 1 0.97 1
0.905 0.011 1 0.97 1
0.907 0.014 1 0.97 1
0.91 0.017 1 0.97 1
0.912 0.021 1 0.97 1
0.915 0.025 1 0.97 1
0.917 0.031 1 0.97 1
0.92 0.039 1 0.97 1
0.922 0.048 1 0.97 1
0.925 0.06 1 0.97 1
0.927 0.074 1 0.97 1
0.93 0.093 1 0.97 1
0.932 0.118 1 0.97 1
0.935 0.149 1 0.97 1
0.937 0.188 1 0.97 1
0.94 0.24 1 0.97 1
0.942 0.306 1 0.97 1
0.945 0.391 1 0.97 1
0.947 0.502 1 0.97 1
0.95 0.646 1 0.97 1
0.952 0.833 1 0.97 1
0.955 1.076 1 0.97 1
0.957 1.391 1 0.97 1
0.96 1.802 1 0.97 1
0.962 2.336 1 0.97 1
0.965 3.029 1 0.97 1
0.967 3.926 1 0.97 1
0.97 5.083 1 0.97 1
0.972 6.57 1 0.97 1
0.975 8.472 1 0.97 1
0.977 10.888 1 0.97 1
0.98 13.934 1 0.97 1
0.982 17.738 1 0.97 1
0.985 22.437 1 0.97 1
0.987 28.166 1 0.97 1
0.99 35.043 1 0.97 1
0.992 43.152 1 0.97 1
0.995 52.51 1 0.97 1
0.997 63.041 1 0.97 1
1 74.541 1 0.97 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.014 0.714 0.388 0.878
0.02 0.017 0.714 0.388 0.878
0.041 0.02 0.714 0.388 0.878
0.061 0.023 0.714 0.388 0.878
0.082 0.028 0.714 0.388 0.878
0.102 0.033 0.714 0.388 0.878
0.122 0.039 0.714 0.388 0.878
0.143 0.046 0.714 0.388 0.878
0.163 0.055 0.714 0.388 0.878
0.184 0.065 0.714 0.388 0.878
0.204 0.078 0.714 0.388 0.878
0.224 0.093 0.714 0.388 0.878
0.245 0.111 0.714 0.388 0.878
0.265 0.133 0.714 0.388 0.878
0.286 0.16 0.714 0.388 0.878
0.306 0.192 0.714 0.388 0.878
0.327 0.231 0.714 0.388 0.878
0.347 0.279 0.714 0.388 0.878
0.367 0.335 0.714 0.388 0.878
0.388 0.404 0.714 0.388 0.878
0.408 0.486 0.714 0.388 0.878
0.429 0.584 0.714 0.388 0.878
0.449 0.7 0.714 0.388 0.878
0.469 0.838 0.714 0.388 0.878
0.49 0.999 0.714 0.388 0.878
0.51 1.187 0.714 0.388 0.878
0.531 1.401 0.714 0.388 0.878
0.551 1.643 0.714 0.388 0.878
0.571 1.91 0.714 0.388 0.878
0.592 2.197 0.714 0.388 0.878
0.612 2.497 0.714 0.388 0.878
0.633 2.795 0.714 0.388 0.878
0.653 3.072 0.714 0.388 0.878
0.673 3.303 0.714 0.388 0.878
0.694 3.46 0.714 0.388 0.878
0.714 3.511 0.714 0.388 0.878
0.735 3.429 0.714 0.388 0.878
0.755 3.196 0.714 0.388 0.878
0.776 2.816 0.714 0.388 0.878
0.796 2.317 0.714 0.388 0.878
0.816 1.753 0.714 0.388 0.878
0.837 1.198 0.714 0.388 0.878
0.857 0.725 0.714 0.388 0.878
0.878 0.379 0.714 0.388 0.878
0.898 0.166 0.714 0.388 0.878
0.918 0.06 0.714 0.388 0.878
0.939 0.017 0.714 0.388 0.878
0.959 0.004 0.714 0.388 0.878
0.98 0.001 0.714 0.388 0.878
1 0 0.714 0.388 0.878

Return to text


Figure 9: Eighth column of the interest rate Jacobian in four structural models
Notes: The figure plots column 8 of the interest rate Jacobian (\(\mathcal{J}^{C,R}_{h,8}\)) for four structural models: the baseline full-information rational expectations (FIRE) model, the sticky expectations model with \(\theta^R = 0.8\), a finite horizon planning model, and a myopia model. Each curve shows the consumption response at horizon \(h\) to an interest rate change at horizon \(s = 8\). The black dotted lines show the corresponding basis function approximations using the tensor-product B-spline parameterization. All models exhibit smooth behavior within the causal (\(h \geq s\)) and anticipatory (\(h < s\)) regions, with a structural break at the diagonal—the minimal regularity encoded in the basis.

Response_Horizon FIRE FIRE_Basis_Approx Sticky_Expectations Sticky_Basis_Approx Finite_Horizon_Planning FHP_Basis_Approx Myopia Myopia_Basis_Approx
0 -0.071 -0.071 -0.014 -0.014 -0 -0 -0.035 -0.035
1 -0.072 -0.072 -0.026 -0.026 -0.001 -0.001 -0.036 -0.036
2 -0.074 -0.074 -0.037 -0.037 -0.002 -0.001 -0.037 -0.037
3 -0.076 -0.076 -0.048 -0.047 -0.005 -0.003 -0.038 -0.038
4 -0.08 -0.08 -0.058 -0.057 -0.011 -0.01 -0.04 -0.04
5 -0.086 -0.085 -0.068 -0.068 -0.023 -0.023 -0.043 -0.043
6 -0.093 -0.093 -0.08 -0.08 -0.049 -0.048 -0.047 -0.047
7 -0.108 -0.108 -0.097 -0.097 -0.097 -0.097 -0.054 -0.054
8 0.095 0.095 0.079 0.079 0.062 0.062 0.067 0.067
9 0.082 0.082 0.069 0.069 0.055 0.055 0.06 0.06
10 0.073 0.073 0.062 0.062 0.049 0.049 0.055 0.055
11 0.066 0.066 0.056 0.056 0.045 0.045 0.05 0.05
12 0.061 0.06 0.052 0.052 0.042 0.042 0.047 0.047
13 0.056 0.056 0.048 0.048 0.04 0.04 0.044 0.044
14 0.052 0.053 0.045 0.045 0.038 0.038 0.042 0.042
15 0.049 0.049 0.043 0.043 0.036 0.036 0.04 0.04

Return to text


Figure 10: Estimated interest rate Jacobians
(a) FIRE model
(b) Non-parametrically estimated model
Notes: The figure plots the interest rate Jacobian \(\mathcal{J}^{C,R}_{h,s}\), showing the consumption response at horizon \(h\) to an interest rate change at horizon \(s\). Panel (a) shows the FIRE model, which serves as the prior mean. Panel (b) shows the posterior mean Jacobian estimated using all ten shocks jointly.

(a) FIRE model

Response_Horizon Shock_Horizon Jacobian_Value_pct
0 0 0.039
0 1 -0.149
0 2 -0.124
0 3 -0.109
0 4 -0.097
0 5 -0.088
0 6 -0.081
0 7 -0.075
0 8 -0.071
1 0 0.038
1 1 0.061
1 2 -0.134
1 3 -0.113
1 4 -0.101
1 5 -0.091
1 6 -0.083
1 7 -0.077
1 8 -0.072
2 0 0.036
2 1 0.053
2 2 0.072
2 3 -0.126
2 4 -0.107
2 5 -0.095
2 6 -0.086
2 7 -0.079
2 8 -0.074
3 0 0.035
3 1 0.048
3 2 0.062
3 3 0.079
3 4 -0.12
3 5 -0.102
3 6 -0.091
3 7 -0.083
3 8 -0.076
4 0 0.033
4 1 0.044
4 2 0.055
4 3 0.068
4 4 0.084
4 5 -0.116
4 6 -0.098
4 7 -0.088
4 8 -0.08
5 0 0.032
5 1 0.041
5 2 0.05
5 3 0.06
5 4 0.072
5 5 0.088
5 6 -0.113
5 7 -0.096
5 8 -0.086
6 0 0.031
6 1 0.038
6 2 0.046
6 3 0.054
6 4 0.064
6 5 0.076
6 6 0.091
6 7 -0.11
6 8 -0.093
7 0 0.03
7 1 0.036
7 2 0.043
7 3 0.05
7 4 0.058
7 5 0.067
7 6 0.078
7 7 0.093
7 8 -0.108
8 0 0.029
8 1 0.034
8 2 0.04
8 3 0.046
8 4 0.053
8 5 0.06
8 6 0.069
8 7 0.08
8 8 0.095


(b) Non-parametrically estimated model

Response_Horizon Shock_Horizon Jacobian_Value_pct
0 0 -0.018
0 1 -0.081
0 2 -0.048
0 3 -0.03
0 4 -0.024
0 5 -0.023
0 6 -0.022
0 7 -0.022
0 8 -0.021
1 0 -0.022
1 1 0.011
1 2 -0.07
1 3 -0.042
1 4 -0.027
1 5 -0.02
1 6 -0.015
1 7 -0.012
1 8 -0.011
2 0 -0.023
2 1 -0.007
2 2 0.014
2 3 -0.062
2 4 -0.037
2 5 -0.022
2 6 -0.013
2 7 -0.008
2 8 -0.005
3 0 -0.021
3 1 -0.018
3 2 -0.006
3 3 0.014
3 4 -0.055
3 5 -0.032
3 6 -0.017
3 7 -0.008
3 8 -0.004
4 0 -0.019
4 1 -0.023
4 2 -0.019
4 3 -0.005
4 4 0.016
4 5 -0.048
4 6 -0.027
4 7 -0.012
4 8 -0.005
5 0 -0.016
5 1 -0.026
5 2 -0.026
5 3 -0.018
5 4 -0.002
5 5 0.02
5 6 -0.042
5 7 -0.02
5 8 -0.007
6 0 -0.014
6 1 -0.028
6 2 -0.032
6 3 -0.028
6 4 -0.017
6 5 0.001
6 6 0.025
6 7 -0.033
6 8 -0.012
7 0 -0.012
7 1 -0.029
7 2 -0.037
7 3 -0.036
7 4 -0.027
7 5 -0.012
7 6 0.008
7 7 0.034
7 8 -0.023
8 0 -0.011
8 1 -0.03
8 2 -0.039
8 3 -0.04
8 4 -0.033
8 5 -0.02
8 6 -0.002
8 7 0.021
8 8 0.05

Return to text


Figure 11: Non-parametric estimate of the consumption response to a real interest rate shock
Notes: The figure plots the prior and posterior distributions of the consumption response to an exponentially decaying real interest rate shock (1 percentage point on impact, 4-quarter half-life), computed from the non-parametric interest rate Jacobian estimated using all ten shocks. The Jacobian is parameterized using a tensor-product B-spline basis with separate expansions for the lower-triangular (causal) and upper-triangular (anticipatory) regions. The orange shaded region is the 95% prior credible interval, centered on the structural model’s prediction. The blue shaded region is the 95% posterior credible interval, with the posterior mean shown in the solid blue line. The green dotted line shows the structural model’s prediction under full-information rational expectations (\(\theta^R = 0\)).

Quarter FIRE_Model Prior_Mean Prior_95CI_Upper Prior_95CI_Lower Posterior_Mean Posterior_95CI_Upper Posterior_95CI_Lower
0 -0.612 -0.685 1.499 -2.869 -0.088 0.262 -0.437
1 -0.441 -0.515 0.82 -1.85 -0.003 0.283 -0.29
2 -0.308 -0.383 0.865 -1.63 0.031 0.313 -0.252
3 -0.203 -0.28 0.96 -1.52 0.033 0.319 -0.253
4 -0.119 -0.199 1.024 -1.423 0.021 0.308 -0.267
5 -0.052 -0.135 1.107 -1.378 0.006 0.296 -0.285
6 0.003 -0.085 1.18 -1.35 -0.007 0.283 -0.298
7 0.051 -0.046 1.226 -1.318 -0.016 0.267 -0.3

Return to text


Figure 12: Impulse responses to Romer and Romer (2004) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.033 0.066 0.142 -0.075 -0.058 0.144 0.18 -0.295 0.862 0.053 0.949 0.775 -5.4 1.84 -2.374 -8.427
1 -0.093 0.094 0.062 -0.248 -0.178 0.162 0.089 -0.445 0.751 0.093 0.903 0.599 -0.928 1.84 2.098 -3.955
2 -0.234 0.113 -0.047 -0.42 -0.225 0.181 0.073 -0.523 0.406 0.11 0.587 0.226 -1.923 1.823 1.076 -4.923
3 -0.348 0.136 -0.125 -0.571 -0.37 0.252 0.045 -0.785 0.577 0.12 0.775 0.38 0.335 1.954 3.549 -2.879
4 -0.356 0.152 -0.107 -0.606 -0.45 0.273 -0.002 -0.899 0.323 0.137 0.549 0.098 -0.251 1.892 2.861 -3.362
5 -0.368 0.166 -0.094 -0.641 -0.511 0.277 -0.056 -0.967 0.607 0.144 0.844 0.37 0.549 1.951 3.758 -2.66
6 -0.402 0.18 -0.107 -0.698 -0.61 0.289 -0.136 -1.085 0.41 0.153 0.661 0.158 -2.371 1.981 0.888 -5.63
7 -0.419 0.195 -0.099 -0.739 -0.619 0.289 -0.143 -1.095 0.051 0.156 0.307 -0.205 2.305 1.866 5.375 -0.765
8 -0.328 0.206 0.012 -0.667 -0.556 0.29 -0.078 -1.033 0.097 0.159 0.358 -0.165 1.105 1.868 4.178 -1.968
9 -0.392 0.216 -0.037 -0.747 -0.641 0.298 -0.152 -1.131 0.209 0.165 0.48 -0.062 -1.497 1.811 1.482 -4.476
10 -0.335 0.222 0.03 -0.701 -0.582 0.311 -0.071 -1.093 0.095 0.169 0.373 -0.182 0.725 1.906 3.86 -2.41
11 -0.29 0.233 0.094 -0.674 -0.499 0.317 0.022 -1.02 -0.007 0.169 0.272 -0.285 0.184 1.983 3.446 -3.079
12 -0.292 0.244 0.109 -0.694 -0.378 0.326 0.158 -0.914 -0.009 0.168 0.268 -0.285 -0.934 1.888 2.172 -4.04
13 -0.268 0.252 0.147 -0.683 -0.22 0.334 0.329 -0.768 0.057 0.164 0.327 -0.213 -0.487 1.796 2.468 -3.441
14 -0.303 0.258 0.122 -0.728 -0.285 0.34 0.275 -0.845 -0.032 0.16 0.231 -0.295 -0.546 1.914 2.603 -3.695
15 -0.145 0.268 0.295 -0.585 -0.44 0.305 0.062 -0.942 -0.169 0.159 0.093 -0.431 1.864 1.797 4.82 -1.092

Return to text


Figure 13:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.004 1 0.764 1
0.003 0.004 1 0.764 1
0.005 0.004 1 0.764 1
0.008 0.004 1 0.764 1
0.01 0.004 1 0.764 1
0.013 0.004 1 0.764 1
0.015 0.004 1 0.764 1
0.018 0.004 1 0.764 1
0.02 0.004 1 0.764 1
0.023 0.004 1 0.764 1
0.025 0.004 1 0.764 1
0.028 0.004 1 0.764 1
0.03 0.004 1 0.764 1
0.033 0.004 1 0.764 1
0.035 0.004 1 0.764 1
0.038 0.004 1 0.764 1
0.04 0.004 1 0.764 1
0.043 0.005 1 0.764 1
0.045 0.005 1 0.764 1
0.048 0.005 1 0.764 1
0.05 0.005 1 0.764 1
0.053 0.005 1 0.764 1
0.055 0.005 1 0.764 1
0.058 0.005 1 0.764 1
0.06 0.005 1 0.764 1
0.063 0.005 1 0.764 1
0.065 0.005 1 0.764 1
0.068 0.005 1 0.764 1
0.07 0.005 1 0.764 1
0.073 0.005 1 0.764 1
0.075 0.005 1 0.764 1
0.078 0.005 1 0.764 1
0.08 0.005 1 0.764 1
0.083 0.005 1 0.764 1
0.085 0.005 1 0.764 1
0.088 0.005 1 0.764 1
0.09 0.005 1 0.764 1
0.093 0.005 1 0.764 1
0.095 0.006 1 0.764 1
0.098 0.006 1 0.764 1
0.1 0.006 1 0.764 1
0.103 0.006 1 0.764 1
0.105 0.006 1 0.764 1
0.108 0.006 1 0.764 1
0.11 0.006 1 0.764 1
0.113 0.006 1 0.764 1
0.115 0.006 1 0.764 1
0.118 0.006 1 0.764 1
0.12 0.006 1 0.764 1
0.123 0.006 1 0.764 1
0.125 0.006 1 0.764 1
0.128 0.006 1 0.764 1
0.13 0.006 1 0.764 1
0.133 0.006 1 0.764 1
0.135 0.007 1 0.764 1
0.138 0.007 1 0.764 1
0.14 0.007 1 0.764 1
0.143 0.007 1 0.764 1
0.145 0.007 1 0.764 1
0.148 0.007 1 0.764 1
0.15 0.007 1 0.764 1
0.153 0.007 1 0.764 1
0.155 0.007 1 0.764 1
0.158 0.007 1 0.764 1
0.16 0.007 1 0.764 1
0.163 0.007 1 0.764 1
0.165 0.007 1 0.764 1
0.168 0.007 1 0.764 1
0.17 0.008 1 0.764 1
0.173 0.008 1 0.764 1
0.175 0.008 1 0.764 1
0.178 0.008 1 0.764 1
0.18 0.008 1 0.764 1
0.183 0.008 1 0.764 1
0.185 0.008 1 0.764 1
0.188 0.008 1 0.764 1
0.19 0.008 1 0.764 1
0.193 0.008 1 0.764 1
0.195 0.008 1 0.764 1
0.198 0.009 1 0.764 1
0.201 0.009 1 0.764 1
0.203 0.009 1 0.764 1
0.206 0.009 1 0.764 1
0.208 0.009 1 0.764 1
0.211 0.009 1 0.764 1
0.213 0.009 1 0.764 1
0.216 0.009 1 0.764 1
0.218 0.009 1 0.764 1
0.221 0.009 1 0.764 1
0.223 0.01 1 0.764 1
0.226 0.01 1 0.764 1
0.228 0.01 1 0.764 1
0.231 0.01 1 0.764 1
0.233 0.01 1 0.764 1
0.236 0.01 1 0.764 1
0.238 0.01 1 0.764 1
0.241 0.01 1 0.764 1
0.243 0.01 1 0.764 1
0.246 0.011 1 0.764 1
0.248 0.011 1 0.764 1
0.251 0.011 1 0.764 1
0.253 0.011 1 0.764 1
0.256 0.011 1 0.764 1
0.258 0.011 1 0.764 1
0.261 0.011 1 0.764 1
0.263 0.011 1 0.764 1
0.266 0.012 1 0.764 1
0.268 0.012 1 0.764 1
0.271 0.012 1 0.764 1
0.273 0.012 1 0.764 1
0.276 0.012 1 0.764 1
0.278 0.012 1 0.764 1
0.281 0.013 1 0.764 1
0.283 0.013 1 0.764 1
0.286 0.013 1 0.764 1
0.288 0.013 1 0.764 1
0.291 0.013 1 0.764 1
0.293 0.013 1 0.764 1
0.296 0.013 1 0.764 1
0.298 0.014 1 0.764 1
0.301 0.014 1 0.764 1
0.303 0.014 1 0.764 1
0.306 0.014 1 0.764 1
0.308 0.014 1 0.764 1
0.311 0.015 1 0.764 1
0.313 0.015 1 0.764 1
0.316 0.015 1 0.764 1
0.318 0.015 1 0.764 1
0.321 0.015 1 0.764 1
0.323 0.015 1 0.764 1
0.326 0.016 1 0.764 1
0.328 0.016 1 0.764 1
0.331 0.016 1 0.764 1
0.333 0.016 1 0.764 1
0.336 0.017 1 0.764 1
0.338 0.017 1 0.764 1
0.341 0.017 1 0.764 1
0.343 0.017 1 0.764 1
0.346 0.017 1 0.764 1
0.348 0.018 1 0.764 1
0.351 0.018 1 0.764 1
0.353 0.018 1 0.764 1
0.356 0.018 1 0.764 1
0.358 0.019 1 0.764 1
0.361 0.019 1 0.764 1
0.363 0.019 1 0.764 1
0.366 0.019 1 0.764 1
0.368 0.02 1 0.764 1
0.371 0.02 1 0.764 1
0.373 0.02 1 0.764 1
0.376 0.021 1 0.764 1
0.378 0.021 1 0.764 1
0.381 0.021 1 0.764 1
0.383 0.021 1 0.764 1
0.386 0.022 1 0.764 1
0.388 0.022 1 0.764 1
0.391 0.022 1 0.764 1
0.393 0.023 1 0.764 1
0.396 0.023 1 0.764 1
0.398 0.023 1 0.764 1
0.401 0.024 1 0.764 1
0.404 0.024 1 0.764 1
0.406 0.024 1 0.764 1
0.409 0.025 1 0.764 1
0.411 0.025 1 0.764 1
0.414 0.025 1 0.764 1
0.416 0.026 1 0.764 1
0.419 0.026 1 0.764 1
0.421 0.027 1 0.764 1
0.424 0.027 1 0.764 1
0.426 0.027 1 0.764 1
0.429 0.028 1 0.764 1
0.431 0.028 1 0.764 1
0.434 0.029 1 0.764 1
0.436 0.029 1 0.764 1
0.439 0.03 1 0.764 1
0.441 0.03 1 0.764 1
0.444 0.03 1 0.764 1
0.446 0.031 1 0.764 1
0.449 0.031 1 0.764 1
0.451 0.032 1 0.764 1
0.454 0.032 1 0.764 1
0.456 0.033 1 0.764 1
0.459 0.033 1 0.764 1
0.461 0.034 1 0.764 1
0.464 0.034 1 0.764 1
0.466 0.035 1 0.764 1
0.469 0.036 1 0.764 1
0.471 0.036 1 0.764 1
0.474 0.037 1 0.764 1
0.476 0.037 1 0.764 1
0.479 0.038 1 0.764 1
0.481 0.039 1 0.764 1
0.484 0.039 1 0.764 1
0.486 0.04 1 0.764 1
0.489 0.041 1 0.764 1
0.491 0.041 1 0.764 1
0.494 0.042 1 0.764 1
0.496 0.043 1 0.764 1
0.499 0.043 1 0.764 1
0.501 0.044 1 0.764 1
0.504 0.045 1 0.764 1
0.506 0.046 1 0.764 1
0.509 0.046 1 0.764 1
0.511 0.047 1 0.764 1
0.514 0.048 1 0.764 1
0.516 0.049 1 0.764 1
0.519 0.05 1 0.764 1
0.521 0.051 1 0.764 1
0.524 0.052 1 0.764 1
0.526 0.053 1 0.764 1
0.529 0.053 1 0.764 1
0.531 0.054 1 0.764 1
0.534 0.055 1 0.764 1
0.536 0.056 1 0.764 1
0.539 0.057 1 0.764 1
0.541 0.059 1 0.764 1
0.544 0.06 1 0.764 1
0.546 0.061 1 0.764 1
0.549 0.062 1 0.764 1
0.551 0.063 1 0.764 1
0.554 0.064 1 0.764 1
0.556 0.065 1 0.764 1
0.559 0.067 1 0.764 1
0.561 0.068 1 0.764 1
0.564 0.069 1 0.764 1
0.566 0.071 1 0.764 1
0.569 0.072 1 0.764 1
0.571 0.073 1 0.764 1
0.574 0.075 1 0.764 1
0.576 0.076 1 0.764 1
0.579 0.078 1 0.764 1
0.581 0.079 1 0.764 1
0.584 0.081 1 0.764 1
0.586 0.083 1 0.764 1
0.589 0.084 1 0.764 1
0.591 0.086 1 0.764 1
0.594 0.088 1 0.764 1
0.596 0.09 1 0.764 1
0.599 0.092 1 0.764 1
0.602 0.093 1 0.764 1
0.604 0.095 1 0.764 1
0.607 0.097 1 0.764 1
0.609 0.099 1 0.764 1
0.612 0.102 1 0.764 1
0.614 0.104 1 0.764 1
0.617 0.106 1 0.764 1
0.619 0.108 1 0.764 1
0.622 0.111 1 0.764 1
0.624 0.113 1 0.764 1
0.627 0.116 1 0.764 1
0.629 0.118 1 0.764 1
0.632 0.121 1 0.764 1
0.634 0.123 1 0.764 1
0.637 0.126 1 0.764 1
0.639 0.129 1 0.764 1
0.642 0.132 1 0.764 1
0.644 0.135 1 0.764 1
0.647 0.138 1 0.764 1
0.649 0.141 1 0.764 1
0.652 0.145 1 0.764 1
0.654 0.148 1 0.764 1
0.657 0.151 1 0.764 1
0.659 0.155 1 0.764 1
0.662 0.159 1 0.764 1
0.664 0.163 1 0.764 1
0.667 0.166 1 0.764 1
0.669 0.17 1 0.764 1
0.672 0.175 1 0.764 1
0.674 0.179 1 0.764 1
0.677 0.183 1 0.764 1
0.679 0.188 1 0.764 1
0.682 0.193 1 0.764 1
0.684 0.197 1 0.764 1
0.687 0.202 1 0.764 1
0.689 0.208 1 0.764 1
0.692 0.213 1 0.764 1
0.694 0.218 1 0.764 1
0.697 0.224 1 0.764 1
0.699 0.23 1 0.764 1
0.702 0.236 1 0.764 1
0.704 0.242 1 0.764 1
0.707 0.248 1 0.764 1
0.709 0.255 1 0.764 1
0.712 0.262 1 0.764 1
0.714 0.269 1 0.764 1
0.717 0.276 1 0.764 1
0.719 0.284 1 0.764 1
0.722 0.291 1 0.764 1
0.724 0.3 1 0.764 1
0.727 0.308 1 0.764 1
0.729 0.316 1 0.764 1
0.732 0.325 1 0.764 1
0.734 0.335 1 0.764 1
0.737 0.344 1 0.764 1
0.739 0.354 1 0.764 1
0.742 0.364 1 0.764 1
0.744 0.375 1 0.764 1
0.747 0.386 1 0.764 1
0.749 0.397 1 0.764 1
0.752 0.409 1 0.764 1
0.754 0.421 1 0.764 1
0.757 0.433 1 0.764 1
0.759 0.446 1 0.764 1
0.762 0.46 1 0.764 1
0.764 0.474 1 0.764 1
0.767 0.488 1 0.764 1
0.769 0.503 1 0.764 1
0.772 0.519 1 0.764 1
0.774 0.535 1 0.764 1
0.777 0.552 1 0.764 1
0.779 0.569 1 0.764 1
0.782 0.587 1 0.764 1
0.784 0.606 1 0.764 1
0.787 0.626 1 0.764 1
0.789 0.646 1 0.764 1
0.792 0.667 1 0.764 1
0.794 0.688 1 0.764 1
0.797 0.711 1 0.764 1
0.799 0.735 1 0.764 1
0.802 0.759 1 0.764 1
0.805 0.784 1 0.764 1
0.807 0.811 1 0.764 1
0.81 0.838 1 0.764 1
0.812 0.867 1 0.764 1
0.815 0.896 1 0.764 1
0.817 0.927 1 0.764 1
0.82 0.959 1 0.764 1
0.822 0.992 1 0.764 1
0.825 1.027 1 0.764 1
0.827 1.063 1 0.764 1
0.83 1.1 1 0.764 1
0.832 1.139 1 0.764 1
0.835 1.18 1 0.764 1
0.837 1.222 1 0.764 1
0.84 1.266 1 0.764 1
0.842 1.312 1 0.764 1
0.845 1.36 1 0.764 1
0.847 1.41 1 0.764 1
0.85 1.461 1 0.764 1
0.852 1.515 1 0.764 1
0.855 1.571 1 0.764 1
0.857 1.63 1 0.764 1
0.86 1.691 1 0.764 1
0.862 1.754 1 0.764 1
0.865 1.82 1 0.764 1
0.867 1.889 1 0.764 1
0.87 1.96 1 0.764 1
0.872 2.035 1 0.764 1
0.875 2.113 1 0.764 1
0.877 2.194 1 0.764 1
0.88 2.279 1 0.764 1
0.882 2.367 1 0.764 1
0.885 2.459 1 0.764 1
0.887 2.554 1 0.764 1
0.89 2.654 1 0.764 1
0.892 2.758 1 0.764 1
0.895 2.866 1 0.764 1
0.897 2.979 1 0.764 1
0.9 3.096 1 0.764 1
0.902 3.219 1 0.764 1
0.905 3.347 1 0.764 1
0.907 3.479 1 0.764 1
0.91 3.618 1 0.764 1
0.912 3.762 1 0.764 1
0.915 3.913 1 0.764 1
0.917 4.069 1 0.764 1
0.92 4.232 1 0.764 1
0.922 4.402 1 0.764 1
0.925 4.579 1 0.764 1
0.927 4.763 1 0.764 1
0.93 4.955 1 0.764 1
0.932 5.154 1 0.764 1
0.935 5.362 1 0.764 1
0.937 5.578 1 0.764 1
0.94 5.803 1 0.764 1
0.942 6.037 1 0.764 1
0.945 6.28 1 0.764 1
0.947 6.533 1 0.764 1
0.95 6.795 1 0.764 1
0.952 7.069 1 0.764 1
0.955 7.352 1 0.764 1
0.957 7.647 1 0.764 1
0.96 7.953 1 0.764 1
0.962 8.27 1 0.764 1
0.965 8.6 1 0.764 1
0.967 8.941 1 0.764 1
0.97 9.294 1 0.764 1
0.972 9.661 1 0.764 1
0.975 10.04 1 0.764 1
0.977 10.431 1 0.764 1
0.98 10.836 1 0.764 1
0.982 11.254 1 0.764 1
0.985 11.684 1 0.764 1
0.987 12.127 1 0.764 1
0.99 12.583 1 0.764 1
0.992 13.05 1 0.764 1
0.995 13.529 1 0.764 1
0.997 14.019 1 0.764 1
1 14.519 1 0.764 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.229 0.898 0.184 1
0.02 0.238 0.898 0.184 1
0.041 0.248 0.898 0.184 1
0.061 0.258 0.898 0.184 1
0.082 0.27 0.898 0.184 1
0.102 0.281 0.898 0.184 1
0.122 0.294 0.898 0.184 1
0.143 0.308 0.898 0.184 1
0.163 0.322 0.898 0.184 1
0.184 0.338 0.898 0.184 1
0.204 0.355 0.898 0.184 1
0.224 0.373 0.898 0.184 1
0.245 0.392 0.898 0.184 1
0.265 0.412 0.898 0.184 1
0.286 0.435 0.898 0.184 1
0.306 0.458 0.898 0.184 1
0.327 0.484 0.898 0.184 1
0.347 0.512 0.898 0.184 1
0.367 0.541 0.898 0.184 1
0.388 0.573 0.898 0.184 1
0.408 0.608 0.898 0.184 1
0.429 0.645 0.898 0.184 1
0.449 0.685 0.898 0.184 1
0.469 0.728 0.898 0.184 1
0.49 0.775 0.898 0.184 1
0.51 0.825 0.898 0.184 1
0.531 0.878 0.898 0.184 1
0.551 0.935 0.898 0.184 1
0.571 0.996 0.898 0.184 1
0.592 1.061 0.898 0.184 1
0.612 1.13 0.898 0.184 1
0.633 1.202 0.898 0.184 1
0.653 1.277 0.898 0.184 1
0.673 1.354 0.898 0.184 1
0.694 1.433 0.898 0.184 1
0.714 1.513 0.898 0.184 1
0.735 1.591 0.898 0.184 1
0.755 1.665 0.898 0.184 1
0.776 1.734 0.898 0.184 1
0.796 1.795 0.898 0.184 1
0.816 1.846 0.898 0.184 1
0.837 1.884 0.898 0.184 1
0.857 1.909 0.898 0.184 1
0.878 1.921 0.898 0.184 1
0.898 1.921 0.898 0.184 1
0.918 1.914 0.898 0.184 1
0.939 1.902 0.898 0.184 1
0.959 1.888 0.898 0.184 1
0.98 1.864 0.898 0.184 1
1 1.798 0.898 0.184 1

Return to text


Figure 14: Comparison of consumption path: Romer and Romer (2004) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.033 0.142 -0.075 -0.04 -0.618 -0.249 -0.827
1 -0.093 0.062 -0.248 -0.103 -0.525 -0.281 -0.702
2 -0.234 -0.047 -0.42 -0.153 -0.502 -0.305 -0.653
3 -0.348 -0.125 -0.571 -0.227 -0.47 -0.349 -0.591
4 -0.356 -0.107 -0.606 -0.288 -0.483 -0.382 -0.577
5 -0.368 -0.094 -0.641 -0.341 -0.426 -0.411 -0.496
6 -0.402 -0.107 -0.698 -0.397 -0.413 -0.443 -0.459
7 -0.419 -0.099 -0.739 -0.427 -0.449 -0.455 -0.476
8 -0.328 0.012 -0.667 -0.434 -0.449 -0.449 -0.464
9 -0.392 -0.037 -0.747 -0.465 -0.446 -0.466 -0.447
10 -0.335 0.03 -0.701 -0.46 -0.43 -0.453 -0.423
11 -0.29 0.094 -0.674 -0.443 -0.421 -0.431 -0.409
12 -0.292 0.109 -0.694 -0.413 -0.398 -0.399 -0.385
13 -0.268 0.147 -0.683 -0.374 -0.351 -0.363 -0.34
14 -0.303 0.122 -0.728 -0.384 -0.368 -0.373 -0.358
15 -0.145 0.295 -0.585 -0.418 -0.44 -0.405 -0.427

Return to text


Figure 15: Impulse responses to Gertler and Karadi (2015) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.003 0.065 0.111 -0.104 0.145 0.143 0.38 -0.091 0.159 0.082 0.294 0.024 -2.959 1.918 0.196 -6.113
1 0.087 0.091 0.238 -0.063 -0.043 0.162 0.224 -0.31 0.256 0.105 0.428 0.083 0.552 1.883 3.65 -2.545
2 0.101 0.109 0.28 -0.077 0.002 0.181 0.3 -0.296 0.286 0.111 0.468 0.104 -2.244 1.889 0.863 -5.352
3 0.16 0.129 0.373 -0.052 0.108 0.256 0.528 -0.313 0.323 0.123 0.525 0.121 -0.196 1.983 3.067 -3.459
4 0.198 0.143 0.434 -0.037 0.009 0.277 0.464 -0.446 0.349 0.134 0.57 0.129 -0.545 1.923 2.619 -3.708
5 0.256 0.158 0.516 -0.004 0.062 0.281 0.524 -0.4 0.32 0.144 0.558 0.083 -0.015 1.971 3.227 -3.257
6 0.283 0.172 0.565 -0 -0.018 0.293 0.464 -0.499 0.325 0.15 0.573 0.078 -1.599 1.968 1.639 -4.836
7 0.279 0.188 0.588 -0.03 0.053 0.293 0.535 -0.429 0.319 0.152 0.569 0.069 -1.598 1.869 1.476 -4.672
8 0.302 0.201 0.632 -0.029 0.095 0.293 0.578 -0.387 0.296 0.156 0.553 0.04 -2.763 1.837 0.259 -5.785
9 0.245 0.213 0.595 -0.105 0.038 0.302 0.536 -0.459 0.261 0.16 0.524 -0.003 0.533 1.798 3.49 -2.424
10 0.265 0.218 0.624 -0.094 0.079 0.314 0.596 -0.439 0.283 0.163 0.552 0.015 -2.332 1.925 0.835 -5.498
11 0.231 0.227 0.605 -0.142 -0.045 0.319 0.479 -0.569 0.241 0.165 0.513 -0.031 -1.645 1.983 1.617 -4.906
12 0.235 0.238 0.626 -0.156 -0.02 0.326 0.516 -0.557 0.209 0.168 0.486 -0.067 -1.108 1.922 2.054 -4.27
13 0.264 0.245 0.667 -0.14 0.043 0.333 0.59 -0.505 0.198 0.165 0.469 -0.073 -1.367 1.805 1.602 -4.337
14 0.253 0.251 0.666 -0.159 0.134 0.34 0.693 -0.424 0.171 0.158 0.432 -0.089 0.462 1.901 3.589 -2.665
15 0.356 0.256 0.778 -0.066 0.149 0.304 0.649 -0.352 0.164 0.157 0.422 -0.093 -0.789 1.815 2.197 -3.775

Return to text


Figure 16:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.191 1 0.228 1
0.003 0.192 1 0.228 1
0.005 0.192 1 0.228 1
0.008 0.193 1 0.228 1
0.01 0.193 1 0.228 1
0.013 0.194 1 0.228 1
0.015 0.194 1 0.228 1
0.018 0.195 1 0.228 1
0.02 0.195 1 0.228 1
0.023 0.196 1 0.228 1
0.025 0.196 1 0.228 1
0.028 0.197 1 0.228 1
0.03 0.197 1 0.228 1
0.033 0.198 1 0.228 1
0.035 0.198 1 0.228 1
0.038 0.199 1 0.228 1
0.04 0.199 1 0.228 1
0.043 0.2 1 0.228 1
0.045 0.2 1 0.228 1
0.048 0.201 1 0.228 1
0.05 0.201 1 0.228 1
0.053 0.202 1 0.228 1
0.055 0.202 1 0.228 1
0.058 0.203 1 0.228 1
0.06 0.204 1 0.228 1
0.063 0.204 1 0.228 1
0.065 0.205 1 0.228 1
0.068 0.205 1 0.228 1
0.07 0.206 1 0.228 1
0.073 0.206 1 0.228 1
0.075 0.207 1 0.228 1
0.078 0.207 1 0.228 1
0.08 0.208 1 0.228 1
0.083 0.208 1 0.228 1
0.085 0.209 1 0.228 1
0.088 0.21 1 0.228 1
0.09 0.21 1 0.228 1
0.093 0.211 1 0.228 1
0.095 0.211 1 0.228 1
0.098 0.212 1 0.228 1
0.1 0.212 1 0.228 1
0.103 0.213 1 0.228 1
0.105 0.214 1 0.228 1
0.108 0.214 1 0.228 1
0.11 0.215 1 0.228 1
0.113 0.215 1 0.228 1
0.115 0.216 1 0.228 1
0.118 0.217 1 0.228 1
0.12 0.217 1 0.228 1
0.123 0.218 1 0.228 1
0.125 0.218 1 0.228 1
0.128 0.219 1 0.228 1
0.13 0.22 1 0.228 1
0.133 0.22 1 0.228 1
0.135 0.221 1 0.228 1
0.138 0.222 1 0.228 1
0.14 0.222 1 0.228 1
0.143 0.223 1 0.228 1
0.145 0.223 1 0.228 1
0.148 0.224 1 0.228 1
0.15 0.225 1 0.228 1
0.153 0.225 1 0.228 1
0.155 0.226 1 0.228 1
0.158 0.227 1 0.228 1
0.16 0.227 1 0.228 1
0.163 0.228 1 0.228 1
0.165 0.229 1 0.228 1
0.168 0.229 1 0.228 1
0.17 0.23 1 0.228 1
0.173 0.231 1 0.228 1
0.175 0.232 1 0.228 1
0.178 0.232 1 0.228 1
0.18 0.233 1 0.228 1
0.183 0.234 1 0.228 1
0.185 0.234 1 0.228 1
0.188 0.235 1 0.228 1
0.19 0.236 1 0.228 1
0.193 0.236 1 0.228 1
0.195 0.237 1 0.228 1
0.198 0.238 1 0.228 1
0.201 0.239 1 0.228 1
0.203 0.239 1 0.228 1
0.206 0.24 1 0.228 1
0.208 0.241 1 0.228 1
0.211 0.242 1 0.228 1
0.213 0.242 1 0.228 1
0.216 0.243 1 0.228 1
0.218 0.244 1 0.228 1
0.221 0.245 1 0.228 1
0.223 0.246 1 0.228 1
0.226 0.246 1 0.228 1
0.228 0.247 1 0.228 1
0.231 0.248 1 0.228 1
0.233 0.249 1 0.228 1
0.236 0.25 1 0.228 1
0.238 0.25 1 0.228 1
0.241 0.251 1 0.228 1
0.243 0.252 1 0.228 1
0.246 0.253 1 0.228 1
0.248 0.254 1 0.228 1
0.251 0.254 1 0.228 1
0.253 0.255 1 0.228 1
0.256 0.256 1 0.228 1
0.258 0.257 1 0.228 1
0.261 0.258 1 0.228 1
0.263 0.259 1 0.228 1
0.266 0.26 1 0.228 1
0.268 0.261 1 0.228 1
0.271 0.261 1 0.228 1
0.273 0.262 1 0.228 1
0.276 0.263 1 0.228 1
0.278 0.264 1 0.228 1
0.281 0.265 1 0.228 1
0.283 0.266 1 0.228 1
0.286 0.267 1 0.228 1
0.288 0.268 1 0.228 1
0.291 0.269 1 0.228 1
0.293 0.27 1 0.228 1
0.296 0.271 1 0.228 1
0.298 0.272 1 0.228 1
0.301 0.273 1 0.228 1
0.303 0.274 1 0.228 1
0.306 0.275 1 0.228 1
0.308 0.276 1 0.228 1
0.311 0.277 1 0.228 1
0.313 0.278 1 0.228 1
0.316 0.279 1 0.228 1
0.318 0.28 1 0.228 1
0.321 0.281 1 0.228 1
0.323 0.282 1 0.228 1
0.326 0.283 1 0.228 1
0.328 0.284 1 0.228 1
0.331 0.285 1 0.228 1
0.333 0.286 1 0.228 1
0.336 0.287 1 0.228 1
0.338 0.288 1 0.228 1
0.341 0.289 1 0.228 1
0.343 0.291 1 0.228 1
0.346 0.292 1 0.228 1
0.348 0.293 1 0.228 1
0.351 0.294 1 0.228 1
0.353 0.295 1 0.228 1
0.356 0.296 1 0.228 1
0.358 0.298 1 0.228 1
0.361 0.299 1 0.228 1
0.363 0.3 1 0.228 1
0.366 0.301 1 0.228 1
0.368 0.302 1 0.228 1
0.371 0.304 1 0.228 1
0.373 0.305 1 0.228 1
0.376 0.306 1 0.228 1
0.378 0.307 1 0.228 1
0.381 0.309 1 0.228 1
0.383 0.31 1 0.228 1
0.386 0.311 1 0.228 1
0.388 0.312 1 0.228 1
0.391 0.314 1 0.228 1
0.393 0.315 1 0.228 1
0.396 0.316 1 0.228 1
0.398 0.318 1 0.228 1
0.401 0.319 1 0.228 1
0.404 0.321 1 0.228 1
0.406 0.322 1 0.228 1
0.409 0.323 1 0.228 1
0.411 0.325 1 0.228 1
0.414 0.326 1 0.228 1
0.416 0.328 1 0.228 1
0.419 0.329 1 0.228 1
0.421 0.331 1 0.228 1
0.424 0.332 1 0.228 1
0.426 0.334 1 0.228 1
0.429 0.335 1 0.228 1
0.431 0.337 1 0.228 1
0.434 0.338 1 0.228 1
0.436 0.34 1 0.228 1
0.439 0.341 1 0.228 1
0.441 0.343 1 0.228 1
0.444 0.344 1 0.228 1
0.446 0.346 1 0.228 1
0.449 0.348 1 0.228 1
0.451 0.349 1 0.228 1
0.454 0.351 1 0.228 1
0.456 0.353 1 0.228 1
0.459 0.354 1 0.228 1
0.461 0.356 1 0.228 1
0.464 0.358 1 0.228 1
0.466 0.36 1 0.228 1
0.469 0.361 1 0.228 1
0.471 0.363 1 0.228 1
0.474 0.365 1 0.228 1
0.476 0.367 1 0.228 1
0.479 0.369 1 0.228 1
0.481 0.371 1 0.228 1
0.484 0.372 1 0.228 1
0.486 0.374 1 0.228 1
0.489 0.376 1 0.228 1
0.491 0.378 1 0.228 1
0.494 0.38 1 0.228 1
0.496 0.382 1 0.228 1
0.499 0.384 1 0.228 1
0.501 0.386 1 0.228 1
0.504 0.388 1 0.228 1
0.506 0.39 1 0.228 1
0.509 0.393 1 0.228 1
0.511 0.395 1 0.228 1
0.514 0.397 1 0.228 1
0.516 0.399 1 0.228 1
0.519 0.401 1 0.228 1
0.521 0.403 1 0.228 1
0.524 0.406 1 0.228 1
0.526 0.408 1 0.228 1
0.529 0.41 1 0.228 1
0.531 0.413 1 0.228 1
0.534 0.415 1 0.228 1
0.536 0.417 1 0.228 1
0.539 0.42 1 0.228 1
0.541 0.422 1 0.228 1
0.544 0.425 1 0.228 1
0.546 0.427 1 0.228 1
0.549 0.43 1 0.228 1
0.551 0.432 1 0.228 1
0.554 0.435 1 0.228 1
0.556 0.438 1 0.228 1
0.559 0.44 1 0.228 1
0.561 0.443 1 0.228 1
0.564 0.446 1 0.228 1
0.566 0.449 1 0.228 1
0.569 0.451 1 0.228 1
0.571 0.454 1 0.228 1
0.574 0.457 1 0.228 1
0.576 0.46 1 0.228 1
0.579 0.463 1 0.228 1
0.581 0.466 1 0.228 1
0.584 0.469 1 0.228 1
0.586 0.472 1 0.228 1
0.589 0.476 1 0.228 1
0.591 0.479 1 0.228 1
0.594 0.482 1 0.228 1
0.596 0.485 1 0.228 1
0.599 0.489 1 0.228 1
0.602 0.492 1 0.228 1
0.604 0.495 1 0.228 1
0.607 0.499 1 0.228 1
0.609 0.502 1 0.228 1
0.612 0.506 1 0.228 1
0.614 0.51 1 0.228 1
0.617 0.513 1 0.228 1
0.619 0.517 1 0.228 1
0.622 0.521 1 0.228 1
0.624 0.525 1 0.228 1
0.627 0.529 1 0.228 1
0.629 0.533 1 0.228 1
0.632 0.537 1 0.228 1
0.634 0.541 1 0.228 1
0.637 0.545 1 0.228 1
0.639 0.549 1 0.228 1
0.642 0.554 1 0.228 1
0.644 0.558 1 0.228 1
0.647 0.562 1 0.228 1
0.649 0.567 1 0.228 1
0.652 0.572 1 0.228 1
0.654 0.576 1 0.228 1
0.657 0.581 1 0.228 1
0.659 0.586 1 0.228 1
0.662 0.591 1 0.228 1
0.664 0.596 1 0.228 1
0.667 0.601 1 0.228 1
0.669 0.606 1 0.228 1
0.672 0.612 1 0.228 1
0.674 0.617 1 0.228 1
0.677 0.622 1 0.228 1
0.679 0.628 1 0.228 1
0.682 0.634 1 0.228 1
0.684 0.64 1 0.228 1
0.687 0.645 1 0.228 1
0.689 0.651 1 0.228 1
0.692 0.658 1 0.228 1
0.694 0.664 1 0.228 1
0.697 0.67 1 0.228 1
0.699 0.677 1 0.228 1
0.702 0.683 1 0.228 1
0.704 0.69 1 0.228 1
0.707 0.697 1 0.228 1
0.709 0.704 1 0.228 1
0.712 0.711 1 0.228 1
0.714 0.719 1 0.228 1
0.717 0.726 1 0.228 1
0.719 0.734 1 0.228 1
0.722 0.742 1 0.228 1
0.724 0.75 1 0.228 1
0.727 0.758 1 0.228 1
0.729 0.766 1 0.228 1
0.732 0.775 1 0.228 1
0.734 0.783 1 0.228 1
0.737 0.792 1 0.228 1
0.739 0.801 1 0.228 1
0.742 0.811 1 0.228 1
0.744 0.82 1 0.228 1
0.747 0.83 1 0.228 1
0.749 0.84 1 0.228 1
0.752 0.85 1 0.228 1
0.754 0.861 1 0.228 1
0.757 0.872 1 0.228 1
0.759 0.883 1 0.228 1
0.762 0.894 1 0.228 1
0.764 0.905 1 0.228 1
0.767 0.917 1 0.228 1
0.769 0.929 1 0.228 1
0.772 0.942 1 0.228 1
0.774 0.954 1 0.228 1
0.777 0.968 1 0.228 1
0.779 0.981 1 0.228 1
0.782 0.995 1 0.228 1
0.784 1.009 1 0.228 1
0.787 1.024 1 0.228 1
0.789 1.038 1 0.228 1
0.792 1.054 1 0.228 1
0.794 1.07 1 0.228 1
0.797 1.086 1 0.228 1
0.799 1.103 1 0.228 1
0.802 1.12 1 0.228 1
0.805 1.137 1 0.228 1
0.807 1.156 1 0.228 1
0.81 1.174 1 0.228 1
0.812 1.194 1 0.228 1
0.815 1.213 1 0.228 1
0.817 1.234 1 0.228 1
0.82 1.255 1 0.228 1
0.822 1.277 1 0.228 1
0.825 1.299 1 0.228 1
0.827 1.322 1 0.228 1
0.83 1.346 1 0.228 1
0.832 1.371 1 0.228 1
0.835 1.396 1 0.228 1
0.837 1.422 1 0.228 1
0.84 1.45 1 0.228 1
0.842 1.478 1 0.228 1
0.845 1.507 1 0.228 1
0.847 1.537 1 0.228 1
0.85 1.568 1 0.228 1
0.852 1.6 1 0.228 1
0.855 1.633 1 0.228 1
0.857 1.667 1 0.228 1
0.86 1.703 1 0.228 1
0.862 1.74 1 0.228 1
0.865 1.778 1 0.228 1
0.867 1.818 1 0.228 1
0.87 1.859 1 0.228 1
0.872 1.902 1 0.228 1
0.875 1.946 1 0.228 1
0.877 1.992 1 0.228 1
0.88 2.04 1 0.228 1
0.882 2.089 1 0.228 1
0.885 2.141 1 0.228 1
0.887 2.195 1 0.228 1
0.89 2.25 1 0.228 1
0.892 2.308 1 0.228 1
0.895 2.369 1 0.228 1
0.897 2.432 1 0.228 1
0.9 2.497 1 0.228 1
0.902 2.565 1 0.228 1
0.905 2.636 1 0.228 1
0.907 2.71 1 0.228 1
0.91 2.787 1 0.228 1
0.912 2.868 1 0.228 1
0.915 2.952 1 0.228 1
0.917 3.039 1 0.228 1
0.92 3.131 1 0.228 1
0.922 3.226 1 0.228 1
0.925 3.325 1 0.228 1
0.927 3.429 1 0.228 1
0.93 3.538 1 0.228 1
0.932 3.651 1 0.228 1
0.935 3.769 1 0.228 1
0.937 3.893 1 0.228 1
0.94 4.022 1 0.228 1
0.942 4.157 1 0.228 1
0.945 4.298 1 0.228 1
0.947 4.445 1 0.228 1
0.95 4.598 1 0.228 1
0.952 4.758 1 0.228 1
0.955 4.926 1 0.228 1
0.957 5.1 1 0.228 1
0.96 5.282 1 0.228 1
0.962 5.472 1 0.228 1
0.965 5.669 1 0.228 1
0.967 5.875 1 0.228 1
0.97 6.088 1 0.228 1
0.972 6.31 1 0.228 1
0.975 6.54 1 0.228 1
0.977 6.779 1 0.228 1
0.98 7.026 1 0.228 1
0.982 7.281 1 0.228 1
0.985 7.543 1 0.228 1
0.987 7.813 1 0.228 1
0.99 8.09 1 0.228 1
0.992 8.374 1 0.228 1
0.995 8.662 1 0.228 1
0.997 8.956 1 0.228 1
1 9.253 1 0.228 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 1.003 0.449 0 0.918
0.02 1.01 0.449 0 0.918
0.041 1.017 0.449 0 0.918
0.061 1.024 0.449 0 0.918
0.082 1.031 0.449 0 0.918
0.102 1.038 0.449 0 0.918
0.122 1.044 0.449 0 0.918
0.143 1.05 0.449 0 0.918
0.163 1.056 0.449 0 0.918
0.184 1.061 0.449 0 0.918
0.204 1.066 0.449 0 0.918
0.224 1.071 0.449 0 0.918
0.245 1.076 0.449 0 0.918
0.265 1.08 0.449 0 0.918
0.286 1.084 0.449 0 0.918
0.306 1.087 0.449 0 0.918
0.327 1.091 0.449 0 0.918
0.347 1.094 0.449 0 0.918
0.367 1.096 0.449 0 0.918
0.388 1.098 0.449 0 0.918
0.408 1.1 0.449 0 0.918
0.429 1.101 0.449 0 0.918
0.449 1.102 0.449 0 0.918
0.469 1.102 0.449 0 0.918
0.49 1.101 0.449 0 0.918
0.51 1.099 0.449 0 0.918
0.531 1.096 0.449 0 0.918
0.551 1.093 0.449 0 0.918
0.571 1.087 0.449 0 0.918
0.592 1.081 0.449 0 0.918
0.612 1.072 0.449 0 0.918
0.633 1.062 0.449 0 0.918
0.653 1.049 0.449 0 0.918
0.673 1.034 0.449 0 0.918
0.694 1.017 0.449 0 0.918
0.714 0.997 0.449 0 0.918
0.735 0.974 0.449 0 0.918
0.755 0.948 0.449 0 0.918
0.776 0.919 0.449 0 0.918
0.796 0.887 0.449 0 0.918
0.816 0.853 0.449 0 0.918
0.837 0.817 0.449 0 0.918
0.857 0.78 0.449 0 0.918
0.878 0.742 0.449 0 0.918
0.898 0.705 0.449 0 0.918
0.918 0.669 0.449 0 0.918
0.939 0.634 0.449 0 0.918
0.959 0.601 0.449 0 0.918
0.98 0.568 0.449 0 0.918
1 0.535 0.449 0 0.918

Return to text


Figure 17: Comparison of consumption path: Gertler and Karadi (2015) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.003 0.111 -0.104 0.063 -0.384 0.08 -0.367
1 0.087 0.238 -0.063 0.037 -0.361 0.045 -0.353
2 0.101 0.28 -0.077 0.049 -0.298 0.052 -0.295
3 0.16 0.373 -0.052 0.072 -0.222 0.072 -0.222
4 0.198 0.434 -0.037 0.056 -0.182 0.055 -0.183
5 0.256 0.516 -0.004 0.065 -0.125 0.064 -0.126
6 0.283 0.565 -0 0.052 -0.091 0.051 -0.092
7 0.279 0.588 -0.03 0.066 -0.032 0.065 -0.033
8 0.302 0.632 -0.029 0.076 0.018 0.075 0.017
9 0.245 0.595 -0.105 0.067 0.041 0.066 0.04
10 0.265 0.624 -0.094 0.073 0.085 0.073 0.085
11 0.231 0.605 -0.142 0.052 0.093 0.051 0.093
12 0.235 0.626 -0.156 0.058 0.124 0.058 0.124
13 0.264 0.667 -0.14 0.076 0.165 0.075 0.165
14 0.253 0.666 -0.159 0.1 0.209 0.099 0.208
15 0.356 0.778 -0.066 0.109 0.24 0.109 0.239

Return to text


Figure 18: Impulse responses to Ramey (2011) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 -0.01 0.064 0.095 -0.116 0.034 0.138 0.26 -0.193 0.029 0.08 0.161 -0.104 -2.575 1.838 0.449 -5.599
1 0.001 0.092 0.152 -0.15 -0.129 0.156 0.128 -0.386 -0.112 0.105 0.06 -0.285 -1.366 1.796 1.589 -4.32
2 -0.011 0.111 0.171 -0.193 -0.029 0.175 0.259 -0.317 -0.121 0.11 0.06 -0.301 -4.056 1.799 -1.096 -7.016
3 -0.044 0.132 0.173 -0.262 -0.064 0.245 0.339 -0.468 -0.015 0.122 0.185 -0.215 -1.483 1.886 1.62 -4.585
4 -0.051 0.147 0.191 -0.293 -0.105 0.265 0.331 -0.541 -0.042 0.133 0.177 -0.26 -3.338 1.836 -0.318 -6.358
5 -0.088 0.161 0.177 -0.353 -0.099 0.268 0.342 -0.54 0.053 0.143 0.289 -0.182 -2.965 1.891 0.146 -6.076
6 -0.1 0.174 0.186 -0.387 0.018 0.28 0.478 -0.442 0.058 0.148 0.302 -0.186 -1.258 1.917 1.894 -4.411
7 -0.098 0.188 0.211 -0.408 -0.043 0.28 0.419 -0.504 0.041 0.149 0.286 -0.203 0.011 1.811 2.99 -2.968
8 -0.1 0.199 0.228 -0.428 -0.124 0.28 0.337 -0.585 0.094 0.151 0.342 -0.154 -2.598 1.787 0.342 -5.538
9 -0.166 0.209 0.179 -0.51 -0.17 0.288 0.304 -0.645 0.098 0.154 0.351 -0.156 0.038 1.732 2.887 -2.81
10 -0.159 0.215 0.194 -0.512 -0.113 0.3 0.38 -0.607 0.131 0.155 0.386 -0.124 -1.18 1.846 1.856 -4.216
11 -0.162 0.224 0.206 -0.53 -0.143 0.305 0.358 -0.644 0.151 0.155 0.406 -0.103 -1.338 1.907 1.8 -4.476
12 -0.181 0.233 0.203 -0.565 -0.206 0.311 0.306 -0.718 0.21 0.154 0.464 -0.043 -1.734 1.846 1.302 -4.77
13 -0.192 0.241 0.205 -0.589 -0.172 0.319 0.352 -0.696 0.178 0.149 0.424 -0.067 -1.642 1.736 1.214 -4.498
14 -0.265 0.248 0.142 -0.673 -0.216 0.326 0.32 -0.753 0.164 0.143 0.399 -0.072 -2.199 1.829 0.81 -5.209
15 -0.294 0.253 0.123 -0.711 -0.1 0.292 0.38 -0.58 0.176 0.142 0.41 -0.058 -3.081 1.729 -0.237 -5.926

Return to text


Figure 19:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.498 1 0.098 1
0.003 0.498 1 0.098 1
0.005 0.498 1 0.098 1
0.008 0.499 1 0.098 1
0.01 0.499 1 0.098 1
0.013 0.499 1 0.098 1
0.015 0.5 1 0.098 1
0.018 0.5 1 0.098 1
0.02 0.501 1 0.098 1
0.023 0.501 1 0.098 1
0.025 0.501 1 0.098 1
0.028 0.502 1 0.098 1
0.03 0.502 1 0.098 1
0.033 0.502 1 0.098 1
0.035 0.503 1 0.098 1
0.038 0.503 1 0.098 1
0.04 0.503 1 0.098 1
0.043 0.504 1 0.098 1
0.045 0.504 1 0.098 1
0.048 0.505 1 0.098 1
0.05 0.505 1 0.098 1
0.053 0.505 1 0.098 1
0.055 0.506 1 0.098 1
0.058 0.506 1 0.098 1
0.06 0.506 1 0.098 1
0.063 0.507 1 0.098 1
0.065 0.507 1 0.098 1
0.068 0.507 1 0.098 1
0.07 0.508 1 0.098 1
0.073 0.508 1 0.098 1
0.075 0.509 1 0.098 1
0.078 0.509 1 0.098 1
0.08 0.509 1 0.098 1
0.083 0.51 1 0.098 1
0.085 0.51 1 0.098 1
0.088 0.51 1 0.098 1
0.09 0.511 1 0.098 1
0.093 0.511 1 0.098 1
0.095 0.512 1 0.098 1
0.098 0.512 1 0.098 1
0.1 0.512 1 0.098 1
0.103 0.513 1 0.098 1
0.105 0.513 1 0.098 1
0.108 0.513 1 0.098 1
0.11 0.514 1 0.098 1
0.113 0.514 1 0.098 1
0.115 0.515 1 0.098 1
0.118 0.515 1 0.098 1
0.12 0.515 1 0.098 1
0.123 0.516 1 0.098 1
0.125 0.516 1 0.098 1
0.128 0.517 1 0.098 1
0.13 0.517 1 0.098 1
0.133 0.517 1 0.098 1
0.135 0.518 1 0.098 1
0.138 0.518 1 0.098 1
0.14 0.518 1 0.098 1
0.143 0.519 1 0.098 1
0.145 0.519 1 0.098 1
0.148 0.52 1 0.098 1
0.15 0.52 1 0.098 1
0.153 0.521 1 0.098 1
0.155 0.521 1 0.098 1
0.158 0.521 1 0.098 1
0.16 0.522 1 0.098 1
0.163 0.522 1 0.098 1
0.165 0.523 1 0.098 1
0.168 0.523 1 0.098 1
0.17 0.523 1 0.098 1
0.173 0.524 1 0.098 1
0.175 0.524 1 0.098 1
0.178 0.525 1 0.098 1
0.18 0.525 1 0.098 1
0.183 0.526 1 0.098 1
0.185 0.526 1 0.098 1
0.188 0.526 1 0.098 1
0.19 0.527 1 0.098 1
0.193 0.527 1 0.098 1
0.195 0.528 1 0.098 1
0.198 0.528 1 0.098 1
0.201 0.529 1 0.098 1
0.203 0.529 1 0.098 1
0.206 0.53 1 0.098 1
0.208 0.53 1 0.098 1
0.211 0.53 1 0.098 1
0.213 0.531 1 0.098 1
0.216 0.531 1 0.098 1
0.218 0.532 1 0.098 1
0.221 0.532 1 0.098 1
0.223 0.533 1 0.098 1
0.226 0.533 1 0.098 1
0.228 0.534 1 0.098 1
0.231 0.534 1 0.098 1
0.233 0.535 1 0.098 1
0.236 0.535 1 0.098 1
0.238 0.536 1 0.098 1
0.241 0.536 1 0.098 1
0.243 0.537 1 0.098 1
0.246 0.537 1 0.098 1
0.248 0.538 1 0.098 1
0.251 0.538 1 0.098 1
0.253 0.539 1 0.098 1
0.256 0.539 1 0.098 1
0.258 0.54 1 0.098 1
0.261 0.54 1 0.098 1
0.263 0.541 1 0.098 1
0.266 0.541 1 0.098 1
0.268 0.542 1 0.098 1
0.271 0.542 1 0.098 1
0.273 0.543 1 0.098 1
0.276 0.543 1 0.098 1
0.278 0.544 1 0.098 1
0.281 0.544 1 0.098 1
0.283 0.545 1 0.098 1
0.286 0.546 1 0.098 1
0.288 0.546 1 0.098 1
0.291 0.547 1 0.098 1
0.293 0.547 1 0.098 1
0.296 0.548 1 0.098 1
0.298 0.548 1 0.098 1
0.301 0.549 1 0.098 1
0.303 0.55 1 0.098 1
0.306 0.55 1 0.098 1
0.308 0.551 1 0.098 1
0.311 0.551 1 0.098 1
0.313 0.552 1 0.098 1
0.316 0.553 1 0.098 1
0.318 0.553 1 0.098 1
0.321 0.554 1 0.098 1
0.323 0.554 1 0.098 1
0.326 0.555 1 0.098 1
0.328 0.556 1 0.098 1
0.331 0.556 1 0.098 1
0.333 0.557 1 0.098 1
0.336 0.558 1 0.098 1
0.338 0.558 1 0.098 1
0.341 0.559 1 0.098 1
0.343 0.56 1 0.098 1
0.346 0.56 1 0.098 1
0.348 0.561 1 0.098 1
0.351 0.562 1 0.098 1
0.353 0.562 1 0.098 1
0.356 0.563 1 0.098 1
0.358 0.564 1 0.098 1
0.361 0.565 1 0.098 1
0.363 0.565 1 0.098 1
0.366 0.566 1 0.098 1
0.368 0.567 1 0.098 1
0.371 0.568 1 0.098 1
0.373 0.568 1 0.098 1
0.376 0.569 1 0.098 1
0.378 0.57 1 0.098 1
0.381 0.571 1 0.098 1
0.383 0.571 1 0.098 1
0.386 0.572 1 0.098 1
0.388 0.573 1 0.098 1
0.391 0.574 1 0.098 1
0.393 0.575 1 0.098 1
0.396 0.575 1 0.098 1
0.398 0.576 1 0.098 1
0.401 0.577 1 0.098 1
0.404 0.578 1 0.098 1
0.406 0.579 1 0.098 1
0.409 0.58 1 0.098 1
0.411 0.581 1 0.098 1
0.414 0.582 1 0.098 1
0.416 0.582 1 0.098 1
0.419 0.583 1 0.098 1
0.421 0.584 1 0.098 1
0.424 0.585 1 0.098 1
0.426 0.586 1 0.098 1
0.429 0.587 1 0.098 1
0.431 0.588 1 0.098 1
0.434 0.589 1 0.098 1
0.436 0.59 1 0.098 1
0.439 0.591 1 0.098 1
0.441 0.592 1 0.098 1
0.444 0.593 1 0.098 1
0.446 0.594 1 0.098 1
0.449 0.595 1 0.098 1
0.451 0.596 1 0.098 1
0.454 0.597 1 0.098 1
0.456 0.598 1 0.098 1
0.459 0.599 1 0.098 1
0.461 0.601 1 0.098 1
0.464 0.602 1 0.098 1
0.466 0.603 1 0.098 1
0.469 0.604 1 0.098 1
0.471 0.605 1 0.098 1
0.474 0.606 1 0.098 1
0.476 0.607 1 0.098 1
0.479 0.609 1 0.098 1
0.481 0.61 1 0.098 1
0.484 0.611 1 0.098 1
0.486 0.612 1 0.098 1
0.489 0.614 1 0.098 1
0.491 0.615 1 0.098 1
0.494 0.616 1 0.098 1
0.496 0.618 1 0.098 1
0.499 0.619 1 0.098 1
0.501 0.62 1 0.098 1
0.504 0.622 1 0.098 1
0.506 0.623 1 0.098 1
0.509 0.625 1 0.098 1
0.511 0.626 1 0.098 1
0.514 0.627 1 0.098 1
0.516 0.629 1 0.098 1
0.519 0.63 1 0.098 1
0.521 0.632 1 0.098 1
0.524 0.633 1 0.098 1
0.526 0.635 1 0.098 1
0.529 0.637 1 0.098 1
0.531 0.638 1 0.098 1
0.534 0.64 1 0.098 1
0.536 0.641 1 0.098 1
0.539 0.643 1 0.098 1
0.541 0.645 1 0.098 1
0.544 0.647 1 0.098 1
0.546 0.648 1 0.098 1
0.549 0.65 1 0.098 1
0.551 0.652 1 0.098 1
0.554 0.654 1 0.098 1
0.556 0.656 1 0.098 1
0.559 0.658 1 0.098 1
0.561 0.659 1 0.098 1
0.564 0.661 1 0.098 1
0.566 0.663 1 0.098 1
0.569 0.665 1 0.098 1
0.571 0.667 1 0.098 1
0.574 0.669 1 0.098 1
0.576 0.672 1 0.098 1
0.579 0.674 1 0.098 1
0.581 0.676 1 0.098 1
0.584 0.678 1 0.098 1
0.586 0.68 1 0.098 1
0.589 0.683 1 0.098 1
0.591 0.685 1 0.098 1
0.594 0.687 1 0.098 1
0.596 0.69 1 0.098 1
0.599 0.692 1 0.098 1
0.602 0.695 1 0.098 1
0.604 0.697 1 0.098 1
0.607 0.7 1 0.098 1
0.609 0.702 1 0.098 1
0.612 0.705 1 0.098 1
0.614 0.708 1 0.098 1
0.617 0.71 1 0.098 1
0.619 0.713 1 0.098 1
0.622 0.716 1 0.098 1
0.624 0.719 1 0.098 1
0.627 0.722 1 0.098 1
0.629 0.725 1 0.098 1
0.632 0.728 1 0.098 1
0.634 0.731 1 0.098 1
0.637 0.734 1 0.098 1
0.639 0.737 1 0.098 1
0.642 0.741 1 0.098 1
0.644 0.744 1 0.098 1
0.647 0.747 1 0.098 1
0.649 0.751 1 0.098 1
0.652 0.754 1 0.098 1
0.654 0.758 1 0.098 1
0.657 0.761 1 0.098 1
0.659 0.765 1 0.098 1
0.662 0.769 1 0.098 1
0.664 0.773 1 0.098 1
0.667 0.777 1 0.098 1
0.669 0.781 1 0.098 1
0.672 0.785 1 0.098 1
0.674 0.789 1 0.098 1
0.677 0.793 1 0.098 1
0.679 0.798 1 0.098 1
0.682 0.802 1 0.098 1
0.684 0.807 1 0.098 1
0.687 0.811 1 0.098 1
0.689 0.816 1 0.098 1
0.692 0.821 1 0.098 1
0.694 0.826 1 0.098 1
0.697 0.831 1 0.098 1
0.699 0.836 1 0.098 1
0.702 0.841 1 0.098 1
0.704 0.846 1 0.098 1
0.707 0.852 1 0.098 1
0.709 0.857 1 0.098 1
0.712 0.863 1 0.098 1
0.714 0.869 1 0.098 1
0.717 0.875 1 0.098 1
0.719 0.881 1 0.098 1
0.722 0.887 1 0.098 1
0.724 0.893 1 0.098 1
0.727 0.9 1 0.098 1
0.729 0.906 1 0.098 1
0.732 0.913 1 0.098 1
0.734 0.92 1 0.098 1
0.737 0.927 1 0.098 1
0.739 0.934 1 0.098 1
0.742 0.942 1 0.098 1
0.744 0.949 1 0.098 1
0.747 0.957 1 0.098 1
0.749 0.965 1 0.098 1
0.752 0.973 1 0.098 1
0.754 0.981 1 0.098 1
0.757 0.99 1 0.098 1
0.759 0.999 1 0.098 1
0.762 1.008 1 0.098 1
0.764 1.017 1 0.098 1
0.767 1.026 1 0.098 1
0.769 1.036 1 0.098 1
0.772 1.045 1 0.098 1
0.774 1.055 1 0.098 1
0.777 1.066 1 0.098 1
0.779 1.076 1 0.098 1
0.782 1.087 1 0.098 1
0.784 1.098 1 0.098 1
0.787 1.11 1 0.098 1
0.789 1.121 1 0.098 1
0.792 1.133 1 0.098 1
0.794 1.145 1 0.098 1
0.797 1.158 1 0.098 1
0.799 1.171 1 0.098 1
0.802 1.184 1 0.098 1
0.805 1.198 1 0.098 1
0.807 1.211 1 0.098 1
0.81 1.226 1 0.098 1
0.812 1.24 1 0.098 1
0.815 1.255 1 0.098 1
0.817 1.271 1 0.098 1
0.82 1.287 1 0.098 1
0.822 1.303 1 0.098 1
0.825 1.32 1 0.098 1
0.827 1.337 1 0.098 1
0.83 1.355 1 0.098 1
0.832 1.373 1 0.098 1
0.835 1.391 1 0.098 1
0.837 1.411 1 0.098 1
0.84 1.43 1 0.098 1
0.842 1.451 1 0.098 1
0.845 1.471 1 0.098 1
0.847 1.493 1 0.098 1
0.85 1.515 1 0.098 1
0.852 1.537 1 0.098 1
0.855 1.561 1 0.098 1
0.857 1.584 1 0.098 1
0.86 1.609 1 0.098 1
0.862 1.634 1 0.098 1
0.865 1.66 1 0.098 1
0.867 1.687 1 0.098 1
0.87 1.715 1 0.098 1
0.872 1.743 1 0.098 1
0.875 1.772 1 0.098 1
0.877 1.802 1 0.098 1
0.88 1.833 1 0.098 1
0.882 1.865 1 0.098 1
0.885 1.898 1 0.098 1
0.887 1.931 1 0.098 1
0.89 1.966 1 0.098 1
0.892 2.002 1 0.098 1
0.895 2.039 1 0.098 1
0.897 2.076 1 0.098 1
0.9 2.115 1 0.098 1
0.902 2.155 1 0.098 1
0.905 2.197 1 0.098 1
0.907 2.239 1 0.098 1
0.91 2.283 1 0.098 1
0.912 2.328 1 0.098 1
0.915 2.374 1 0.098 1
0.917 2.421 1 0.098 1
0.92 2.47 1 0.098 1
0.922 2.52 1 0.098 1
0.925 2.572 1 0.098 1
0.927 2.625 1 0.098 1
0.93 2.68 1 0.098 1
0.932 2.736 1 0.098 1
0.935 2.793 1 0.098 1
0.937 2.852 1 0.098 1
0.94 2.913 1 0.098 1
0.942 2.975 1 0.098 1
0.945 3.039 1 0.098 1
0.947 3.104 1 0.098 1
0.95 3.171 1 0.098 1
0.952 3.239 1 0.098 1
0.955 3.309 1 0.098 1
0.957 3.381 1 0.098 1
0.96 3.453 1 0.098 1
0.962 3.527 1 0.098 1
0.965 3.603 1 0.098 1
0.967 3.68 1 0.098 1
0.97 3.757 1 0.098 1
0.972 3.836 1 0.098 1
0.975 3.916 1 0.098 1
0.977 3.997 1 0.098 1
0.98 4.078 1 0.098 1
0.982 4.159 1 0.098 1
0.985 4.24 1 0.098 1
0.987 4.321 1 0.098 1
0.99 4.402 1 0.098 1
0.992 4.482 1 0.098 1
0.995 4.56 1 0.098 1
0.997 4.637 1 0.098 1
1 4.712 1 0.098 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.758 0.939 0.061 1
0.02 0.761 0.939 0.061 1
0.041 0.764 0.939 0.061 1
0.061 0.767 0.939 0.061 1
0.082 0.77 0.939 0.061 1
0.102 0.773 0.939 0.061 1
0.122 0.776 0.939 0.061 1
0.143 0.779 0.939 0.061 1
0.163 0.783 0.939 0.061 1
0.184 0.786 0.939 0.061 1
0.204 0.79 0.939 0.061 1
0.224 0.794 0.939 0.061 1
0.245 0.798 0.939 0.061 1
0.265 0.803 0.939 0.061 1
0.286 0.808 0.939 0.061 1
0.306 0.813 0.939 0.061 1
0.327 0.819 0.939 0.061 1
0.347 0.824 0.939 0.061 1
0.367 0.831 0.939 0.061 1
0.388 0.838 0.939 0.061 1
0.408 0.845 0.939 0.061 1
0.429 0.853 0.939 0.061 1
0.449 0.861 0.939 0.061 1
0.469 0.871 0.939 0.061 1
0.49 0.881 0.939 0.061 1
0.51 0.892 0.939 0.061 1
0.531 0.903 0.939 0.061 1
0.551 0.916 0.939 0.061 1
0.571 0.93 0.939 0.061 1
0.592 0.945 0.939 0.061 1
0.612 0.962 0.939 0.061 1
0.633 0.981 0.939 0.061 1
0.653 1.001 0.939 0.061 1
0.673 1.023 0.939 0.061 1
0.694 1.047 0.939 0.061 1
0.714 1.074 0.939 0.061 1
0.735 1.104 0.939 0.061 1
0.755 1.136 0.939 0.061 1
0.776 1.172 0.939 0.061 1
0.796 1.211 0.939 0.061 1
0.816 1.253 0.939 0.061 1
0.837 1.297 0.939 0.061 1
0.857 1.342 0.939 0.061 1
0.878 1.385 0.939 0.061 1
0.898 1.422 0.939 0.061 1
0.918 1.446 0.939 0.061 1
0.939 1.447 0.939 0.061 1
0.959 1.414 0.939 0.061 1
0.98 1.337 0.939 0.061 1
1 1.215 0.939 0.061 1

Return to text


Figure 20: Comparison of consumption path: Ramey (2011) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 -0.01 0.095 -0.116 0.006 -0.139 -0.046 -0.192
1 0.001 0.152 -0.15 -0.04 -0.204 -0.078 -0.242
2 -0.011 0.171 -0.193 -0.027 -0.212 -0.063 -0.249
3 -0.044 0.173 -0.262 -0.04 -0.225 -0.072 -0.257
4 -0.051 0.191 -0.293 -0.056 -0.249 -0.081 -0.274
5 -0.088 0.177 -0.353 -0.062 -0.243 -0.082 -0.262
6 -0.1 0.186 -0.387 -0.038 -0.208 -0.062 -0.232
7 -0.098 0.211 -0.408 -0.052 -0.216 -0.076 -0.24
8 -0.1 0.228 -0.428 -0.077 -0.226 -0.096 -0.245
9 -0.166 0.179 -0.51 -0.097 -0.232 -0.11 -0.245
10 -0.159 0.194 -0.512 -0.093 -0.208 -0.104 -0.219
11 -0.162 0.206 -0.53 -0.104 -0.197 -0.113 -0.206
12 -0.181 0.203 -0.565 -0.124 -0.182 -0.128 -0.185
13 -0.192 0.205 -0.589 -0.123 -0.153 -0.123 -0.153
14 -0.265 0.142 -0.673 -0.135 -0.14 -0.131 -0.136
15 -0.294 0.123 -0.711 -0.111 -0.086 -0.107 -0.083

Return to text


Figure 21: Impulse responses to Ben Zeev and Pappa (2017) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.008 0.064 0.112 -0.097 0.095 0.137 0.32 -0.13 0.35 0.075 0.473 0.227 -4.064 1.78 -1.136 -6.992
1 -0.082 0.091 0.068 -0.231 -0.121 0.154 0.133 -0.375 0.206 0.102 0.374 0.037 -0.315 1.786 2.624 -3.253
2 -0.094 0.11 0.086 -0.274 -0.105 0.173 0.18 -0.39 0.24 0.108 0.418 0.063 -4.944 1.744 -2.075 -7.812
3 -0.173 0.13 0.042 -0.387 -0.146 0.243 0.254 -0.547 0.445 0.116 0.636 0.253 -2.237 1.896 0.882 -5.356
4 -0.294 0.144 -0.057 -0.532 -0.271 0.262 0.16 -0.702 0.193 0.129 0.406 -0.02 -2.761 1.81 0.217 -5.739
5 -0.304 0.158 -0.044 -0.564 -0.358 0.265 0.078 -0.793 0.355 0.138 0.581 0.128 -0.192 1.891 2.919 -3.302
6 -0.374 0.17 -0.094 -0.654 -0.453 0.275 -0 -0.906 0.454 0.144 0.691 0.217 -4.328 1.863 -1.263 -7.393
7 -0.412 0.184 -0.109 -0.715 -0.475 0.276 -0.021 -0.929 0.402 0.148 0.646 0.159 -1.228 1.782 1.703 -4.16
8 -0.437 0.196 -0.115 -0.759 -0.48 0.275 -0.027 -0.933 0.198 0.152 0.449 -0.052 -2.435 1.795 0.518 -5.387
9 -0.495 0.206 -0.156 -0.835 -0.557 0.284 -0.09 -1.024 0.127 0.155 0.382 -0.128 -0.701 1.709 2.11 -3.513
10 -0.391 0.213 -0.041 -0.742 -0.494 0.298 -0.004 -0.983 0.23 0.157 0.488 -0.028 0.439 1.838 3.462 -2.585
11 -0.341 0.223 0.025 -0.708 -0.404 0.303 0.094 -0.902 0.232 0.158 0.492 -0.029 -2.367 1.89 0.743 -5.477
12 -0.319 0.233 0.064 -0.703 -0.441 0.311 0.071 -0.952 0.336 0.161 0.602 0.07 -2.093 1.838 0.93 -5.116
13 -0.263 0.241 0.133 -0.66 -0.281 0.319 0.244 -0.806 0.209 0.16 0.472 -0.054 -2.735 1.714 0.084 -5.554
14 -0.35 0.247 0.056 -0.757 -0.297 0.326 0.239 -0.833 0.092 0.154 0.345 -0.162 -1.798 1.838 1.225 -4.822
15 -0.284 0.254 0.133 -0.701 -0.339 0.292 0.142 -0.819 0.057 0.151 0.305 -0.191 -2.12 1.712 0.696 -4.935

Return to text


Figure 22:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.072 0.995 0.454 1
0.003 0.073 0.995 0.454 1
0.005 0.073 0.995 0.454 1
0.008 0.073 0.995 0.454 1
0.01 0.073 0.995 0.454 1
0.013 0.074 0.995 0.454 1
0.015 0.074 0.995 0.454 1
0.018 0.074 0.995 0.454 1
0.02 0.075 0.995 0.454 1
0.023 0.075 0.995 0.454 1
0.025 0.075 0.995 0.454 1
0.028 0.075 0.995 0.454 1
0.03 0.076 0.995 0.454 1
0.033 0.076 0.995 0.454 1
0.035 0.076 0.995 0.454 1
0.038 0.076 0.995 0.454 1
0.04 0.077 0.995 0.454 1
0.043 0.077 0.995 0.454 1
0.045 0.077 0.995 0.454 1
0.048 0.078 0.995 0.454 1
0.05 0.078 0.995 0.454 1
0.053 0.078 0.995 0.454 1
0.055 0.078 0.995 0.454 1
0.058 0.079 0.995 0.454 1
0.06 0.079 0.995 0.454 1
0.063 0.079 0.995 0.454 1
0.065 0.08 0.995 0.454 1
0.068 0.08 0.995 0.454 1
0.07 0.08 0.995 0.454 1
0.073 0.08 0.995 0.454 1
0.075 0.081 0.995 0.454 1
0.078 0.081 0.995 0.454 1
0.08 0.081 0.995 0.454 1
0.083 0.082 0.995 0.454 1
0.085 0.082 0.995 0.454 1
0.088 0.082 0.995 0.454 1
0.09 0.083 0.995 0.454 1
0.093 0.083 0.995 0.454 1
0.095 0.083 0.995 0.454 1
0.098 0.083 0.995 0.454 1
0.1 0.084 0.995 0.454 1
0.103 0.084 0.995 0.454 1
0.105 0.084 0.995 0.454 1
0.108 0.085 0.995 0.454 1
0.11 0.085 0.995 0.454 1
0.113 0.085 0.995 0.454 1
0.115 0.086 0.995 0.454 1
0.118 0.086 0.995 0.454 1
0.12 0.086 0.995 0.454 1
0.123 0.087 0.995 0.454 1
0.125 0.087 0.995 0.454 1
0.128 0.087 0.995 0.454 1
0.13 0.088 0.995 0.454 1
0.133 0.088 0.995 0.454 1
0.135 0.088 0.995 0.454 1
0.138 0.089 0.995 0.454 1
0.14 0.089 0.995 0.454 1
0.143 0.09 0.995 0.454 1
0.145 0.09 0.995 0.454 1
0.148 0.09 0.995 0.454 1
0.15 0.091 0.995 0.454 1
0.153 0.091 0.995 0.454 1
0.155 0.091 0.995 0.454 1
0.158 0.092 0.995 0.454 1
0.16 0.092 0.995 0.454 1
0.163 0.093 0.995 0.454 1
0.165 0.093 0.995 0.454 1
0.168 0.093 0.995 0.454 1
0.17 0.094 0.995 0.454 1
0.173 0.094 0.995 0.454 1
0.175 0.094 0.995 0.454 1
0.178 0.095 0.995 0.454 1
0.18 0.095 0.995 0.454 1
0.183 0.096 0.995 0.454 1
0.185 0.096 0.995 0.454 1
0.188 0.097 0.995 0.454 1
0.19 0.097 0.995 0.454 1
0.193 0.097 0.995 0.454 1
0.195 0.098 0.995 0.454 1
0.198 0.098 0.995 0.454 1
0.201 0.099 0.995 0.454 1
0.203 0.099 0.995 0.454 1
0.206 0.099 0.995 0.454 1
0.208 0.1 0.995 0.454 1
0.211 0.1 0.995 0.454 1
0.213 0.101 0.995 0.454 1
0.216 0.101 0.995 0.454 1
0.218 0.102 0.995 0.454 1
0.221 0.102 0.995 0.454 1
0.223 0.103 0.995 0.454 1
0.226 0.103 0.995 0.454 1
0.228 0.104 0.995 0.454 1
0.231 0.104 0.995 0.454 1
0.233 0.105 0.995 0.454 1
0.236 0.105 0.995 0.454 1
0.238 0.106 0.995 0.454 1
0.241 0.106 0.995 0.454 1
0.243 0.107 0.995 0.454 1
0.246 0.107 0.995 0.454 1
0.248 0.108 0.995 0.454 1
0.251 0.108 0.995 0.454 1
0.253 0.109 0.995 0.454 1
0.256 0.109 0.995 0.454 1
0.258 0.11 0.995 0.454 1
0.261 0.11 0.995 0.454 1
0.263 0.111 0.995 0.454 1
0.266 0.111 0.995 0.454 1
0.268 0.112 0.995 0.454 1
0.271 0.112 0.995 0.454 1
0.273 0.113 0.995 0.454 1
0.276 0.114 0.995 0.454 1
0.278 0.114 0.995 0.454 1
0.281 0.115 0.995 0.454 1
0.283 0.115 0.995 0.454 1
0.286 0.116 0.995 0.454 1
0.288 0.117 0.995 0.454 1
0.291 0.117 0.995 0.454 1
0.293 0.118 0.995 0.454 1
0.296 0.118 0.995 0.454 1
0.298 0.119 0.995 0.454 1
0.301 0.12 0.995 0.454 1
0.303 0.12 0.995 0.454 1
0.306 0.121 0.995 0.454 1
0.308 0.122 0.995 0.454 1
0.311 0.122 0.995 0.454 1
0.313 0.123 0.995 0.454 1
0.316 0.124 0.995 0.454 1
0.318 0.124 0.995 0.454 1
0.321 0.125 0.995 0.454 1
0.323 0.126 0.995 0.454 1
0.326 0.126 0.995 0.454 1
0.328 0.127 0.995 0.454 1
0.331 0.128 0.995 0.454 1
0.333 0.129 0.995 0.454 1
0.336 0.129 0.995 0.454 1
0.338 0.13 0.995 0.454 1
0.341 0.131 0.995 0.454 1
0.343 0.132 0.995 0.454 1
0.346 0.132 0.995 0.454 1
0.348 0.133 0.995 0.454 1
0.351 0.134 0.995 0.454 1
0.353 0.135 0.995 0.454 1
0.356 0.136 0.995 0.454 1
0.358 0.136 0.995 0.454 1
0.361 0.137 0.995 0.454 1
0.363 0.138 0.995 0.454 1
0.366 0.139 0.995 0.454 1
0.368 0.14 0.995 0.454 1
0.371 0.141 0.995 0.454 1
0.373 0.142 0.995 0.454 1
0.376 0.142 0.995 0.454 1
0.378 0.143 0.995 0.454 1
0.381 0.144 0.995 0.454 1
0.383 0.145 0.995 0.454 1
0.386 0.146 0.995 0.454 1
0.388 0.147 0.995 0.454 1
0.391 0.148 0.995 0.454 1
0.393 0.149 0.995 0.454 1
0.396 0.15 0.995 0.454 1
0.398 0.151 0.995 0.454 1
0.401 0.152 0.995 0.454 1
0.404 0.153 0.995 0.454 1
0.406 0.154 0.995 0.454 1
0.409 0.155 0.995 0.454 1
0.411 0.156 0.995 0.454 1
0.414 0.157 0.995 0.454 1
0.416 0.159 0.995 0.454 1
0.419 0.16 0.995 0.454 1
0.421 0.161 0.995 0.454 1
0.424 0.162 0.995 0.454 1
0.426 0.163 0.995 0.454 1
0.429 0.164 0.995 0.454 1
0.431 0.166 0.995 0.454 1
0.434 0.167 0.995 0.454 1
0.436 0.168 0.995 0.454 1
0.439 0.169 0.995 0.454 1
0.441 0.171 0.995 0.454 1
0.444 0.172 0.995 0.454 1
0.446 0.173 0.995 0.454 1
0.449 0.174 0.995 0.454 1
0.451 0.176 0.995 0.454 1
0.454 0.177 0.995 0.454 1
0.456 0.179 0.995 0.454 1
0.459 0.18 0.995 0.454 1
0.461 0.181 0.995 0.454 1
0.464 0.183 0.995 0.454 1
0.466 0.184 0.995 0.454 1
0.469 0.186 0.995 0.454 1
0.471 0.187 0.995 0.454 1
0.474 0.189 0.995 0.454 1
0.476 0.19 0.995 0.454 1
0.479 0.192 0.995 0.454 1
0.481 0.194 0.995 0.454 1
0.484 0.195 0.995 0.454 1
0.486 0.197 0.995 0.454 1
0.489 0.199 0.995 0.454 1
0.491 0.2 0.995 0.454 1
0.494 0.202 0.995 0.454 1
0.496 0.204 0.995 0.454 1
0.499 0.206 0.995 0.454 1
0.501 0.207 0.995 0.454 1
0.504 0.209 0.995 0.454 1
0.506 0.211 0.995 0.454 1
0.509 0.213 0.995 0.454 1
0.511 0.215 0.995 0.454 1
0.514 0.217 0.995 0.454 1
0.516 0.219 0.995 0.454 1
0.519 0.221 0.995 0.454 1
0.521 0.223 0.995 0.454 1
0.524 0.225 0.995 0.454 1
0.526 0.227 0.995 0.454 1
0.529 0.23 0.995 0.454 1
0.531 0.232 0.995 0.454 1
0.534 0.234 0.995 0.454 1
0.536 0.236 0.995 0.454 1
0.539 0.239 0.995 0.454 1
0.541 0.241 0.995 0.454 1
0.544 0.244 0.995 0.454 1
0.546 0.246 0.995 0.454 1
0.549 0.249 0.995 0.454 1
0.551 0.251 0.995 0.454 1
0.554 0.254 0.995 0.454 1
0.556 0.256 0.995 0.454 1
0.559 0.259 0.995 0.454 1
0.561 0.262 0.995 0.454 1
0.564 0.265 0.995 0.454 1
0.566 0.267 0.995 0.454 1
0.569 0.27 0.995 0.454 1
0.571 0.273 0.995 0.454 1
0.574 0.276 0.995 0.454 1
0.576 0.279 0.995 0.454 1
0.579 0.283 0.995 0.454 1
0.581 0.286 0.995 0.454 1
0.584 0.289 0.995 0.454 1
0.586 0.292 0.995 0.454 1
0.589 0.296 0.995 0.454 1
0.591 0.299 0.995 0.454 1
0.594 0.303 0.995 0.454 1
0.596 0.306 0.995 0.454 1
0.599 0.31 0.995 0.454 1
0.602 0.314 0.995 0.454 1
0.604 0.317 0.995 0.454 1
0.607 0.321 0.995 0.454 1
0.609 0.325 0.995 0.454 1
0.612 0.329 0.995 0.454 1
0.614 0.333 0.995 0.454 1
0.617 0.337 0.995 0.454 1
0.619 0.342 0.995 0.454 1
0.622 0.346 0.995 0.454 1
0.624 0.351 0.995 0.454 1
0.627 0.355 0.995 0.454 1
0.629 0.36 0.995 0.454 1
0.632 0.365 0.995 0.454 1
0.634 0.369 0.995 0.454 1
0.637 0.374 0.995 0.454 1
0.639 0.379 0.995 0.454 1
0.642 0.385 0.995 0.454 1
0.644 0.39 0.995 0.454 1
0.647 0.395 0.995 0.454 1
0.649 0.401 0.995 0.454 1
0.652 0.406 0.995 0.454 1
0.654 0.412 0.995 0.454 1
0.657 0.418 0.995 0.454 1
0.659 0.424 0.995 0.454 1
0.662 0.43 0.995 0.454 1
0.664 0.437 0.995 0.454 1
0.667 0.443 0.995 0.454 1
0.669 0.45 0.995 0.454 1
0.672 0.456 0.995 0.454 1
0.674 0.463 0.995 0.454 1
0.677 0.47 0.995 0.454 1
0.679 0.478 0.995 0.454 1
0.682 0.485 0.995 0.454 1
0.684 0.493 0.995 0.454 1
0.687 0.5 0.995 0.454 1
0.689 0.508 0.995 0.454 1
0.692 0.517 0.995 0.454 1
0.694 0.525 0.995 0.454 1
0.697 0.534 0.995 0.454 1
0.699 0.542 0.995 0.454 1
0.702 0.551 0.995 0.454 1
0.704 0.561 0.995 0.454 1
0.707 0.57 0.995 0.454 1
0.709 0.58 0.995 0.454 1
0.712 0.59 0.995 0.454 1
0.714 0.6 0.995 0.454 1
0.717 0.61 0.995 0.454 1
0.719 0.621 0.995 0.454 1
0.722 0.632 0.995 0.454 1
0.724 0.643 0.995 0.454 1
0.727 0.655 0.995 0.454 1
0.729 0.667 0.995 0.454 1
0.732 0.679 0.995 0.454 1
0.734 0.692 0.995 0.454 1
0.737 0.705 0.995 0.454 1
0.739 0.718 0.995 0.454 1
0.742 0.732 0.995 0.454 1
0.744 0.746 0.995 0.454 1
0.747 0.76 0.995 0.454 1
0.749 0.775 0.995 0.454 1
0.752 0.79 0.995 0.454 1
0.754 0.806 0.995 0.454 1
0.757 0.822 0.995 0.454 1
0.759 0.839 0.995 0.454 1
0.762 0.856 0.995 0.454 1
0.764 0.873 0.995 0.454 1
0.767 0.891 0.995 0.454 1
0.769 0.91 0.995 0.454 1
0.772 0.929 0.995 0.454 1
0.774 0.948 0.995 0.454 1
0.777 0.969 0.995 0.454 1
0.779 0.99 0.995 0.454 1
0.782 1.011 0.995 0.454 1
0.784 1.033 0.995 0.454 1
0.787 1.056 0.995 0.454 1
0.789 1.08 0.995 0.454 1
0.792 1.104 0.995 0.454 1
0.794 1.129 0.995 0.454 1
0.797 1.154 0.995 0.454 1
0.799 1.181 0.995 0.454 1
0.802 1.208 0.995 0.454 1
0.805 1.237 0.995 0.454 1
0.807 1.266 0.995 0.454 1
0.81 1.296 0.995 0.454 1
0.812 1.327 0.995 0.454 1
0.815 1.359 0.995 0.454 1
0.817 1.392 0.995 0.454 1
0.82 1.426 0.995 0.454 1
0.822 1.461 0.995 0.454 1
0.825 1.497 0.995 0.454 1
0.827 1.535 0.995 0.454 1
0.83 1.573 0.995 0.454 1
0.832 1.613 0.995 0.454 1
0.835 1.654 0.995 0.454 1
0.837 1.697 0.995 0.454 1
0.84 1.741 0.995 0.454 1
0.842 1.786 0.995 0.454 1
0.845 1.833 0.995 0.454 1
0.847 1.882 0.995 0.454 1
0.85 1.932 0.995 0.454 1
0.852 1.984 0.995 0.454 1
0.855 2.037 0.995 0.454 1
0.857 2.093 0.995 0.454 1
0.86 2.15 0.995 0.454 1
0.862 2.209 0.995 0.454 1
0.865 2.27 0.995 0.454 1
0.867 2.333 0.995 0.454 1
0.87 2.398 0.995 0.454 1
0.872 2.465 0.995 0.454 1
0.875 2.534 0.995 0.454 1
0.877 2.606 0.995 0.454 1
0.88 2.68 0.995 0.454 1
0.882 2.757 0.995 0.454 1
0.885 2.836 0.995 0.454 1
0.887 2.917 0.995 0.454 1
0.89 3.001 0.995 0.454 1
0.892 3.088 0.995 0.454 1
0.895 3.177 0.995 0.454 1
0.897 3.27 0.995 0.454 1
0.9 3.365 0.995 0.454 1
0.902 3.463 0.995 0.454 1
0.905 3.563 0.995 0.454 1
0.907 3.667 0.995 0.454 1
0.91 3.774 0.995 0.454 1
0.912 3.884 0.995 0.454 1
0.915 3.997 0.995 0.454 1
0.917 4.112 0.995 0.454 1
0.92 4.231 0.995 0.454 1
0.922 4.353 0.995 0.454 1
0.925 4.477 0.995 0.454 1
0.927 4.605 0.995 0.454 1
0.93 4.735 0.995 0.454 1
0.932 4.868 0.995 0.454 1
0.935 5.003 0.995 0.454 1
0.937 5.14 0.995 0.454 1
0.94 5.28 0.995 0.454 1
0.942 5.421 0.995 0.454 1
0.945 5.564 0.995 0.454 1
0.947 5.707 0.995 0.454 1
0.95 5.852 0.995 0.454 1
0.952 5.997 0.995 0.454 1
0.955 6.141 0.995 0.454 1
0.957 6.285 0.995 0.454 1
0.96 6.427 0.995 0.454 1
0.962 6.567 0.995 0.454 1
0.965 6.703 0.995 0.454 1
0.967 6.836 0.995 0.454 1
0.97 6.964 0.995 0.454 1
0.972 7.085 0.995 0.454 1
0.975 7.199 0.995 0.454 1
0.977 7.305 0.995 0.454 1
0.98 7.401 0.995 0.454 1
0.982 7.485 0.995 0.454 1
0.985 7.557 0.995 0.454 1
0.987 7.614 0.995 0.454 1
0.99 7.655 0.995 0.454 1
0.992 7.679 0.995 0.454 1
0.995 7.684 0.995 0.454 1
0.997 7.669 0.995 0.454 1
1 7.631 0.995 0.454 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.566 0.939 0.082 1
0.02 0.571 0.939 0.082 1
0.041 0.577 0.939 0.082 1
0.061 0.583 0.939 0.082 1
0.082 0.589 0.939 0.082 1
0.102 0.595 0.939 0.082 1
0.122 0.601 0.939 0.082 1
0.143 0.607 0.939 0.082 1
0.163 0.614 0.939 0.082 1
0.184 0.621 0.939 0.082 1
0.204 0.628 0.939 0.082 1
0.224 0.636 0.939 0.082 1
0.245 0.644 0.939 0.082 1
0.265 0.653 0.939 0.082 1
0.286 0.662 0.939 0.082 1
0.306 0.672 0.939 0.082 1
0.327 0.682 0.939 0.082 1
0.347 0.693 0.939 0.082 1
0.367 0.705 0.939 0.082 1
0.388 0.718 0.939 0.082 1
0.408 0.732 0.939 0.082 1
0.429 0.746 0.939 0.082 1
0.449 0.763 0.939 0.082 1
0.469 0.78 0.939 0.082 1
0.49 0.8 0.939 0.082 1
0.51 0.821 0.939 0.082 1
0.531 0.844 0.939 0.082 1
0.551 0.869 0.939 0.082 1
0.571 0.896 0.939 0.082 1
0.592 0.927 0.939 0.082 1
0.612 0.96 0.939 0.082 1
0.633 0.997 0.939 0.082 1
0.653 1.037 0.939 0.082 1
0.673 1.08 0.939 0.082 1
0.694 1.128 0.939 0.082 1
0.714 1.18 0.939 0.082 1
0.735 1.236 0.939 0.082 1
0.755 1.295 0.939 0.082 1
0.776 1.358 0.939 0.082 1
0.796 1.423 0.939 0.082 1
0.816 1.489 0.939 0.082 1
0.837 1.555 0.939 0.082 1
0.857 1.62 0.939 0.082 1
0.878 1.68 0.939 0.082 1
0.898 1.732 0.939 0.082 1
0.918 1.771 0.939 0.082 1
0.939 1.788 0.939 0.082 1
0.959 1.762 0.939 0.082 1
0.98 1.662 0.939 0.082 1
1 1.454 0.939 0.082 1

Return to text


Figure 23: Comparison of consumption path: Ben Zeev and Pappa (2017) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.008 0.112 -0.097 0.015 -0.457 -0.143 -0.615
1 -0.082 0.068 -0.231 -0.051 -0.479 -0.193 -0.621
2 -0.094 0.086 -0.274 -0.073 -0.457 -0.205 -0.589
3 -0.173 0.042 -0.387 -0.105 -0.406 -0.228 -0.529
4 -0.294 -0.057 -0.532 -0.161 -0.437 -0.269 -0.545
5 -0.304 -0.044 -0.564 -0.213 -0.433 -0.303 -0.524
6 -0.374 -0.094 -0.654 -0.265 -0.411 -0.336 -0.482
7 -0.412 -0.109 -0.715 -0.299 -0.381 -0.352 -0.435
8 -0.437 -0.115 -0.759 -0.323 -0.385 -0.363 -0.425
9 -0.495 -0.156 -0.835 -0.36 -0.415 -0.384 -0.438
10 -0.391 -0.041 -0.742 -0.36 -0.386 -0.373 -0.399
11 -0.341 0.025 -0.708 -0.346 -0.344 -0.354 -0.351
12 -0.319 0.064 -0.703 -0.352 -0.3 -0.353 -0.3
13 -0.263 0.133 -0.66 -0.316 -0.238 -0.317 -0.239
14 -0.35 0.056 -0.757 -0.315 -0.232 -0.316 -0.233
15 -0.284 0.133 -0.701 -0.323 -0.24 -0.322 -0.239

Return to text


Figure 24: Impulse responses to Blanchard and Perotti (2002) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.038 0.069 0.151 -0.075 -0.045 0.151 0.203 -0.292 -0.052 0.086 0.089 -0.193 -0.447 2.028 2.889 -3.782
1 0.026 0.099 0.189 -0.136 -0.04 0.17 0.24 -0.32 -0.06 0.111 0.122 -0.243 -0.049 1.932 3.129 -3.227
2 -0.112 0.12 0.085 -0.309 -0.104 0.19 0.209 -0.417 -0.121 0.116 0.069 -0.312 3.762 1.918 6.917 0.607
3 -0.031 0.142 0.203 -0.265 0.196 0.266 0.635 -0.242 -0.275 0.131 -0.06 -0.491 3.025 2.046 6.39 -0.341
4 -0.011 0.158 0.249 -0.27 0.078 0.288 0.551 -0.395 -0.269 0.144 -0.032 -0.506 3.766 1.981 7.025 0.507
5 -0.039 0.172 0.244 -0.321 0.153 0.291 0.632 -0.326 0.013 0.155 0.269 -0.243 -1.026 2.062 2.366 -4.418
6 -0.021 0.185 0.284 -0.326 0.233 0.303 0.732 -0.266 0.031 0.161 0.296 -0.234 2.442 2.066 5.84 -0.955
7 -0.173 0.2 0.155 -0.502 0.26 0.304 0.761 -0.24 -0.161 0.163 0.107 -0.429 1.144 1.954 4.358 -2.071
8 -0.263 0.21 0.084 -0.609 0.128 0.306 0.631 -0.375 -0.27 0.167 0.005 -0.545 2.58 1.936 5.765 -0.605
9 -0.261 0.221 0.103 -0.625 0.056 0.316 0.577 -0.464 -0.21 0.172 0.073 -0.493 -0.387 1.896 2.733 -3.507
10 -0.253 0.224 0.115 -0.621 0.059 0.329 0.6 -0.482 -0.078 0.174 0.208 -0.364 0.051 1.995 3.332 -3.23
11 -0.379 0.232 0.002 -0.76 -0.093 0.334 0.456 -0.642 -0.183 0.174 0.103 -0.47 0.029 2.076 3.444 -3.386
12 -0.516 0.242 -0.119 -0.914 -0.151 0.342 0.411 -0.713 -0.352 0.176 -0.063 -0.641 4.654 1.993 7.931 1.376
13 -0.487 0.249 -0.078 -0.897 -0.217 0.347 0.354 -0.788 -0.311 0.174 -0.026 -0.597 -0.47 1.894 2.645 -3.586
14 -0.454 0.255 -0.035 -0.873 -0.313 0.352 0.266 -0.891 -0.217 0.168 0.06 -0.493 0.568 2.01 3.875 -2.739
15 -0.377 0.258 0.047 -0.801 -0.304 0.31 0.205 -0.814 -0.1 0.165 0.172 -0.372 0.337 1.915 3.487 -2.813

Return to text


Figure 25:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.774 0.927 0.063 1
0.003 0.775 0.927 0.063 1
0.005 0.776 0.927 0.063 1
0.008 0.776 0.927 0.063 1
0.01 0.777 0.927 0.063 1
0.013 0.777 0.927 0.063 1
0.015 0.778 0.927 0.063 1
0.018 0.779 0.927 0.063 1
0.02 0.779 0.927 0.063 1
0.023 0.78 0.927 0.063 1
0.025 0.781 0.927 0.063 1
0.028 0.781 0.927 0.063 1
0.03 0.782 0.927 0.063 1
0.033 0.782 0.927 0.063 1
0.035 0.783 0.927 0.063 1
0.038 0.783 0.927 0.063 1
0.04 0.784 0.927 0.063 1
0.043 0.785 0.927 0.063 1
0.045 0.785 0.927 0.063 1
0.048 0.786 0.927 0.063 1
0.05 0.786 0.927 0.063 1
0.053 0.787 0.927 0.063 1
0.055 0.787 0.927 0.063 1
0.058 0.788 0.927 0.063 1
0.06 0.788 0.927 0.063 1
0.063 0.789 0.927 0.063 1
0.065 0.789 0.927 0.063 1
0.068 0.79 0.927 0.063 1
0.07 0.79 0.927 0.063 1
0.073 0.791 0.927 0.063 1
0.075 0.791 0.927 0.063 1
0.078 0.792 0.927 0.063 1
0.08 0.792 0.927 0.063 1
0.083 0.793 0.927 0.063 1
0.085 0.793 0.927 0.063 1
0.088 0.794 0.927 0.063 1
0.09 0.794 0.927 0.063 1
0.093 0.795 0.927 0.063 1
0.095 0.795 0.927 0.063 1
0.098 0.796 0.927 0.063 1
0.1 0.796 0.927 0.063 1
0.103 0.797 0.927 0.063 1
0.105 0.797 0.927 0.063 1
0.108 0.797 0.927 0.063 1
0.11 0.798 0.927 0.063 1
0.113 0.798 0.927 0.063 1
0.115 0.799 0.927 0.063 1
0.118 0.799 0.927 0.063 1
0.12 0.8 0.927 0.063 1
0.123 0.8 0.927 0.063 1
0.125 0.801 0.927 0.063 1
0.128 0.801 0.927 0.063 1
0.13 0.801 0.927 0.063 1
0.133 0.802 0.927 0.063 1
0.135 0.802 0.927 0.063 1
0.138 0.803 0.927 0.063 1
0.14 0.803 0.927 0.063 1
0.143 0.804 0.927 0.063 1
0.145 0.804 0.927 0.063 1
0.148 0.804 0.927 0.063 1
0.15 0.805 0.927 0.063 1
0.153 0.805 0.927 0.063 1
0.155 0.806 0.927 0.063 1
0.158 0.806 0.927 0.063 1
0.16 0.806 0.927 0.063 1
0.163 0.807 0.927 0.063 1
0.165 0.807 0.927 0.063 1
0.168 0.808 0.927 0.063 1
0.17 0.808 0.927 0.063 1
0.173 0.808 0.927 0.063 1
0.175 0.809 0.927 0.063 1
0.178 0.809 0.927 0.063 1
0.18 0.81 0.927 0.063 1
0.183 0.81 0.927 0.063 1
0.185 0.81 0.927 0.063 1
0.188 0.811 0.927 0.063 1
0.19 0.811 0.927 0.063 1
0.193 0.812 0.927 0.063 1
0.195 0.812 0.927 0.063 1
0.198 0.812 0.927 0.063 1
0.201 0.813 0.927 0.063 1
0.203 0.813 0.927 0.063 1
0.206 0.814 0.927 0.063 1
0.208 0.814 0.927 0.063 1
0.211 0.815 0.927 0.063 1
0.213 0.815 0.927 0.063 1
0.216 0.815 0.927 0.063 1
0.218 0.816 0.927 0.063 1
0.221 0.816 0.927 0.063 1
0.223 0.817 0.927 0.063 1
0.226 0.817 0.927 0.063 1
0.228 0.817 0.927 0.063 1
0.231 0.818 0.927 0.063 1
0.233 0.818 0.927 0.063 1
0.236 0.819 0.927 0.063 1
0.238 0.819 0.927 0.063 1
0.241 0.82 0.927 0.063 1
0.243 0.82 0.927 0.063 1
0.246 0.821 0.927 0.063 1
0.248 0.821 0.927 0.063 1
0.251 0.821 0.927 0.063 1
0.253 0.822 0.927 0.063 1
0.256 0.822 0.927 0.063 1
0.258 0.823 0.927 0.063 1
0.261 0.823 0.927 0.063 1
0.263 0.824 0.927 0.063 1
0.266 0.824 0.927 0.063 1
0.268 0.825 0.927 0.063 1
0.271 0.825 0.927 0.063 1
0.273 0.826 0.927 0.063 1
0.276 0.826 0.927 0.063 1
0.278 0.827 0.927 0.063 1
0.281 0.827 0.927 0.063 1
0.283 0.828 0.927 0.063 1
0.286 0.828 0.927 0.063 1
0.288 0.829 0.927 0.063 1
0.291 0.829 0.927 0.063 1
0.293 0.83 0.927 0.063 1
0.296 0.83 0.927 0.063 1
0.298 0.831 0.927 0.063 1
0.301 0.831 0.927 0.063 1
0.303 0.832 0.927 0.063 1
0.306 0.832 0.927 0.063 1
0.308 0.833 0.927 0.063 1
0.311 0.834 0.927 0.063 1
0.313 0.834 0.927 0.063 1
0.316 0.835 0.927 0.063 1
0.318 0.835 0.927 0.063 1
0.321 0.836 0.927 0.063 1
0.323 0.836 0.927 0.063 1
0.326 0.837 0.927 0.063 1
0.328 0.838 0.927 0.063 1
0.331 0.838 0.927 0.063 1
0.333 0.839 0.927 0.063 1
0.336 0.839 0.927 0.063 1
0.338 0.84 0.927 0.063 1
0.341 0.841 0.927 0.063 1
0.343 0.841 0.927 0.063 1
0.346 0.842 0.927 0.063 1
0.348 0.843 0.927 0.063 1
0.351 0.843 0.927 0.063 1
0.353 0.844 0.927 0.063 1
0.356 0.845 0.927 0.063 1
0.358 0.845 0.927 0.063 1
0.361 0.846 0.927 0.063 1
0.363 0.847 0.927 0.063 1
0.366 0.848 0.927 0.063 1
0.368 0.848 0.927 0.063 1
0.371 0.849 0.927 0.063 1
0.373 0.85 0.927 0.063 1
0.376 0.851 0.927 0.063 1
0.378 0.851 0.927 0.063 1
0.381 0.852 0.927 0.063 1
0.383 0.853 0.927 0.063 1
0.386 0.854 0.927 0.063 1
0.388 0.855 0.927 0.063 1
0.391 0.855 0.927 0.063 1
0.393 0.856 0.927 0.063 1
0.396 0.857 0.927 0.063 1
0.398 0.858 0.927 0.063 1
0.401 0.859 0.927 0.063 1
0.404 0.86 0.927 0.063 1
0.406 0.861 0.927 0.063 1
0.409 0.861 0.927 0.063 1
0.411 0.862 0.927 0.063 1
0.414 0.863 0.927 0.063 1
0.416 0.864 0.927 0.063 1
0.419 0.865 0.927 0.063 1
0.421 0.866 0.927 0.063 1
0.424 0.867 0.927 0.063 1
0.426 0.868 0.927 0.063 1
0.429 0.869 0.927 0.063 1
0.431 0.87 0.927 0.063 1
0.434 0.871 0.927 0.063 1
0.436 0.872 0.927 0.063 1
0.439 0.873 0.927 0.063 1
0.441 0.874 0.927 0.063 1
0.444 0.875 0.927 0.063 1
0.446 0.876 0.927 0.063 1
0.449 0.877 0.927 0.063 1
0.451 0.879 0.927 0.063 1
0.454 0.88 0.927 0.063 1
0.456 0.881 0.927 0.063 1
0.459 0.882 0.927 0.063 1
0.461 0.883 0.927 0.063 1
0.464 0.884 0.927 0.063 1
0.466 0.886 0.927 0.063 1
0.469 0.887 0.927 0.063 1
0.471 0.888 0.927 0.063 1
0.474 0.889 0.927 0.063 1
0.476 0.89 0.927 0.063 1
0.479 0.892 0.927 0.063 1
0.481 0.893 0.927 0.063 1
0.484 0.894 0.927 0.063 1
0.486 0.896 0.927 0.063 1
0.489 0.897 0.927 0.063 1
0.491 0.898 0.927 0.063 1
0.494 0.9 0.927 0.063 1
0.496 0.901 0.927 0.063 1
0.499 0.903 0.927 0.063 1
0.501 0.904 0.927 0.063 1
0.504 0.905 0.927 0.063 1
0.506 0.907 0.927 0.063 1
0.509 0.908 0.927 0.063 1
0.511 0.91 0.927 0.063 1
0.514 0.911 0.927 0.063 1
0.516 0.913 0.927 0.063 1
0.519 0.914 0.927 0.063 1
0.521 0.916 0.927 0.063 1
0.524 0.917 0.927 0.063 1
0.526 0.919 0.927 0.063 1
0.529 0.921 0.927 0.063 1
0.531 0.922 0.927 0.063 1
0.534 0.924 0.927 0.063 1
0.536 0.926 0.927 0.063 1
0.539 0.927 0.927 0.063 1
0.541 0.929 0.927 0.063 1
0.544 0.931 0.927 0.063 1
0.546 0.933 0.927 0.063 1
0.549 0.934 0.927 0.063 1
0.551 0.936 0.927 0.063 1
0.554 0.938 0.927 0.063 1
0.556 0.94 0.927 0.063 1
0.559 0.942 0.927 0.063 1
0.561 0.944 0.927 0.063 1
0.564 0.946 0.927 0.063 1
0.566 0.947 0.927 0.063 1
0.569 0.949 0.927 0.063 1
0.571 0.951 0.927 0.063 1
0.574 0.953 0.927 0.063 1
0.576 0.955 0.927 0.063 1
0.579 0.957 0.927 0.063 1
0.581 0.959 0.927 0.063 1
0.584 0.962 0.927 0.063 1
0.586 0.964 0.927 0.063 1
0.589 0.966 0.927 0.063 1
0.591 0.968 0.927 0.063 1
0.594 0.97 0.927 0.063 1
0.596 0.972 0.927 0.063 1
0.599 0.975 0.927 0.063 1
0.602 0.977 0.927 0.063 1
0.604 0.979 0.927 0.063 1
0.607 0.981 0.927 0.063 1
0.609 0.984 0.927 0.063 1
0.612 0.986 0.927 0.063 1
0.614 0.989 0.927 0.063 1
0.617 0.991 0.927 0.063 1
0.619 0.993 0.927 0.063 1
0.622 0.996 0.927 0.063 1
0.624 0.998 0.927 0.063 1
0.627 1.001 0.927 0.063 1
0.629 1.003 0.927 0.063 1
0.632 1.006 0.927 0.063 1
0.634 1.009 0.927 0.063 1
0.637 1.011 0.927 0.063 1
0.639 1.014 0.927 0.063 1
0.642 1.017 0.927 0.063 1
0.644 1.019 0.927 0.063 1
0.647 1.022 0.927 0.063 1
0.649 1.025 0.927 0.063 1
0.652 1.028 0.927 0.063 1
0.654 1.031 0.927 0.063 1
0.657 1.033 0.927 0.063 1
0.659 1.036 0.927 0.063 1
0.662 1.039 0.927 0.063 1
0.664 1.042 0.927 0.063 1
0.667 1.045 0.927 0.063 1
0.669 1.048 0.927 0.063 1
0.672 1.051 0.927 0.063 1
0.674 1.054 0.927 0.063 1
0.677 1.057 0.927 0.063 1
0.679 1.061 0.927 0.063 1
0.682 1.064 0.927 0.063 1
0.684 1.067 0.927 0.063 1
0.687 1.07 0.927 0.063 1
0.689 1.073 0.927 0.063 1
0.692 1.077 0.927 0.063 1
0.694 1.08 0.927 0.063 1
0.697 1.083 0.927 0.063 1
0.699 1.087 0.927 0.063 1
0.702 1.09 0.927 0.063 1
0.704 1.094 0.927 0.063 1
0.707 1.097 0.927 0.063 1
0.709 1.101 0.927 0.063 1
0.712 1.104 0.927 0.063 1
0.714 1.108 0.927 0.063 1
0.717 1.112 0.927 0.063 1
0.719 1.115 0.927 0.063 1
0.722 1.119 0.927 0.063 1
0.724 1.123 0.927 0.063 1
0.727 1.127 0.927 0.063 1
0.729 1.13 0.927 0.063 1
0.732 1.134 0.927 0.063 1
0.734 1.138 0.927 0.063 1
0.737 1.142 0.927 0.063 1
0.739 1.146 0.927 0.063 1
0.742 1.15 0.927 0.063 1
0.744 1.154 0.927 0.063 1
0.747 1.158 0.927 0.063 1
0.749 1.162 0.927 0.063 1
0.752 1.166 0.927 0.063 1
0.754 1.17 0.927 0.063 1
0.757 1.175 0.927 0.063 1
0.759 1.179 0.927 0.063 1
0.762 1.183 0.927 0.063 1
0.764 1.187 0.927 0.063 1
0.767 1.192 0.927 0.063 1
0.769 1.196 0.927 0.063 1
0.772 1.2 0.927 0.063 1
0.774 1.205 0.927 0.063 1
0.777 1.209 0.927 0.063 1
0.779 1.214 0.927 0.063 1
0.782 1.218 0.927 0.063 1
0.784 1.223 0.927 0.063 1
0.787 1.227 0.927 0.063 1
0.789 1.232 0.927 0.063 1
0.792 1.237 0.927 0.063 1
0.794 1.241 0.927 0.063 1
0.797 1.246 0.927 0.063 1
0.799 1.251 0.927 0.063 1
0.802 1.256 0.927 0.063 1
0.805 1.26 0.927 0.063 1
0.807 1.265 0.927 0.063 1
0.81 1.27 0.927 0.063 1
0.812 1.275 0.927 0.063 1
0.815 1.28 0.927 0.063 1
0.817 1.285 0.927 0.063 1
0.82 1.29 0.927 0.063 1
0.822 1.295 0.927 0.063 1
0.825 1.299 0.927 0.063 1
0.827 1.304 0.927 0.063 1
0.83 1.309 0.927 0.063 1
0.832 1.314 0.927 0.063 1
0.835 1.319 0.927 0.063 1
0.837 1.325 0.927 0.063 1
0.84 1.33 0.927 0.063 1
0.842 1.335 0.927 0.063 1
0.845 1.34 0.927 0.063 1
0.847 1.345 0.927 0.063 1
0.85 1.35 0.927 0.063 1
0.852 1.355 0.927 0.063 1
0.855 1.36 0.927 0.063 1
0.857 1.365 0.927 0.063 1
0.86 1.37 0.927 0.063 1
0.862 1.375 0.927 0.063 1
0.865 1.379 0.927 0.063 1
0.867 1.384 0.927 0.063 1
0.87 1.389 0.927 0.063 1
0.872 1.394 0.927 0.063 1
0.875 1.399 0.927 0.063 1
0.877 1.403 0.927 0.063 1
0.88 1.408 0.927 0.063 1
0.882 1.412 0.927 0.063 1
0.885 1.417 0.927 0.063 1
0.887 1.421 0.927 0.063 1
0.89 1.425 0.927 0.063 1
0.892 1.429 0.927 0.063 1
0.895 1.433 0.927 0.063 1
0.897 1.436 0.927 0.063 1
0.9 1.44 0.927 0.063 1
0.902 1.443 0.927 0.063 1
0.905 1.446 0.927 0.063 1
0.907 1.449 0.927 0.063 1
0.91 1.452 0.927 0.063 1
0.912 1.454 0.927 0.063 1
0.915 1.456 0.927 0.063 1
0.917 1.458 0.927 0.063 1
0.92 1.459 0.927 0.063 1
0.922 1.46 0.927 0.063 1
0.925 1.461 0.927 0.063 1
0.927 1.461 0.927 0.063 1
0.93 1.46 0.927 0.063 1
0.932 1.459 0.927 0.063 1
0.935 1.458 0.927 0.063 1
0.937 1.455 0.927 0.063 1
0.94 1.452 0.927 0.063 1
0.942 1.449 0.927 0.063 1
0.945 1.444 0.927 0.063 1
0.947 1.439 0.927 0.063 1
0.95 1.433 0.927 0.063 1
0.952 1.425 0.927 0.063 1
0.955 1.417 0.927 0.063 1
0.957 1.408 0.927 0.063 1
0.96 1.397 0.927 0.063 1
0.962 1.385 0.927 0.063 1
0.965 1.372 0.927 0.063 1
0.967 1.357 0.927 0.063 1
0.97 1.341 0.927 0.063 1
0.972 1.323 0.927 0.063 1
0.975 1.303 0.927 0.063 1
0.977 1.282 0.927 0.063 1
0.98 1.259 0.927 0.063 1
0.982 1.234 0.927 0.063 1
0.985 1.208 0.927 0.063 1
0.987 1.179 0.927 0.063 1
0.99 1.149 0.927 0.063 1
0.992 1.117 0.927 0.063 1
0.995 1.084 0.927 0.063 1
0.997 1.048 0.927 0.063 1
1 1.011 0.927 0.063 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.85 0.735 0 0.918
0.02 0.858 0.735 0 0.918
0.041 0.867 0.735 0 0.918
0.061 0.875 0.735 0 0.918
0.082 0.883 0.735 0 0.918
0.102 0.892 0.735 0 0.918
0.122 0.901 0.735 0 0.918
0.143 0.91 0.735 0 0.918
0.163 0.918 0.735 0 0.918
0.184 0.927 0.735 0 0.918
0.204 0.937 0.735 0 0.918
0.224 0.946 0.735 0 0.918
0.245 0.955 0.735 0 0.918
0.265 0.964 0.735 0 0.918
0.286 0.974 0.735 0 0.918
0.306 0.983 0.735 0 0.918
0.327 0.992 0.735 0 0.918
0.347 1.001 0.735 0 0.918
0.367 1.011 0.735 0 0.918
0.388 1.02 0.735 0 0.918
0.408 1.029 0.735 0 0.918
0.429 1.038 0.735 0 0.918
0.449 1.047 0.735 0 0.918
0.469 1.056 0.735 0 0.918
0.49 1.065 0.735 0 0.918
0.51 1.075 0.735 0 0.918
0.531 1.084 0.735 0 0.918
0.551 1.093 0.735 0 0.918
0.571 1.101 0.735 0 0.918
0.592 1.11 0.735 0 0.918
0.612 1.119 0.735 0 0.918
0.633 1.127 0.735 0 0.918
0.653 1.135 0.735 0 0.918
0.673 1.142 0.735 0 0.918
0.694 1.148 0.735 0 0.918
0.714 1.153 0.735 0 0.918
0.735 1.155 0.735 0 0.918
0.755 1.154 0.735 0 0.918
0.776 1.148 0.735 0 0.918
0.796 1.136 0.735 0 0.918
0.816 1.117 0.735 0 0.918
0.837 1.087 0.735 0 0.918
0.857 1.047 0.735 0 0.918
0.878 0.992 0.735 0 0.918
0.898 0.922 0.735 0 0.918
0.918 0.835 0.735 0 0.918
0.939 0.733 0.735 0 0.918
0.959 0.618 0.735 0 0.918
0.98 0.495 0.735 0 0.918
1 0.374 0.735 0 0.918

Return to text


Figure 26: Comparison of consumption path: Blanchard and Perotti (2002) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.038 0.151 -0.075 -0.013 0.147 -0.048 0.112
1 0.026 0.189 -0.136 -0.011 0.13 -0.034 0.108
2 -0.112 0.085 -0.309 -0.021 0.096 -0.032 0.085
3 -0.031 0.203 -0.265 0.041 0.112 0.027 0.098
4 -0.011 0.249 -0.27 0.016 0.049 0.005 0.037
5 -0.039 0.244 -0.321 0.042 0.08 0.032 0.07
6 -0.021 0.284 -0.326 0.07 0.116 0.061 0.106
7 -0.173 0.155 -0.502 0.067 0.096 0.059 0.088
8 -0.263 0.084 -0.609 0.015 0.019 0.009 0.013
9 -0.261 0.103 -0.625 -0.027 -0.038 -0.031 -0.042
10 -0.253 0.115 -0.621 -0.043 -0.055 -0.045 -0.057
11 -0.379 0.002 -0.76 -0.102 -0.123 -0.103 -0.123
12 -0.516 -0.119 -0.914 -0.169 -0.21 -0.168 -0.209
13 -0.487 -0.078 -0.897 -0.234 -0.29 -0.232 -0.288
14 -0.454 -0.035 -0.873 -0.292 -0.354 -0.289 -0.351
15 -0.377 0.047 -0.801 -0.313 -0.374 -0.31 -0.371

Return to text


Figure 27: Impulse responses to Mertens and Ravn (2011) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.076 0.063 0.18 -0.027 0.199 0.135 0.421 -0.024 -0.137 0.079 -0.007 -0.267 2.043 1.856 5.097 -1.011
1 0.128 0.089 0.274 -0.019 0.133 0.151 0.381 -0.116 -0.077 0.103 0.092 -0.247 1.042 1.782 3.974 -1.889
2 0.175 0.107 0.352 -0.002 0.33 0.168 0.606 0.054 0.009 0.108 0.187 -0.168 0.542 1.811 3.521 -2.438
3 0.198 0.128 0.408 -0.012 0.423 0.238 0.815 0.031 0.092 0.119 0.287 -0.104 1.296 1.878 4.385 -1.793
4 0.27 0.142 0.504 0.036 0.546 0.258 0.97 0.123 0.063 0.129 0.276 -0.149 0.191 1.843 3.223 -2.841
5 0.37 0.155 0.625 0.115 0.642 0.261 1.072 0.213 0.073 0.138 0.301 -0.155 2.825 1.867 5.896 -0.247
6 0.376 0.169 0.653 0.098 0.581 0.273 1.031 0.132 0.133 0.143 0.368 -0.102 0.821 1.908 3.96 -2.318
7 0.427 0.183 0.727 0.127 0.455 0.275 0.907 0.003 0.251 0.142 0.485 0.016 -0.023 1.788 2.919 -2.964
8 0.398 0.195 0.718 0.077 0.471 0.275 0.924 0.018 0.251 0.145 0.489 0.013 -0.011 1.777 2.912 -2.935
9 0.386 0.205 0.723 0.048 0.395 0.284 0.862 -0.072 0.31 0.149 0.555 0.065 -1.7 1.714 1.12 -4.519
10 0.287 0.211 0.634 -0.061 0.298 0.296 0.786 -0.189 0.293 0.149 0.538 0.047 0.873 1.832 3.887 -2.141
11 0.27 0.22 0.632 -0.093 0.381 0.3 0.874 -0.113 0.355 0.15 0.601 0.109 -0.569 1.891 2.542 -3.679
12 0.255 0.231 0.634 -0.125 0.241 0.308 0.749 -0.266 0.42 0.151 0.669 0.171 1.298 1.83 4.309 -1.713
13 0.284 0.238 0.676 -0.108 0.207 0.315 0.725 -0.311 0.263 0.147 0.505 0.02 1.314 1.731 4.162 -1.533
14 0.283 0.245 0.686 -0.12 0.229 0.322 0.758 -0.3 0.544 0.139 0.773 0.315 1.357 1.827 4.362 -1.648
15 0.213 0.251 0.626 -0.2 0.142 0.286 0.612 -0.328 0.415 0.141 0.647 0.182 -0.673 1.727 2.169 -3.514

Return to text


Figure 28:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.557 1 0.088 1
0.003 0.557 1 0.088 1
0.005 0.558 1 0.088 1
0.008 0.558 1 0.088 1
0.01 0.559 1 0.088 1
0.013 0.559 1 0.088 1
0.015 0.56 1 0.088 1
0.018 0.56 1 0.088 1
0.02 0.56 1 0.088 1
0.023 0.561 1 0.088 1
0.025 0.561 1 0.088 1
0.028 0.562 1 0.088 1
0.03 0.562 1 0.088 1
0.033 0.563 1 0.088 1
0.035 0.563 1 0.088 1
0.038 0.564 1 0.088 1
0.04 0.564 1 0.088 1
0.043 0.564 1 0.088 1
0.045 0.565 1 0.088 1
0.048 0.565 1 0.088 1
0.05 0.566 1 0.088 1
0.053 0.566 1 0.088 1
0.055 0.567 1 0.088 1
0.058 0.567 1 0.088 1
0.06 0.568 1 0.088 1
0.063 0.568 1 0.088 1
0.065 0.569 1 0.088 1
0.068 0.569 1 0.088 1
0.07 0.569 1 0.088 1
0.073 0.57 1 0.088 1
0.075 0.57 1 0.088 1
0.078 0.571 1 0.088 1
0.08 0.571 1 0.088 1
0.083 0.572 1 0.088 1
0.085 0.572 1 0.088 1
0.088 0.573 1 0.088 1
0.09 0.573 1 0.088 1
0.093 0.574 1 0.088 1
0.095 0.574 1 0.088 1
0.098 0.574 1 0.088 1
0.1 0.575 1 0.088 1
0.103 0.575 1 0.088 1
0.105 0.576 1 0.088 1
0.108 0.576 1 0.088 1
0.11 0.577 1 0.088 1
0.113 0.577 1 0.088 1
0.115 0.578 1 0.088 1
0.118 0.578 1 0.088 1
0.12 0.579 1 0.088 1
0.123 0.579 1 0.088 1
0.125 0.58 1 0.088 1
0.128 0.58 1 0.088 1
0.13 0.58 1 0.088 1
0.133 0.581 1 0.088 1
0.135 0.581 1 0.088 1
0.138 0.582 1 0.088 1
0.14 0.582 1 0.088 1
0.143 0.583 1 0.088 1
0.145 0.583 1 0.088 1
0.148 0.584 1 0.088 1
0.15 0.584 1 0.088 1
0.153 0.585 1 0.088 1
0.155 0.585 1 0.088 1
0.158 0.586 1 0.088 1
0.16 0.586 1 0.088 1
0.163 0.587 1 0.088 1
0.165 0.587 1 0.088 1
0.168 0.588 1 0.088 1
0.17 0.588 1 0.088 1
0.173 0.588 1 0.088 1
0.175 0.589 1 0.088 1
0.178 0.589 1 0.088 1
0.18 0.59 1 0.088 1
0.183 0.59 1 0.088 1
0.185 0.591 1 0.088 1
0.188 0.591 1 0.088 1
0.19 0.592 1 0.088 1
0.193 0.592 1 0.088 1
0.195 0.593 1 0.088 1
0.198 0.593 1 0.088 1
0.201 0.594 1 0.088 1
0.203 0.594 1 0.088 1
0.206 0.595 1 0.088 1
0.208 0.595 1 0.088 1
0.211 0.596 1 0.088 1
0.213 0.596 1 0.088 1
0.216 0.597 1 0.088 1
0.218 0.597 1 0.088 1
0.221 0.598 1 0.088 1
0.223 0.598 1 0.088 1
0.226 0.599 1 0.088 1
0.228 0.599 1 0.088 1
0.231 0.599 1 0.088 1
0.233 0.6 1 0.088 1
0.236 0.6 1 0.088 1
0.238 0.601 1 0.088 1
0.241 0.601 1 0.088 1
0.243 0.602 1 0.088 1
0.246 0.602 1 0.088 1
0.248 0.603 1 0.088 1
0.251 0.603 1 0.088 1
0.253 0.604 1 0.088 1
0.256 0.604 1 0.088 1
0.258 0.605 1 0.088 1
0.261 0.605 1 0.088 1
0.263 0.606 1 0.088 1
0.266 0.606 1 0.088 1
0.268 0.607 1 0.088 1
0.271 0.607 1 0.088 1
0.273 0.608 1 0.088 1
0.276 0.608 1 0.088 1
0.278 0.609 1 0.088 1
0.281 0.609 1 0.088 1
0.283 0.609 1 0.088 1
0.286 0.61 1 0.088 1
0.288 0.61 1 0.088 1
0.291 0.611 1 0.088 1
0.293 0.611 1 0.088 1
0.296 0.612 1 0.088 1
0.298 0.612 1 0.088 1
0.301 0.613 1 0.088 1
0.303 0.613 1 0.088 1
0.306 0.614 1 0.088 1
0.308 0.614 1 0.088 1
0.311 0.615 1 0.088 1
0.313 0.615 1 0.088 1
0.316 0.615 1 0.088 1
0.318 0.616 1 0.088 1
0.321 0.616 1 0.088 1
0.323 0.617 1 0.088 1
0.326 0.617 1 0.088 1
0.328 0.618 1 0.088 1
0.331 0.618 1 0.088 1
0.333 0.619 1 0.088 1
0.336 0.619 1 0.088 1
0.338 0.62 1 0.088 1
0.341 0.62 1 0.088 1
0.343 0.62 1 0.088 1
0.346 0.621 1 0.088 1
0.348 0.621 1 0.088 1
0.351 0.622 1 0.088 1
0.353 0.622 1 0.088 1
0.356 0.623 1 0.088 1
0.358 0.623 1 0.088 1
0.361 0.623 1 0.088 1
0.363 0.624 1 0.088 1
0.366 0.624 1 0.088 1
0.368 0.625 1 0.088 1
0.371 0.625 1 0.088 1
0.373 0.625 1 0.088 1
0.376 0.626 1 0.088 1
0.378 0.626 1 0.088 1
0.381 0.627 1 0.088 1
0.383 0.627 1 0.088 1
0.386 0.627 1 0.088 1
0.388 0.628 1 0.088 1
0.391 0.628 1 0.088 1
0.393 0.629 1 0.088 1
0.396 0.629 1 0.088 1
0.398 0.629 1 0.088 1
0.401 0.63 1 0.088 1
0.404 0.63 1 0.088 1
0.406 0.63 1 0.088 1
0.409 0.631 1 0.088 1
0.411 0.631 1 0.088 1
0.414 0.632 1 0.088 1
0.416 0.632 1 0.088 1
0.419 0.632 1 0.088 1
0.421 0.633 1 0.088 1
0.424 0.633 1 0.088 1
0.426 0.633 1 0.088 1
0.429 0.634 1 0.088 1
0.431 0.634 1 0.088 1
0.434 0.634 1 0.088 1
0.436 0.635 1 0.088 1
0.439 0.635 1 0.088 1
0.441 0.635 1 0.088 1
0.444 0.635 1 0.088 1
0.446 0.636 1 0.088 1
0.449 0.636 1 0.088 1
0.451 0.636 1 0.088 1
0.454 0.637 1 0.088 1
0.456 0.637 1 0.088 1
0.459 0.637 1 0.088 1
0.461 0.637 1 0.088 1
0.464 0.638 1 0.088 1
0.466 0.638 1 0.088 1
0.469 0.638 1 0.088 1
0.471 0.639 1 0.088 1
0.474 0.639 1 0.088 1
0.476 0.639 1 0.088 1
0.479 0.639 1 0.088 1
0.481 0.639 1 0.088 1
0.484 0.64 1 0.088 1
0.486 0.64 1 0.088 1
0.489 0.64 1 0.088 1
0.491 0.64 1 0.088 1
0.494 0.641 1 0.088 1
0.496 0.641 1 0.088 1
0.499 0.641 1 0.088 1
0.501 0.641 1 0.088 1
0.504 0.641 1 0.088 1
0.506 0.642 1 0.088 1
0.509 0.642 1 0.088 1
0.511 0.642 1 0.088 1
0.514 0.642 1 0.088 1
0.516 0.642 1 0.088 1
0.519 0.642 1 0.088 1
0.521 0.643 1 0.088 1
0.524 0.643 1 0.088 1
0.526 0.643 1 0.088 1
0.529 0.643 1 0.088 1
0.531 0.643 1 0.088 1
0.534 0.643 1 0.088 1
0.536 0.643 1 0.088 1
0.539 0.643 1 0.088 1
0.541 0.644 1 0.088 1
0.544 0.644 1 0.088 1
0.546 0.644 1 0.088 1
0.549 0.644 1 0.088 1
0.551 0.644 1 0.088 1
0.554 0.644 1 0.088 1
0.556 0.644 1 0.088 1
0.559 0.644 1 0.088 1
0.561 0.644 1 0.088 1
0.564 0.644 1 0.088 1
0.566 0.644 1 0.088 1
0.569 0.644 1 0.088 1
0.571 0.645 1 0.088 1
0.574 0.645 1 0.088 1
0.576 0.645 1 0.088 1
0.579 0.645 1 0.088 1
0.581 0.645 1 0.088 1
0.584 0.645 1 0.088 1
0.586 0.645 1 0.088 1
0.589 0.645 1 0.088 1
0.591 0.645 1 0.088 1
0.594 0.645 1 0.088 1
0.596 0.645 1 0.088 1
0.599 0.645 1 0.088 1
0.602 0.645 1 0.088 1
0.604 0.645 1 0.088 1
0.607 0.645 1 0.088 1
0.609 0.645 1 0.088 1
0.612 0.645 1 0.088 1
0.614 0.645 1 0.088 1
0.617 0.645 1 0.088 1
0.619 0.646 1 0.088 1
0.622 0.646 1 0.088 1
0.624 0.646 1 0.088 1
0.627 0.646 1 0.088 1
0.629 0.646 1 0.088 1
0.632 0.646 1 0.088 1
0.634 0.646 1 0.088 1
0.637 0.646 1 0.088 1
0.639 0.646 1 0.088 1
0.642 0.646 1 0.088 1
0.644 0.646 1 0.088 1
0.647 0.647 1 0.088 1
0.649 0.647 1 0.088 1
0.652 0.647 1 0.088 1
0.654 0.647 1 0.088 1
0.657 0.647 1 0.088 1
0.659 0.647 1 0.088 1
0.662 0.648 1 0.088 1
0.664 0.648 1 0.088 1
0.667 0.648 1 0.088 1
0.669 0.648 1 0.088 1
0.672 0.649 1 0.088 1
0.674 0.649 1 0.088 1
0.677 0.649 1 0.088 1
0.679 0.65 1 0.088 1
0.682 0.65 1 0.088 1
0.684 0.65 1 0.088 1
0.687 0.651 1 0.088 1
0.689 0.651 1 0.088 1
0.692 0.652 1 0.088 1
0.694 0.652 1 0.088 1
0.697 0.653 1 0.088 1
0.699 0.653 1 0.088 1
0.702 0.654 1 0.088 1
0.704 0.655 1 0.088 1
0.707 0.655 1 0.088 1
0.709 0.656 1 0.088 1
0.712 0.657 1 0.088 1
0.714 0.658 1 0.088 1
0.717 0.659 1 0.088 1
0.719 0.66 1 0.088 1
0.722 0.661 1 0.088 1
0.724 0.662 1 0.088 1
0.727 0.663 1 0.088 1
0.729 0.664 1 0.088 1
0.732 0.665 1 0.088 1
0.734 0.667 1 0.088 1
0.737 0.668 1 0.088 1
0.739 0.67 1 0.088 1
0.742 0.671 1 0.088 1
0.744 0.673 1 0.088 1
0.747 0.675 1 0.088 1
0.749 0.677 1 0.088 1
0.752 0.679 1 0.088 1
0.754 0.681 1 0.088 1
0.757 0.683 1 0.088 1
0.759 0.685 1 0.088 1
0.762 0.688 1 0.088 1
0.764 0.69 1 0.088 1
0.767 0.693 1 0.088 1
0.769 0.696 1 0.088 1
0.772 0.699 1 0.088 1
0.774 0.702 1 0.088 1
0.777 0.706 1 0.088 1
0.779 0.709 1 0.088 1
0.782 0.713 1 0.088 1
0.784 0.717 1 0.088 1
0.787 0.721 1 0.088 1
0.789 0.725 1 0.088 1
0.792 0.73 1 0.088 1
0.794 0.735 1 0.088 1
0.797 0.74 1 0.088 1
0.799 0.745 1 0.088 1
0.802 0.751 1 0.088 1
0.805 0.757 1 0.088 1
0.807 0.763 1 0.088 1
0.81 0.769 1 0.088 1
0.812 0.776 1 0.088 1
0.815 0.784 1 0.088 1
0.817 0.791 1 0.088 1
0.82 0.799 1 0.088 1
0.822 0.808 1 0.088 1
0.825 0.817 1 0.088 1
0.827 0.826 1 0.088 1
0.83 0.836 1 0.088 1
0.832 0.847 1 0.088 1
0.835 0.858 1 0.088 1
0.837 0.869 1 0.088 1
0.84 0.882 1 0.088 1
0.842 0.894 1 0.088 1
0.845 0.908 1 0.088 1
0.847 0.923 1 0.088 1
0.85 0.938 1 0.088 1
0.852 0.954 1 0.088 1
0.855 0.971 1 0.088 1
0.857 0.989 1 0.088 1
0.86 1.008 1 0.088 1
0.862 1.028 1 0.088 1
0.865 1.049 1 0.088 1
0.867 1.072 1 0.088 1
0.87 1.096 1 0.088 1
0.872 1.121 1 0.088 1
0.875 1.148 1 0.088 1
0.877 1.176 1 0.088 1
0.88 1.206 1 0.088 1
0.882 1.238 1 0.088 1
0.885 1.272 1 0.088 1
0.887 1.308 1 0.088 1
0.89 1.346 1 0.088 1
0.892 1.387 1 0.088 1
0.895 1.43 1 0.088 1
0.897 1.476 1 0.088 1
0.9 1.525 1 0.088 1
0.902 1.577 1 0.088 1
0.905 1.633 1 0.088 1
0.907 1.692 1 0.088 1
0.91 1.754 1 0.088 1
0.912 1.821 1 0.088 1
0.915 1.893 1 0.088 1
0.917 1.969 1 0.088 1
0.92 2.05 1 0.088 1
0.922 2.136 1 0.088 1
0.925 2.228 1 0.088 1
0.927 2.326 1 0.088 1
0.93 2.43 1 0.088 1
0.932 2.541 1 0.088 1
0.935 2.659 1 0.088 1
0.937 2.784 1 0.088 1
0.94 2.917 1 0.088 1
0.942 3.057 1 0.088 1
0.945 3.206 1 0.088 1
0.947 3.363 1 0.088 1
0.95 3.529 1 0.088 1
0.952 3.703 1 0.088 1
0.955 3.886 1 0.088 1
0.957 4.076 1 0.088 1
0.96 4.275 1 0.088 1
0.962 4.48 1 0.088 1
0.965 4.692 1 0.088 1
0.967 4.909 1 0.088 1
0.97 5.13 1 0.088 1
0.972 5.352 1 0.088 1
0.975 5.574 1 0.088 1
0.977 5.794 1 0.088 1
0.98 6.007 1 0.088 1
0.982 6.211 1 0.088 1
0.985 6.401 1 0.088 1
0.987 6.574 1 0.088 1
0.99 6.725 1 0.088 1
0.992 6.849 1 0.088 1
0.995 6.941 1 0.088 1
0.997 6.998 1 0.088 1
1 7.013 1 0.088 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.613 0.857 0.061 1
0.02 0.625 0.857 0.061 1
0.041 0.637 0.857 0.061 1
0.061 0.649 0.857 0.061 1
0.082 0.66 0.857 0.061 1
0.102 0.672 0.857 0.061 1
0.122 0.683 0.857 0.061 1
0.143 0.694 0.857 0.061 1
0.163 0.704 0.857 0.061 1
0.184 0.715 0.857 0.061 1
0.204 0.725 0.857 0.061 1
0.224 0.735 0.857 0.061 1
0.245 0.746 0.857 0.061 1
0.265 0.756 0.857 0.061 1
0.286 0.766 0.857 0.061 1
0.306 0.777 0.857 0.061 1
0.327 0.788 0.857 0.061 1
0.347 0.799 0.857 0.061 1
0.367 0.811 0.857 0.061 1
0.388 0.823 0.857 0.061 1
0.408 0.836 0.857 0.061 1
0.429 0.85 0.857 0.061 1
0.449 0.864 0.857 0.061 1
0.469 0.88 0.857 0.061 1
0.49 0.898 0.857 0.061 1
0.51 0.917 0.857 0.061 1
0.531 0.938 0.857 0.061 1
0.551 0.961 0.857 0.061 1
0.571 0.986 0.857 0.061 1
0.592 1.013 0.857 0.061 1
0.612 1.043 0.857 0.061 1
0.633 1.075 0.857 0.061 1
0.653 1.111 0.857 0.061 1
0.673 1.148 0.857 0.061 1
0.694 1.188 0.857 0.061 1
0.714 1.231 0.857 0.061 1
0.735 1.274 0.857 0.061 1
0.755 1.318 0.857 0.061 1
0.776 1.361 0.857 0.061 1
0.796 1.4 0.857 0.061 1
0.816 1.435 0.857 0.061 1
0.837 1.462 0.857 0.061 1
0.857 1.477 0.857 0.061 1
0.878 1.476 0.857 0.061 1
0.898 1.456 0.857 0.061 1
0.918 1.411 0.857 0.061 1
0.939 1.339 0.857 0.061 1
0.959 1.235 0.857 0.061 1
0.98 1.1 0.857 0.061 1
1 0.939 0.857 0.061 1

Return to text


Figure 29: Comparison of consumption path: Mertens and Ravn (2011) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.076 0.18 -0.027 0.082 -0.044 0.227 0.101
1 0.128 0.274 -0.019 0.105 -0.045 0.223 0.074
2 0.175 0.352 -0.002 0.186 0.03 0.272 0.116
3 0.198 0.408 -0.012 0.248 0.101 0.305 0.158
4 0.27 0.504 0.036 0.311 0.166 0.342 0.196
5 0.37 0.625 0.115 0.362 0.217 0.368 0.224
6 0.376 0.653 0.098 0.367 0.233 0.36 0.225
7 0.427 0.727 0.127 0.347 0.245 0.333 0.231
8 0.398 0.718 0.077 0.347 0.275 0.328 0.256
9 0.386 0.723 0.048 0.326 0.294 0.305 0.274
10 0.287 0.634 -0.061 0.298 0.3 0.278 0.281
11 0.27 0.632 -0.093 0.303 0.351 0.282 0.331
12 0.255 0.634 -0.125 0.265 0.374 0.246 0.355
13 0.284 0.676 -0.108 0.246 0.38 0.228 0.362
14 0.283 0.686 -0.12 0.238 0.46 0.222 0.443
15 0.213 0.626 -0.2 0.212 0.497 0.197 0.482

Return to text


Figure 30: Impulse responses to Leeper, Richter, and Walker (2012) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 -0.061 0.314 0.455 -0.578 -0.056 0.681 1.064 -1.176 0.651 0.393 1.297 0.006 -22.992 9.235 -7.8 -38.184
1 -0.153 0.441 0.572 -0.879 -0.431 0.758 0.817 -1.678 1.105 0.504 1.933 0.276 -9.153 8.998 5.649 -23.954
2 -0.09 0.526 0.776 -0.956 -0.008 0.838 1.37 -1.386 1.09 0.514 1.937 0.244 -15.76 9.073 -0.834 -30.685
3 -0.05 0.626 0.98 -1.08 -0.219 1.208 1.768 -2.207 1.872 0.549 2.774 0.969 -16.156 9.496 -0.536 -31.776
4 -0.075 0.697 1.071 -1.222 0.101 1.312 2.259 -2.056 1.467 0.605 2.462 0.472 -14.31 9.209 0.839 -29.458
5 0.156 0.763 1.411 -1.099 -0.34 1.328 1.844 -2.525 1.596 0.653 2.671 0.522 -6.927 9.546 8.776 -22.631
6 0.031 0.825 1.389 -1.327 0.167 1.388 2.451 -2.117 1.987 0.668 3.085 0.888 -17.178 9.433 -1.66 -32.696
7 -0.035 0.897 1.44 -1.511 0.153 1.395 2.448 -2.142 1.631 0.678 2.745 0.516 -0.995 9.079 13.939 -15.929
8 -0.17 0.947 1.388 -1.728 -0.25 1.394 2.042 -2.543 1.732 0.693 2.872 0.593 -12.48 8.803 2.001 -26.961
9 -0.009 0.999 1.634 -1.653 -0.395 1.43 1.958 -2.748 1.508 0.706 2.67 0.346 3.311 8.62 17.491 -10.869
10 0.263 1.031 1.959 -1.433 0.225 1.491 2.677 -2.227 1.336 0.703 2.492 0.18 -8.976 9.13 6.042 -23.994
11 0.569 1.082 2.35 -1.211 0.083 1.518 2.581 -2.414 1.414 0.703 2.57 0.258 -1.413 9.481 14.184 -17.009
12 0.726 1.14 2.601 -1.15 0.291 1.564 2.863 -2.282 1.498 0.71 2.666 0.331 -14.516 9.144 0.525 -29.558
13 0.864 1.187 2.816 -1.089 0.192 1.598 2.821 -2.436 1.461 0.694 2.603 0.318 -22.743 8.607 -8.585 -36.902
14 0.85 1.229 2.872 -1.172 0.324 1.637 3.017 -2.368 1.826 0.665 2.92 0.732 -20.428 9.036 -5.564 -35.292
15 0.599 1.262 2.674 -1.476 -0.23 1.468 2.186 -2.645 1.614 0.654 2.69 0.539 -13.222 8.664 1.03 -27.474

Return to text


Figure 31:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.006 1 0.702 1
0.003 0.006 1 0.702 1
0.005 0.006 1 0.702 1
0.008 0.006 1 0.702 1
0.01 0.007 1 0.702 1
0.013 0.007 1 0.702 1
0.015 0.007 1 0.702 1
0.018 0.007 1 0.702 1
0.02 0.007 1 0.702 1
0.023 0.007 1 0.702 1
0.025 0.008 1 0.702 1
0.028 0.008 1 0.702 1
0.03 0.008 1 0.702 1
0.033 0.008 1 0.702 1
0.035 0.008 1 0.702 1
0.038 0.008 1 0.702 1
0.04 0.009 1 0.702 1
0.043 0.009 1 0.702 1
0.045 0.009 1 0.702 1
0.048 0.009 1 0.702 1
0.05 0.009 1 0.702 1
0.053 0.01 1 0.702 1
0.055 0.01 1 0.702 1
0.058 0.01 1 0.702 1
0.06 0.01 1 0.702 1
0.063 0.01 1 0.702 1
0.065 0.011 1 0.702 1
0.068 0.011 1 0.702 1
0.07 0.011 1 0.702 1
0.073 0.011 1 0.702 1
0.075 0.012 1 0.702 1
0.078 0.012 1 0.702 1
0.08 0.012 1 0.702 1
0.083 0.012 1 0.702 1
0.085 0.013 1 0.702 1
0.088 0.013 1 0.702 1
0.09 0.013 1 0.702 1
0.093 0.013 1 0.702 1
0.095 0.014 1 0.702 1
0.098 0.014 1 0.702 1
0.1 0.014 1 0.702 1
0.103 0.014 1 0.702 1
0.105 0.015 1 0.702 1
0.108 0.015 1 0.702 1
0.11 0.015 1 0.702 1
0.113 0.015 1 0.702 1
0.115 0.016 1 0.702 1
0.118 0.016 1 0.702 1
0.12 0.016 1 0.702 1
0.123 0.017 1 0.702 1
0.125 0.017 1 0.702 1
0.128 0.017 1 0.702 1
0.13 0.017 1 0.702 1
0.133 0.018 1 0.702 1
0.135 0.018 1 0.702 1
0.138 0.018 1 0.702 1
0.14 0.019 1 0.702 1
0.143 0.019 1 0.702 1
0.145 0.019 1 0.702 1
0.148 0.02 1 0.702 1
0.15 0.02 1 0.702 1
0.153 0.02 1 0.702 1
0.155 0.021 1 0.702 1
0.158 0.021 1 0.702 1
0.16 0.021 1 0.702 1
0.163 0.022 1 0.702 1
0.165 0.022 1 0.702 1
0.168 0.022 1 0.702 1
0.17 0.023 1 0.702 1
0.173 0.023 1 0.702 1
0.175 0.023 1 0.702 1
0.178 0.024 1 0.702 1
0.18 0.024 1 0.702 1
0.183 0.024 1 0.702 1
0.185 0.025 1 0.702 1
0.188 0.025 1 0.702 1
0.19 0.026 1 0.702 1
0.193 0.026 1 0.702 1
0.195 0.026 1 0.702 1
0.198 0.027 1 0.702 1
0.201 0.027 1 0.702 1
0.203 0.027 1 0.702 1
0.206 0.028 1 0.702 1
0.208 0.028 1 0.702 1
0.211 0.029 1 0.702 1
0.213 0.029 1 0.702 1
0.216 0.029 1 0.702 1
0.218 0.03 1 0.702 1
0.221 0.03 1 0.702 1
0.223 0.031 1 0.702 1
0.226 0.031 1 0.702 1
0.228 0.032 1 0.702 1
0.231 0.032 1 0.702 1
0.233 0.032 1 0.702 1
0.236 0.033 1 0.702 1
0.238 0.033 1 0.702 1
0.241 0.034 1 0.702 1
0.243 0.034 1 0.702 1
0.246 0.035 1 0.702 1
0.248 0.035 1 0.702 1
0.251 0.035 1 0.702 1
0.253 0.036 1 0.702 1
0.256 0.036 1 0.702 1
0.258 0.037 1 0.702 1
0.261 0.037 1 0.702 1
0.263 0.038 1 0.702 1
0.266 0.038 1 0.702 1
0.268 0.039 1 0.702 1
0.271 0.039 1 0.702 1
0.273 0.04 1 0.702 1
0.276 0.04 1 0.702 1
0.278 0.041 1 0.702 1
0.281 0.041 1 0.702 1
0.283 0.042 1 0.702 1
0.286 0.042 1 0.702 1
0.288 0.043 1 0.702 1
0.291 0.043 1 0.702 1
0.293 0.044 1 0.702 1
0.296 0.044 1 0.702 1
0.298 0.045 1 0.702 1
0.301 0.045 1 0.702 1
0.303 0.046 1 0.702 1
0.306 0.046 1 0.702 1
0.308 0.047 1 0.702 1
0.311 0.047 1 0.702 1
0.313 0.048 1 0.702 1
0.316 0.048 1 0.702 1
0.318 0.049 1 0.702 1
0.321 0.049 1 0.702 1
0.323 0.05 1 0.702 1
0.326 0.05 1 0.702 1
0.328 0.051 1 0.702 1
0.331 0.051 1 0.702 1
0.333 0.052 1 0.702 1
0.336 0.052 1 0.702 1
0.338 0.053 1 0.702 1
0.341 0.054 1 0.702 1
0.343 0.054 1 0.702 1
0.346 0.055 1 0.702 1
0.348 0.055 1 0.702 1
0.351 0.056 1 0.702 1
0.353 0.056 1 0.702 1
0.356 0.057 1 0.702 1
0.358 0.057 1 0.702 1
0.361 0.058 1 0.702 1
0.363 0.059 1 0.702 1
0.366 0.059 1 0.702 1
0.368 0.06 1 0.702 1
0.371 0.06 1 0.702 1
0.373 0.061 1 0.702 1
0.376 0.062 1 0.702 1
0.378 0.062 1 0.702 1
0.381 0.063 1 0.702 1
0.383 0.063 1 0.702 1
0.386 0.064 1 0.702 1
0.388 0.065 1 0.702 1
0.391 0.065 1 0.702 1
0.393 0.066 1 0.702 1
0.396 0.066 1 0.702 1
0.398 0.067 1 0.702 1
0.401 0.068 1 0.702 1
0.404 0.068 1 0.702 1
0.406 0.069 1 0.702 1
0.409 0.07 1 0.702 1
0.411 0.07 1 0.702 1
0.414 0.071 1 0.702 1
0.416 0.071 1 0.702 1
0.419 0.072 1 0.702 1
0.421 0.073 1 0.702 1
0.424 0.073 1 0.702 1
0.426 0.074 1 0.702 1
0.429 0.075 1 0.702 1
0.431 0.075 1 0.702 1
0.434 0.076 1 0.702 1
0.436 0.077 1 0.702 1
0.439 0.077 1 0.702 1
0.441 0.078 1 0.702 1
0.444 0.079 1 0.702 1
0.446 0.08 1 0.702 1
0.449 0.08 1 0.702 1
0.451 0.081 1 0.702 1
0.454 0.082 1 0.702 1
0.456 0.082 1 0.702 1
0.459 0.083 1 0.702 1
0.461 0.084 1 0.702 1
0.464 0.085 1 0.702 1
0.466 0.085 1 0.702 1
0.469 0.086 1 0.702 1
0.471 0.087 1 0.702 1
0.474 0.088 1 0.702 1
0.476 0.088 1 0.702 1
0.479 0.089 1 0.702 1
0.481 0.09 1 0.702 1
0.484 0.091 1 0.702 1
0.486 0.092 1 0.702 1
0.489 0.092 1 0.702 1
0.491 0.093 1 0.702 1
0.494 0.094 1 0.702 1
0.496 0.095 1 0.702 1
0.499 0.096 1 0.702 1
0.501 0.096 1 0.702 1
0.504 0.097 1 0.702 1
0.506 0.098 1 0.702 1
0.509 0.099 1 0.702 1
0.511 0.1 1 0.702 1
0.514 0.101 1 0.702 1
0.516 0.102 1 0.702 1
0.519 0.103 1 0.702 1
0.521 0.103 1 0.702 1
0.524 0.104 1 0.702 1
0.526 0.105 1 0.702 1
0.529 0.106 1 0.702 1
0.531 0.107 1 0.702 1
0.534 0.108 1 0.702 1
0.536 0.109 1 0.702 1
0.539 0.11 1 0.702 1
0.541 0.111 1 0.702 1
0.544 0.112 1 0.702 1
0.546 0.113 1 0.702 1
0.549 0.114 1 0.702 1
0.551 0.115 1 0.702 1
0.554 0.116 1 0.702 1
0.556 0.117 1 0.702 1
0.559 0.118 1 0.702 1
0.561 0.12 1 0.702 1
0.564 0.121 1 0.702 1
0.566 0.122 1 0.702 1
0.569 0.123 1 0.702 1
0.571 0.124 1 0.702 1
0.574 0.125 1 0.702 1
0.576 0.127 1 0.702 1
0.579 0.128 1 0.702 1
0.581 0.129 1 0.702 1
0.584 0.13 1 0.702 1
0.586 0.132 1 0.702 1
0.589 0.133 1 0.702 1
0.591 0.134 1 0.702 1
0.594 0.136 1 0.702 1
0.596 0.137 1 0.702 1
0.599 0.138 1 0.702 1
0.602 0.14 1 0.702 1
0.604 0.141 1 0.702 1
0.607 0.143 1 0.702 1
0.609 0.144 1 0.702 1
0.612 0.146 1 0.702 1
0.614 0.147 1 0.702 1
0.617 0.149 1 0.702 1
0.619 0.15 1 0.702 1
0.622 0.152 1 0.702 1
0.624 0.154 1 0.702 1
0.627 0.155 1 0.702 1
0.629 0.157 1 0.702 1
0.632 0.159 1 0.702 1
0.634 0.161 1 0.702 1
0.637 0.163 1 0.702 1
0.639 0.164 1 0.702 1
0.642 0.166 1 0.702 1
0.644 0.168 1 0.702 1
0.647 0.17 1 0.702 1
0.649 0.172 1 0.702 1
0.652 0.174 1 0.702 1
0.654 0.176 1 0.702 1
0.657 0.179 1 0.702 1
0.659 0.181 1 0.702 1
0.662 0.183 1 0.702 1
0.664 0.185 1 0.702 1
0.667 0.188 1 0.702 1
0.669 0.19 1 0.702 1
0.672 0.193 1 0.702 1
0.674 0.195 1 0.702 1
0.677 0.198 1 0.702 1
0.679 0.201 1 0.702 1
0.682 0.203 1 0.702 1
0.684 0.206 1 0.702 1
0.687 0.209 1 0.702 1
0.689 0.212 1 0.702 1
0.692 0.215 1 0.702 1
0.694 0.218 1 0.702 1
0.697 0.221 1 0.702 1
0.699 0.225 1 0.702 1
0.702 0.228 1 0.702 1
0.704 0.232 1 0.702 1
0.707 0.235 1 0.702 1
0.709 0.239 1 0.702 1
0.712 0.243 1 0.702 1
0.714 0.247 1 0.702 1
0.717 0.251 1 0.702 1
0.719 0.255 1 0.702 1
0.722 0.259 1 0.702 1
0.724 0.263 1 0.702 1
0.727 0.268 1 0.702 1
0.729 0.273 1 0.702 1
0.732 0.277 1 0.702 1
0.734 0.282 1 0.702 1
0.737 0.287 1 0.702 1
0.739 0.293 1 0.702 1
0.742 0.298 1 0.702 1
0.744 0.304 1 0.702 1
0.747 0.31 1 0.702 1
0.749 0.316 1 0.702 1
0.752 0.322 1 0.702 1
0.754 0.328 1 0.702 1
0.757 0.335 1 0.702 1
0.759 0.342 1 0.702 1
0.762 0.349 1 0.702 1
0.764 0.357 1 0.702 1
0.767 0.364 1 0.702 1
0.769 0.372 1 0.702 1
0.772 0.381 1 0.702 1
0.774 0.389 1 0.702 1
0.777 0.398 1 0.702 1
0.779 0.408 1 0.702 1
0.782 0.417 1 0.702 1
0.784 0.427 1 0.702 1
0.787 0.438 1 0.702 1
0.789 0.449 1 0.702 1
0.792 0.46 1 0.702 1
0.794 0.472 1 0.702 1
0.797 0.484 1 0.702 1
0.799 0.497 1 0.702 1
0.802 0.511 1 0.702 1
0.805 0.525 1 0.702 1
0.807 0.539 1 0.702 1
0.81 0.555 1 0.702 1
0.812 0.571 1 0.702 1
0.815 0.588 1 0.702 1
0.817 0.605 1 0.702 1
0.82 0.624 1 0.702 1
0.822 0.643 1 0.702 1
0.825 0.663 1 0.702 1
0.827 0.684 1 0.702 1
0.83 0.707 1 0.702 1
0.832 0.73 1 0.702 1
0.835 0.754 1 0.702 1
0.837 0.78 1 0.702 1
0.84 0.808 1 0.702 1
0.842 0.836 1 0.702 1
0.845 0.866 1 0.702 1
0.847 0.898 1 0.702 1
0.85 0.932 1 0.702 1
0.852 0.967 1 0.702 1
0.855 1.004 1 0.702 1
0.857 1.044 1 0.702 1
0.86 1.086 1 0.702 1
0.862 1.13 1 0.702 1
0.865 1.176 1 0.702 1
0.867 1.226 1 0.702 1
0.87 1.278 1 0.702 1
0.872 1.334 1 0.702 1
0.875 1.393 1 0.702 1
0.877 1.455 1 0.702 1
0.88 1.522 1 0.702 1
0.882 1.593 1 0.702 1
0.885 1.668 1 0.702 1
0.887 1.748 1 0.702 1
0.89 1.833 1 0.702 1
0.892 1.923 1 0.702 1
0.895 2.02 1 0.702 1
0.897 2.122 1 0.702 1
0.9 2.232 1 0.702 1
0.902 2.349 1 0.702 1
0.905 2.474 1 0.702 1
0.907 2.607 1 0.702 1
0.91 2.749 1 0.702 1
0.912 2.901 1 0.702 1
0.915 3.063 1 0.702 1
0.917 3.237 1 0.702 1
0.92 3.422 1 0.702 1
0.922 3.619 1 0.702 1
0.925 3.83 1 0.702 1
0.927 4.055 1 0.702 1
0.93 4.295 1 0.702 1
0.932 4.551 1 0.702 1
0.935 4.824 1 0.702 1
0.937 5.115 1 0.702 1
0.94 5.424 1 0.702 1
0.942 5.752 1 0.702 1
0.945 6.1 1 0.702 1
0.947 6.469 1 0.702 1
0.95 6.858 1 0.702 1
0.952 7.269 1 0.702 1
0.955 7.701 1 0.702 1
0.957 8.153 1 0.702 1
0.96 8.626 1 0.702 1
0.962 9.118 1 0.702 1
0.965 9.627 1 0.702 1
0.967 10.151 1 0.702 1
0.97 10.688 1 0.702 1
0.972 11.233 1 0.702 1
0.975 11.783 1 0.702 1
0.977 12.332 1 0.702 1
0.98 12.873 1 0.702 1
0.982 13.402 1 0.702 1
0.985 13.908 1 0.702 1
0.987 14.385 1 0.702 1
0.99 14.823 1 0.702 1
0.992 15.213 1 0.702 1
0.995 15.545 1 0.702 1
0.997 15.81 1 0.702 1
1 16 1 0.702 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.792 0.776 0.061 1
0.02 0.798 0.776 0.061 1
0.041 0.805 0.776 0.061 1
0.061 0.812 0.776 0.061 1
0.082 0.818 0.776 0.061 1
0.102 0.825 0.776 0.061 1
0.122 0.832 0.776 0.061 1
0.143 0.839 0.776 0.061 1
0.163 0.846 0.776 0.061 1
0.184 0.853 0.776 0.061 1
0.204 0.86 0.776 0.061 1
0.224 0.868 0.776 0.061 1
0.245 0.876 0.776 0.061 1
0.265 0.885 0.776 0.061 1
0.286 0.893 0.776 0.061 1
0.306 0.902 0.776 0.061 1
0.327 0.912 0.776 0.061 1
0.347 0.922 0.776 0.061 1
0.367 0.932 0.776 0.061 1
0.388 0.943 0.776 0.061 1
0.408 0.954 0.776 0.061 1
0.429 0.966 0.776 0.061 1
0.449 0.978 0.776 0.061 1
0.469 0.99 0.776 0.061 1
0.49 1.003 0.776 0.061 1
0.51 1.015 0.776 0.061 1
0.531 1.028 0.776 0.061 1
0.551 1.042 0.776 0.061 1
0.571 1.054 0.776 0.061 1
0.592 1.067 0.776 0.061 1
0.612 1.08 0.776 0.061 1
0.633 1.091 0.776 0.061 1
0.653 1.103 0.776 0.061 1
0.673 1.113 0.776 0.061 1
0.694 1.122 0.776 0.061 1
0.714 1.129 0.776 0.061 1
0.735 1.135 0.776 0.061 1
0.755 1.139 0.776 0.061 1
0.776 1.141 0.776 0.061 1
0.796 1.141 0.776 0.061 1
0.816 1.138 0.776 0.061 1
0.837 1.132 0.776 0.061 1
0.857 1.123 0.776 0.061 1
0.878 1.109 0.776 0.061 1
0.898 1.091 0.776 0.061 1
0.918 1.067 0.776 0.061 1
0.939 1.037 0.776 0.061 1
0.959 0.996 0.776 0.061 1
0.98 0.942 0.776 0.061 1
1 0.862 0.776 0.061 1

Return to text


Figure 32: Comparison of consumption path: Leeper, Richter, and Walker (2012) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 -0.061 0.455 -0.578 -0.037 -2.739 -0.108 -2.81
1 -0.153 0.572 -0.879 -0.152 -2.627 -0.177 -2.652
2 -0.09 0.776 -0.956 -0.079 -2.364 -0.099 -2.384
3 -0.05 0.98 -1.08 -0.123 -2.074 -0.13 -2.081
4 -0.075 1.071 -1.222 -0.059 -1.784 -0.069 -1.793
5 0.156 1.411 -1.099 -0.144 -1.631 -0.142 -1.629
6 0.031 1.389 -1.327 -0.043 -1.219 -0.045 -1.221
7 -0.035 1.44 -1.511 -0.041 -0.99 -0.045 -0.994
8 -0.17 1.388 -1.728 -0.121 -0.825 -0.12 -0.824
9 -0.009 1.634 -1.653 -0.149 -0.658 -0.144 -0.653
10 0.263 1.959 -1.433 -0.025 -0.376 -0.022 -0.373
11 0.569 2.35 -1.211 -0.036 -0.214 -0.034 -0.211
12 0.726 2.601 -1.15 0.008 0.023 0.009 0.025
13 0.864 2.816 -1.089 -0.01 0.192 -0.009 0.193
14 0.85 2.872 -1.172 0.001 0.477 0.002 0.478
15 0.599 2.674 -1.476 -0.118 0.604 -0.116 0.606

Return to text


Figure 33: Impulse responses to Ben Zeev and Khan (2015) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.228 0.06 0.327 0.129 0.253 0.14 0.483 0.023 0.08 0.081 0.214 -0.054 2.199 1.875 5.283 -0.885
1 0.418 0.083 0.554 0.282 0.361 0.157 0.619 0.102 0.323 0.102 0.49 0.156 -1.996 1.841 1.032 -5.025
2 0.48 0.099 0.644 0.317 0.433 0.175 0.721 0.145 0.317 0.106 0.491 0.143 0.095 1.841 3.123 -2.933
3 0.639 0.118 0.834 0.444 0.379 0.249 0.789 -0.031 0.388 0.115 0.577 0.199 -0.428 1.925 2.738 -3.594
4 0.651 0.135 0.872 0.43 0.577 0.269 1.02 0.134 0.427 0.124 0.631 0.223 -2.784 1.846 0.252 -5.82
5 0.677 0.151 0.925 0.429 0.551 0.273 0.999 0.102 0.376 0.136 0.6 0.152 -2.921 1.908 0.217 -6.059
6 0.572 0.168 0.848 0.296 0.487 0.285 0.955 0.019 0.414 0.143 0.649 0.179 -1.809 1.922 1.353 -4.972
7 0.551 0.186 0.857 0.246 0.497 0.286 0.968 0.026 0.374 0.147 0.615 0.132 -4.149 1.748 -1.273 -7.025
8 0.53 0.199 0.858 0.202 0.334 0.288 0.807 -0.14 0.32 0.152 0.57 0.069 -2.651 1.812 0.329 -5.631
9 0.491 0.212 0.839 0.143 0.356 0.297 0.845 -0.134 0.194 0.159 0.456 -0.067 -2.657 1.768 0.251 -5.566
10 0.416 0.217 0.773 0.058 0.387 0.31 0.896 -0.123 0.177 0.161 0.442 -0.088 -2.582 1.869 0.493 -5.657
11 0.361 0.227 0.734 -0.012 0.448 0.315 0.966 -0.069 0.234 0.162 0.501 -0.032 -4.32 1.899 -1.196 -7.444
12 0.442 0.237 0.832 0.051 0.552 0.321 1.079 0.024 0.131 0.164 0.4 -0.139 -2.345 1.886 0.758 -5.448
13 0.426 0.248 0.833 0.018 0.508 0.332 1.054 -0.038 0.111 0.161 0.375 -0.154 -1.309 1.783 1.624 -4.242
14 0.462 0.255 0.881 0.043 0.842 0.336 1.395 0.289 0.211 0.156 0.468 -0.046 -2.745 1.85 0.298 -5.788
15 0.409 0.262 0.84 -0.022 0.559 0.304 1.058 0.059 0.178 0.156 0.436 -0.079 -3.639 1.789 -0.695 -6.582

Return to text


Figure 34:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.938 1 0 1
0.003 0.939 1 0 1
0.005 0.939 1 0 1
0.008 0.939 1 0 1
0.01 0.939 1 0 1
0.013 0.94 1 0 1
0.015 0.94 1 0 1
0.018 0.94 1 0 1
0.02 0.94 1 0 1
0.023 0.94 1 0 1
0.025 0.941 1 0 1
0.028 0.941 1 0 1
0.03 0.941 1 0 1
0.033 0.941 1 0 1
0.035 0.942 1 0 1
0.038 0.942 1 0 1
0.04 0.942 1 0 1
0.043 0.942 1 0 1
0.045 0.942 1 0 1
0.048 0.943 1 0 1
0.05 0.943 1 0 1
0.053 0.943 1 0 1
0.055 0.943 1 0 1
0.058 0.943 1 0 1
0.06 0.944 1 0 1
0.063 0.944 1 0 1
0.065 0.944 1 0 1
0.068 0.944 1 0 1
0.07 0.944 1 0 1
0.073 0.944 1 0 1
0.075 0.945 1 0 1
0.078 0.945 1 0 1
0.08 0.945 1 0 1
0.083 0.945 1 0 1
0.085 0.945 1 0 1
0.088 0.946 1 0 1
0.09 0.946 1 0 1
0.093 0.946 1 0 1
0.095 0.946 1 0 1
0.098 0.946 1 0 1
0.1 0.946 1 0 1
0.103 0.947 1 0 1
0.105 0.947 1 0 1
0.108 0.947 1 0 1
0.11 0.947 1 0 1
0.113 0.947 1 0 1
0.115 0.947 1 0 1
0.118 0.948 1 0 1
0.12 0.948 1 0 1
0.123 0.948 1 0 1
0.125 0.948 1 0 1
0.128 0.948 1 0 1
0.13 0.948 1 0 1
0.133 0.949 1 0 1
0.135 0.949 1 0 1
0.138 0.949 1 0 1
0.14 0.949 1 0 1
0.143 0.949 1 0 1
0.145 0.949 1 0 1
0.148 0.949 1 0 1
0.15 0.95 1 0 1
0.153 0.95 1 0 1
0.155 0.95 1 0 1
0.158 0.95 1 0 1
0.16 0.95 1 0 1
0.163 0.95 1 0 1
0.165 0.95 1 0 1
0.168 0.951 1 0 1
0.17 0.951 1 0 1
0.173 0.951 1 0 1
0.175 0.951 1 0 1
0.178 0.951 1 0 1
0.18 0.951 1 0 1
0.183 0.951 1 0 1
0.185 0.951 1 0 1
0.188 0.952 1 0 1
0.19 0.952 1 0 1
0.193 0.952 1 0 1
0.195 0.952 1 0 1
0.198 0.952 1 0 1
0.201 0.952 1 0 1
0.203 0.952 1 0 1
0.206 0.952 1 0 1
0.208 0.953 1 0 1
0.211 0.953 1 0 1
0.213 0.953 1 0 1
0.216 0.953 1 0 1
0.218 0.953 1 0 1
0.221 0.953 1 0 1
0.223 0.953 1 0 1
0.226 0.953 1 0 1
0.228 0.953 1 0 1
0.231 0.953 1 0 1
0.233 0.953 1 0 1
0.236 0.954 1 0 1
0.238 0.954 1 0 1
0.241 0.954 1 0 1
0.243 0.954 1 0 1
0.246 0.954 1 0 1
0.248 0.954 1 0 1
0.251 0.954 1 0 1
0.253 0.954 1 0 1
0.256 0.954 1 0 1
0.258 0.954 1 0 1
0.261 0.954 1 0 1
0.263 0.954 1 0 1
0.266 0.954 1 0 1
0.268 0.954 1 0 1
0.271 0.954 1 0 1
0.273 0.954 1 0 1
0.276 0.954 1 0 1
0.278 0.955 1 0 1
0.281 0.955 1 0 1
0.283 0.955 1 0 1
0.286 0.955 1 0 1
0.288 0.955 1 0 1
0.291 0.955 1 0 1
0.293 0.955 1 0 1
0.296 0.955 1 0 1
0.298 0.955 1 0 1
0.301 0.955 1 0 1
0.303 0.955 1 0 1
0.306 0.955 1 0 1
0.308 0.955 1 0 1
0.311 0.955 1 0 1
0.313 0.955 1 0 1
0.316 0.955 1 0 1
0.318 0.954 1 0 1
0.321 0.954 1 0 1
0.323 0.954 1 0 1
0.326 0.954 1 0 1
0.328 0.954 1 0 1
0.331 0.954 1 0 1
0.333 0.954 1 0 1
0.336 0.954 1 0 1
0.338 0.954 1 0 1
0.341 0.954 1 0 1
0.343 0.954 1 0 1
0.346 0.954 1 0 1
0.348 0.954 1 0 1
0.351 0.954 1 0 1
0.353 0.953 1 0 1
0.356 0.953 1 0 1
0.358 0.953 1 0 1
0.361 0.953 1 0 1
0.363 0.953 1 0 1
0.366 0.953 1 0 1
0.368 0.953 1 0 1
0.371 0.953 1 0 1
0.373 0.952 1 0 1
0.376 0.952 1 0 1
0.378 0.952 1 0 1
0.381 0.952 1 0 1
0.383 0.952 1 0 1
0.386 0.951 1 0 1
0.388 0.951 1 0 1
0.391 0.951 1 0 1
0.393 0.951 1 0 1
0.396 0.951 1 0 1
0.398 0.95 1 0 1
0.401 0.95 1 0 1
0.404 0.95 1 0 1
0.406 0.95 1 0 1
0.409 0.949 1 0 1
0.411 0.949 1 0 1
0.414 0.949 1 0 1
0.416 0.948 1 0 1
0.419 0.948 1 0 1
0.421 0.948 1 0 1
0.424 0.947 1 0 1
0.426 0.947 1 0 1
0.429 0.947 1 0 1
0.431 0.946 1 0 1
0.434 0.946 1 0 1
0.436 0.946 1 0 1
0.439 0.945 1 0 1
0.441 0.945 1 0 1
0.444 0.945 1 0 1
0.446 0.944 1 0 1
0.449 0.944 1 0 1
0.451 0.943 1 0 1
0.454 0.943 1 0 1
0.456 0.942 1 0 1
0.459 0.942 1 0 1
0.461 0.941 1 0 1
0.464 0.941 1 0 1
0.466 0.94 1 0 1
0.469 0.94 1 0 1
0.471 0.939 1 0 1
0.474 0.939 1 0 1
0.476 0.938 1 0 1
0.479 0.938 1 0 1
0.481 0.937 1 0 1
0.484 0.936 1 0 1
0.486 0.936 1 0 1
0.489 0.935 1 0 1
0.491 0.935 1 0 1
0.494 0.934 1 0 1
0.496 0.933 1 0 1
0.499 0.933 1 0 1
0.501 0.932 1 0 1
0.504 0.931 1 0 1
0.506 0.93 1 0 1
0.509 0.93 1 0 1
0.511 0.929 1 0 1
0.514 0.928 1 0 1
0.516 0.927 1 0 1
0.519 0.927 1 0 1
0.521 0.926 1 0 1
0.524 0.925 1 0 1
0.526 0.924 1 0 1
0.529 0.923 1 0 1
0.531 0.922 1 0 1
0.534 0.922 1 0 1
0.536 0.921 1 0 1
0.539 0.92 1 0 1
0.541 0.919 1 0 1
0.544 0.918 1 0 1
0.546 0.917 1 0 1
0.549 0.916 1 0 1
0.551 0.915 1 0 1
0.554 0.914 1 0 1
0.556 0.913 1 0 1
0.559 0.912 1 0 1
0.561 0.911 1 0 1
0.564 0.91 1 0 1
0.566 0.909 1 0 1
0.569 0.908 1 0 1
0.571 0.907 1 0 1
0.574 0.905 1 0 1
0.576 0.904 1 0 1
0.579 0.903 1 0 1
0.581 0.902 1 0 1
0.584 0.901 1 0 1
0.586 0.899 1 0 1
0.589 0.898 1 0 1
0.591 0.897 1 0 1
0.594 0.896 1 0 1
0.596 0.894 1 0 1
0.599 0.893 1 0 1
0.602 0.892 1 0 1
0.604 0.89 1 0 1
0.607 0.889 1 0 1
0.609 0.888 1 0 1
0.612 0.886 1 0 1
0.614 0.885 1 0 1
0.617 0.884 1 0 1
0.619 0.882 1 0 1
0.622 0.881 1 0 1
0.624 0.879 1 0 1
0.627 0.878 1 0 1
0.629 0.876 1 0 1
0.632 0.875 1 0 1
0.634 0.873 1 0 1
0.637 0.872 1 0 1
0.639 0.87 1 0 1
0.642 0.868 1 0 1
0.644 0.867 1 0 1
0.647 0.865 1 0 1
0.649 0.864 1 0 1
0.652 0.862 1 0 1
0.654 0.86 1 0 1
0.657 0.859 1 0 1
0.659 0.857 1 0 1
0.662 0.855 1 0 1
0.664 0.854 1 0 1
0.667 0.852 1 0 1
0.669 0.85 1 0 1
0.672 0.849 1 0 1
0.674 0.847 1 0 1
0.677 0.845 1 0 1
0.679 0.843 1 0 1
0.682 0.842 1 0 1
0.684 0.84 1 0 1
0.687 0.838 1 0 1
0.689 0.836 1 0 1
0.692 0.834 1 0 1
0.694 0.833 1 0 1
0.697 0.831 1 0 1
0.699 0.829 1 0 1
0.702 0.827 1 0 1
0.704 0.825 1 0 1
0.707 0.824 1 0 1
0.709 0.822 1 0 1
0.712 0.82 1 0 1
0.714 0.818 1 0 1
0.717 0.816 1 0 1
0.719 0.814 1 0 1
0.722 0.813 1 0 1
0.724 0.811 1 0 1
0.727 0.809 1 0 1
0.729 0.807 1 0 1
0.732 0.805 1 0 1
0.734 0.804 1 0 1
0.737 0.802 1 0 1
0.739 0.8 1 0 1
0.742 0.798 1 0 1
0.744 0.797 1 0 1
0.747 0.795 1 0 1
0.749 0.793 1 0 1
0.752 0.791 1 0 1
0.754 0.79 1 0 1
0.757 0.788 1 0 1
0.759 0.787 1 0 1
0.762 0.785 1 0 1
0.764 0.783 1 0 1
0.767 0.782 1 0 1
0.769 0.78 1 0 1
0.772 0.779 1 0 1
0.774 0.778 1 0 1
0.777 0.776 1 0 1
0.779 0.775 1 0 1
0.782 0.774 1 0 1
0.784 0.772 1 0 1
0.787 0.771 1 0 1
0.789 0.77 1 0 1
0.792 0.769 1 0 1
0.794 0.768 1 0 1
0.797 0.767 1 0 1
0.799 0.766 1 0 1
0.802 0.766 1 0 1
0.805 0.765 1 0 1
0.807 0.764 1 0 1
0.81 0.764 1 0 1
0.812 0.764 1 0 1
0.815 0.763 1 0 1
0.817 0.763 1 0 1
0.82 0.763 1 0 1
0.822 0.763 1 0 1
0.825 0.763 1 0 1
0.827 0.763 1 0 1
0.83 0.764 1 0 1
0.832 0.764 1 0 1
0.835 0.765 1 0 1
0.837 0.766 1 0 1
0.84 0.767 1 0 1
0.842 0.768 1 0 1
0.845 0.77 1 0 1
0.847 0.772 1 0 1
0.85 0.773 1 0 1
0.852 0.776 1 0 1
0.855 0.778 1 0 1
0.857 0.781 1 0 1
0.86 0.783 1 0 1
0.862 0.787 1 0 1
0.865 0.79 1 0 1
0.867 0.794 1 0 1
0.87 0.798 1 0 1
0.872 0.803 1 0 1
0.875 0.808 1 0 1
0.877 0.813 1 0 1
0.88 0.819 1 0 1
0.882 0.825 1 0 1
0.885 0.832 1 0 1
0.887 0.839 1 0 1
0.89 0.847 1 0 1
0.892 0.856 1 0 1
0.895 0.865 1 0 1
0.897 0.875 1 0 1
0.9 0.886 1 0 1
0.902 0.898 1 0 1
0.905 0.91 1 0 1
0.907 0.924 1 0 1
0.91 0.938 1 0 1
0.912 0.954 1 0 1
0.915 0.971 1 0 1
0.917 0.989 1 0 1
0.92 1.008 1 0 1
0.922 1.03 1 0 1
0.925 1.052 1 0 1
0.927 1.077 1 0 1
0.93 1.104 1 0 1
0.932 1.133 1 0 1
0.935 1.165 1 0 1
0.937 1.199 1 0 1
0.94 1.236 1 0 1
0.942 1.276 1 0 1
0.945 1.32 1 0 1
0.947 1.367 1 0 1
0.95 1.419 1 0 1
0.952 1.476 1 0 1
0.955 1.538 1 0 1
0.957 1.607 1 0 1
0.96 1.681 1 0 1
0.962 1.763 1 0 1
0.965 1.853 1 0 1
0.967 1.952 1 0 1
0.97 2.061 1 0 1
0.972 2.182 1 0 1
0.975 2.315 1 0 1
0.977 2.462 1 0 1
0.98 2.624 1 0 1
0.982 2.804 1 0 1
0.985 3.003 1 0 1
0.987 3.224 1 0 1
0.99 3.468 1 0 1
0.992 3.739 1 0 1
0.995 4.038 1 0 1
0.997 4.367 1 0 1
1 4.73 1 0 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.763 0.429 0 0.735
0.02 0.811 0.429 0 0.735
0.041 0.86 0.429 0 0.735
0.061 0.91 0.429 0 0.735
0.082 0.961 0.429 0 0.735
0.102 1.013 0.429 0 0.735
0.122 1.066 0.429 0 0.735
0.143 1.12 0.429 0 0.735
0.163 1.173 0.429 0 0.735
0.184 1.227 0.429 0 0.735
0.204 1.28 0.429 0 0.735
0.224 1.333 0.429 0 0.735
0.245 1.384 0.429 0 0.735
0.265 1.434 0.429 0 0.735
0.286 1.481 0.429 0 0.735
0.306 1.526 0.429 0 0.735
0.327 1.567 0.429 0 0.735
0.347 1.603 0.429 0 0.735
0.367 1.634 0.429 0 0.735
0.388 1.658 0.429 0 0.735
0.408 1.675 0.429 0 0.735
0.429 1.682 0.429 0 0.735
0.449 1.68 0.429 0 0.735
0.469 1.667 0.429 0 0.735
0.49 1.641 0.429 0 0.735
0.51 1.603 0.429 0 0.735
0.531 1.552 0.429 0 0.735
0.551 1.488 0.429 0 0.735
0.571 1.411 0.429 0 0.735
0.592 1.321 0.429 0 0.735
0.612 1.222 0.429 0 0.735
0.633 1.114 0.429 0 0.735
0.653 1 0.429 0 0.735
0.673 0.884 0.429 0 0.735
0.694 0.769 0.429 0 0.735
0.714 0.658 0.429 0 0.735
0.735 0.554 0.429 0 0.735
0.755 0.46 0.429 0 0.735
0.776 0.377 0.429 0 0.735
0.796 0.305 0.429 0 0.735
0.816 0.245 0.429 0 0.735
0.837 0.196 0.429 0 0.735
0.857 0.157 0.429 0 0.735
0.878 0.126 0.429 0 0.735
0.898 0.102 0.429 0 0.735
0.918 0.084 0.429 0 0.735
0.939 0.07 0.429 0 0.735
0.959 0.059 0.429 0 0.735
0.98 0.05 0.429 0 0.735
1 0.041 0.429 0 0.735

Return to text


Figure 35: Comparison of consumption path: Ben Zeev and Khan (2015) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.228 0.327 0.129 0.236 -0.037 0.357 0.084
1 0.418 0.554 0.282 0.348 0.128 0.386 0.166
2 0.48 0.644 0.317 0.405 0.232 0.41 0.236
3 0.639 0.834 0.444 0.418 0.302 0.411 0.295
4 0.651 0.872 0.43 0.467 0.414 0.456 0.404
5 0.677 0.925 0.429 0.47 0.467 0.459 0.456
6 0.572 0.848 0.296 0.46 0.515 0.45 0.505
7 0.551 0.857 0.246 0.46 0.565 0.452 0.556
8 0.53 0.858 0.202 0.429 0.574 0.422 0.566
9 0.491 0.839 0.143 0.434 0.593 0.428 0.586
10 0.416 0.773 0.058 0.445 0.616 0.44 0.611
11 0.361 0.734 -0.012 0.466 0.664 0.461 0.659
12 0.442 0.832 0.051 0.496 0.7 0.491 0.695
13 0.426 0.833 0.018 0.5 0.707 0.496 0.703
14 0.462 0.881 0.043 0.569 0.803 0.565 0.799
15 0.409 0.84 -0.022 0.523 0.779 0.519 0.775

Return to text


Figure 36: Impulse responses to Fernald (2014) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.099 0.066 0.207 -0.009 0.2 0.14 0.43 -0.03 -0.078 0.083 0.058 -0.214 -0.542 1.94 2.65 -3.733
1 0.121 0.094 0.276 -0.033 0.125 0.16 0.388 -0.139 -0.139 0.108 0.039 -0.317 -1.029 1.863 2.035 -4.093
2 0.183 0.113 0.369 -0.003 0.211 0.18 0.506 -0.085 -0.077 0.114 0.11 -0.265 -1.793 1.887 1.311 -4.897
3 0.255 0.135 0.476 0.033 0.433 0.25 0.845 0.021 0.016 0.126 0.224 -0.192 0.039 1.962 3.267 -3.189
4 0.208 0.15 0.454 -0.039 0.181 0.273 0.63 -0.268 -0.112 0.138 0.115 -0.339 -0.219 1.926 2.949 -3.386
5 0.297 0.164 0.567 0.027 0.417 0.277 0.874 -0.039 0.075 0.151 0.323 -0.172 -0.558 1.972 2.685 -3.802
6 0.455 0.176 0.745 0.166 0.532 0.289 1.007 0.057 0.112 0.157 0.37 -0.146 -0.873 2.001 2.418 -4.164
7 0.432 0.191 0.745 0.118 0.431 0.291 0.91 -0.047 0.001 0.158 0.261 -0.259 -2.346 1.872 0.734 -5.425
8 0.56 0.203 0.894 0.226 0.408 0.293 0.891 -0.075 0.159 0.162 0.426 -0.109 -1.942 1.876 1.145 -5.029
9 0.535 0.214 0.888 0.182 0.302 0.303 0.8 -0.195 0.154 0.166 0.428 -0.12 -3.749 1.79 -0.805 -6.693
10 0.544 0.221 0.907 0.181 0.449 0.314 0.966 -0.068 0.183 0.169 0.461 -0.095 -4.204 1.908 -1.065 -7.344
11 0.625 0.23 1.003 0.248 0.248 0.32 0.774 -0.278 0.173 0.17 0.453 -0.107 -1.986 2.001 1.307 -5.278
12 0.549 0.242 0.947 0.151 0.229 0.328 0.768 -0.31 0.271 0.17 0.551 -0.009 -3.844 1.88 -0.751 -6.937
13 0.496 0.253 0.912 0.08 0.182 0.338 0.738 -0.374 0.256 0.169 0.534 -0.022 -2.861 1.843 0.17 -5.893
14 0.44 0.261 0.869 0.01 0.214 0.346 0.783 -0.354 0.04 0.164 0.309 -0.229 -1.839 1.931 1.338 -5.016
15 0.539 0.267 0.979 0.099 0.245 0.309 0.753 -0.263 0.22 0.161 0.485 -0.044 -2.17 1.827 0.836 -5.176

Return to text


Figure 37:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.781 1 0.063 1
0.003 0.781 1 0.063 1
0.005 0.782 1 0.063 1
0.008 0.782 1 0.063 1
0.01 0.783 1 0.063 1
0.013 0.783 1 0.063 1
0.015 0.784 1 0.063 1
0.018 0.784 1 0.063 1
0.02 0.784 1 0.063 1
0.023 0.785 1 0.063 1
0.025 0.785 1 0.063 1
0.028 0.786 1 0.063 1
0.03 0.786 1 0.063 1
0.033 0.787 1 0.063 1
0.035 0.787 1 0.063 1
0.038 0.787 1 0.063 1
0.04 0.788 1 0.063 1
0.043 0.788 1 0.063 1
0.045 0.789 1 0.063 1
0.048 0.789 1 0.063 1
0.05 0.79 1 0.063 1
0.053 0.79 1 0.063 1
0.055 0.79 1 0.063 1
0.058 0.791 1 0.063 1
0.06 0.791 1 0.063 1
0.063 0.792 1 0.063 1
0.065 0.792 1 0.063 1
0.068 0.792 1 0.063 1
0.07 0.793 1 0.063 1
0.073 0.793 1 0.063 1
0.075 0.794 1 0.063 1
0.078 0.794 1 0.063 1
0.08 0.795 1 0.063 1
0.083 0.795 1 0.063 1
0.085 0.795 1 0.063 1
0.088 0.796 1 0.063 1
0.09 0.796 1 0.063 1
0.093 0.797 1 0.063 1
0.095 0.797 1 0.063 1
0.098 0.797 1 0.063 1
0.1 0.798 1 0.063 1
0.103 0.798 1 0.063 1
0.105 0.799 1 0.063 1
0.108 0.799 1 0.063 1
0.11 0.8 1 0.063 1
0.113 0.8 1 0.063 1
0.115 0.8 1 0.063 1
0.118 0.801 1 0.063 1
0.12 0.801 1 0.063 1
0.123 0.802 1 0.063 1
0.125 0.802 1 0.063 1
0.128 0.802 1 0.063 1
0.13 0.803 1 0.063 1
0.133 0.803 1 0.063 1
0.135 0.804 1 0.063 1
0.138 0.804 1 0.063 1
0.14 0.805 1 0.063 1
0.143 0.805 1 0.063 1
0.145 0.805 1 0.063 1
0.148 0.806 1 0.063 1
0.15 0.806 1 0.063 1
0.153 0.807 1 0.063 1
0.155 0.807 1 0.063 1
0.158 0.808 1 0.063 1
0.16 0.808 1 0.063 1
0.163 0.808 1 0.063 1
0.165 0.809 1 0.063 1
0.168 0.809 1 0.063 1
0.17 0.81 1 0.063 1
0.173 0.81 1 0.063 1
0.175 0.811 1 0.063 1
0.178 0.811 1 0.063 1
0.18 0.811 1 0.063 1
0.183 0.812 1 0.063 1
0.185 0.812 1 0.063 1
0.188 0.813 1 0.063 1
0.19 0.813 1 0.063 1
0.193 0.814 1 0.063 1
0.195 0.814 1 0.063 1
0.198 0.815 1 0.063 1
0.201 0.815 1 0.063 1
0.203 0.815 1 0.063 1
0.206 0.816 1 0.063 1
0.208 0.816 1 0.063 1
0.211 0.817 1 0.063 1
0.213 0.817 1 0.063 1
0.216 0.818 1 0.063 1
0.218 0.818 1 0.063 1
0.221 0.819 1 0.063 1
0.223 0.819 1 0.063 1
0.226 0.82 1 0.063 1
0.228 0.82 1 0.063 1
0.231 0.821 1 0.063 1
0.233 0.821 1 0.063 1
0.236 0.822 1 0.063 1
0.238 0.822 1 0.063 1
0.241 0.823 1 0.063 1
0.243 0.823 1 0.063 1
0.246 0.823 1 0.063 1
0.248 0.824 1 0.063 1
0.251 0.824 1 0.063 1
0.253 0.825 1 0.063 1
0.256 0.825 1 0.063 1
0.258 0.826 1 0.063 1
0.261 0.826 1 0.063 1
0.263 0.827 1 0.063 1
0.266 0.827 1 0.063 1
0.268 0.828 1 0.063 1
0.271 0.829 1 0.063 1
0.273 0.829 1 0.063 1
0.276 0.83 1 0.063 1
0.278 0.83 1 0.063 1
0.281 0.831 1 0.063 1
0.283 0.831 1 0.063 1
0.286 0.832 1 0.063 1
0.288 0.832 1 0.063 1
0.291 0.833 1 0.063 1
0.293 0.833 1 0.063 1
0.296 0.834 1 0.063 1
0.298 0.834 1 0.063 1
0.301 0.835 1 0.063 1
0.303 0.835 1 0.063 1
0.306 0.836 1 0.063 1
0.308 0.837 1 0.063 1
0.311 0.837 1 0.063 1
0.313 0.838 1 0.063 1
0.316 0.838 1 0.063 1
0.318 0.839 1 0.063 1
0.321 0.839 1 0.063 1
0.323 0.84 1 0.063 1
0.326 0.841 1 0.063 1
0.328 0.841 1 0.063 1
0.331 0.842 1 0.063 1
0.333 0.842 1 0.063 1
0.336 0.843 1 0.063 1
0.338 0.844 1 0.063 1
0.341 0.844 1 0.063 1
0.343 0.845 1 0.063 1
0.346 0.846 1 0.063 1
0.348 0.846 1 0.063 1
0.351 0.847 1 0.063 1
0.353 0.847 1 0.063 1
0.356 0.848 1 0.063 1
0.358 0.849 1 0.063 1
0.361 0.849 1 0.063 1
0.363 0.85 1 0.063 1
0.366 0.851 1 0.063 1
0.368 0.851 1 0.063 1
0.371 0.852 1 0.063 1
0.373 0.853 1 0.063 1
0.376 0.853 1 0.063 1
0.378 0.854 1 0.063 1
0.381 0.855 1 0.063 1
0.383 0.855 1 0.063 1
0.386 0.856 1 0.063 1
0.388 0.857 1 0.063 1
0.391 0.858 1 0.063 1
0.393 0.858 1 0.063 1
0.396 0.859 1 0.063 1
0.398 0.86 1 0.063 1
0.401 0.86 1 0.063 1
0.404 0.861 1 0.063 1
0.406 0.862 1 0.063 1
0.409 0.863 1 0.063 1
0.411 0.863 1 0.063 1
0.414 0.864 1 0.063 1
0.416 0.865 1 0.063 1
0.419 0.866 1 0.063 1
0.421 0.866 1 0.063 1
0.424 0.867 1 0.063 1
0.426 0.868 1 0.063 1
0.429 0.869 1 0.063 1
0.431 0.87 1 0.063 1
0.434 0.87 1 0.063 1
0.436 0.871 1 0.063 1
0.439 0.872 1 0.063 1
0.441 0.873 1 0.063 1
0.444 0.874 1 0.063 1
0.446 0.874 1 0.063 1
0.449 0.875 1 0.063 1
0.451 0.876 1 0.063 1
0.454 0.877 1 0.063 1
0.456 0.878 1 0.063 1
0.459 0.879 1 0.063 1
0.461 0.88 1 0.063 1
0.464 0.881 1 0.063 1
0.466 0.881 1 0.063 1
0.469 0.882 1 0.063 1
0.471 0.883 1 0.063 1
0.474 0.884 1 0.063 1
0.476 0.885 1 0.063 1
0.479 0.886 1 0.063 1
0.481 0.887 1 0.063 1
0.484 0.888 1 0.063 1
0.486 0.889 1 0.063 1
0.489 0.89 1 0.063 1
0.491 0.891 1 0.063 1
0.494 0.892 1 0.063 1
0.496 0.893 1 0.063 1
0.499 0.894 1 0.063 1
0.501 0.895 1 0.063 1
0.504 0.896 1 0.063 1
0.506 0.897 1 0.063 1
0.509 0.898 1 0.063 1
0.511 0.899 1 0.063 1
0.514 0.9 1 0.063 1
0.516 0.901 1 0.063 1
0.519 0.902 1 0.063 1
0.521 0.903 1 0.063 1
0.524 0.904 1 0.063 1
0.526 0.905 1 0.063 1
0.529 0.906 1 0.063 1
0.531 0.907 1 0.063 1
0.534 0.908 1 0.063 1
0.536 0.909 1 0.063 1
0.539 0.91 1 0.063 1
0.541 0.911 1 0.063 1
0.544 0.913 1 0.063 1
0.546 0.914 1 0.063 1
0.549 0.915 1 0.063 1
0.551 0.916 1 0.063 1
0.554 0.917 1 0.063 1
0.556 0.918 1 0.063 1
0.559 0.92 1 0.063 1
0.561 0.921 1 0.063 1
0.564 0.922 1 0.063 1
0.566 0.923 1 0.063 1
0.569 0.924 1 0.063 1
0.571 0.926 1 0.063 1
0.574 0.927 1 0.063 1
0.576 0.928 1 0.063 1
0.579 0.93 1 0.063 1
0.581 0.931 1 0.063 1
0.584 0.932 1 0.063 1
0.586 0.933 1 0.063 1
0.589 0.935 1 0.063 1
0.591 0.936 1 0.063 1
0.594 0.937 1 0.063 1
0.596 0.939 1 0.063 1
0.599 0.94 1 0.063 1
0.602 0.942 1 0.063 1
0.604 0.943 1 0.063 1
0.607 0.944 1 0.063 1
0.609 0.946 1 0.063 1
0.612 0.947 1 0.063 1
0.614 0.949 1 0.063 1
0.617 0.95 1 0.063 1
0.619 0.952 1 0.063 1
0.622 0.953 1 0.063 1
0.624 0.955 1 0.063 1
0.627 0.956 1 0.063 1
0.629 0.958 1 0.063 1
0.632 0.959 1 0.063 1
0.634 0.961 1 0.063 1
0.637 0.962 1 0.063 1
0.639 0.964 1 0.063 1
0.642 0.965 1 0.063 1
0.644 0.967 1 0.063 1
0.647 0.969 1 0.063 1
0.649 0.97 1 0.063 1
0.652 0.972 1 0.063 1
0.654 0.974 1 0.063 1
0.657 0.975 1 0.063 1
0.659 0.977 1 0.063 1
0.662 0.979 1 0.063 1
0.664 0.981 1 0.063 1
0.667 0.982 1 0.063 1
0.669 0.984 1 0.063 1
0.672 0.986 1 0.063 1
0.674 0.988 1 0.063 1
0.677 0.99 1 0.063 1
0.679 0.992 1 0.063 1
0.682 0.994 1 0.063 1
0.684 0.996 1 0.063 1
0.687 0.997 1 0.063 1
0.689 0.999 1 0.063 1
0.692 1.001 1 0.063 1
0.694 1.003 1 0.063 1
0.697 1.005 1 0.063 1
0.699 1.008 1 0.063 1
0.702 1.01 1 0.063 1
0.704 1.012 1 0.063 1
0.707 1.014 1 0.063 1
0.709 1.016 1 0.063 1
0.712 1.018 1 0.063 1
0.714 1.021 1 0.063 1
0.717 1.023 1 0.063 1
0.719 1.025 1 0.063 1
0.722 1.027 1 0.063 1
0.724 1.03 1 0.063 1
0.727 1.032 1 0.063 1
0.729 1.035 1 0.063 1
0.732 1.037 1 0.063 1
0.734 1.04 1 0.063 1
0.737 1.042 1 0.063 1
0.739 1.045 1 0.063 1
0.742 1.047 1 0.063 1
0.744 1.05 1 0.063 1
0.747 1.053 1 0.063 1
0.749 1.055 1 0.063 1
0.752 1.058 1 0.063 1
0.754 1.061 1 0.063 1
0.757 1.064 1 0.063 1
0.759 1.067 1 0.063 1
0.762 1.07 1 0.063 1
0.764 1.073 1 0.063 1
0.767 1.076 1 0.063 1
0.769 1.079 1 0.063 1
0.772 1.082 1 0.063 1
0.774 1.085 1 0.063 1
0.777 1.088 1 0.063 1
0.779 1.092 1 0.063 1
0.782 1.095 1 0.063 1
0.784 1.098 1 0.063 1
0.787 1.102 1 0.063 1
0.789 1.105 1 0.063 1
0.792 1.109 1 0.063 1
0.794 1.113 1 0.063 1
0.797 1.116 1 0.063 1
0.799 1.12 1 0.063 1
0.802 1.124 1 0.063 1
0.805 1.128 1 0.063 1
0.807 1.132 1 0.063 1
0.81 1.136 1 0.063 1
0.812 1.141 1 0.063 1
0.815 1.145 1 0.063 1
0.817 1.149 1 0.063 1
0.82 1.154 1 0.063 1
0.822 1.158 1 0.063 1
0.825 1.163 1 0.063 1
0.827 1.168 1 0.063 1
0.83 1.173 1 0.063 1
0.832 1.178 1 0.063 1
0.835 1.183 1 0.063 1
0.837 1.188 1 0.063 1
0.84 1.194 1 0.063 1
0.842 1.199 1 0.063 1
0.845 1.205 1 0.063 1
0.847 1.21 1 0.063 1
0.85 1.216 1 0.063 1
0.852 1.222 1 0.063 1
0.855 1.228 1 0.063 1
0.857 1.235 1 0.063 1
0.86 1.241 1 0.063 1
0.862 1.248 1 0.063 1
0.865 1.255 1 0.063 1
0.867 1.262 1 0.063 1
0.87 1.269 1 0.063 1
0.872 1.276 1 0.063 1
0.875 1.284 1 0.063 1
0.877 1.291 1 0.063 1
0.88 1.299 1 0.063 1
0.882 1.307 1 0.063 1
0.885 1.316 1 0.063 1
0.887 1.324 1 0.063 1
0.89 1.333 1 0.063 1
0.892 1.342 1 0.063 1
0.895 1.351 1 0.063 1
0.897 1.361 1 0.063 1
0.9 1.37 1 0.063 1
0.902 1.38 1 0.063 1
0.905 1.391 1 0.063 1
0.907 1.401 1 0.063 1
0.91 1.412 1 0.063 1
0.912 1.423 1 0.063 1
0.915 1.434 1 0.063 1
0.917 1.446 1 0.063 1
0.92 1.458 1 0.063 1
0.922 1.471 1 0.063 1
0.925 1.483 1 0.063 1
0.927 1.496 1 0.063 1
0.93 1.51 1 0.063 1
0.932 1.523 1 0.063 1
0.935 1.538 1 0.063 1
0.937 1.552 1 0.063 1
0.94 1.567 1 0.063 1
0.942 1.582 1 0.063 1
0.945 1.597 1 0.063 1
0.947 1.613 1 0.063 1
0.95 1.629 1 0.063 1
0.952 1.646 1 0.063 1
0.955 1.663 1 0.063 1
0.957 1.68 1 0.063 1
0.96 1.697 1 0.063 1
0.962 1.715 1 0.063 1
0.965 1.733 1 0.063 1
0.967 1.751 1 0.063 1
0.97 1.77 1 0.063 1
0.972 1.788 1 0.063 1
0.975 1.807 1 0.063 1
0.977 1.825 1 0.063 1
0.98 1.844 1 0.063 1
0.982 1.862 1 0.063 1
0.985 1.881 1 0.063 1
0.987 1.898 1 0.063 1
0.99 1.916 1 0.063 1
0.992 1.933 1 0.063 1
0.995 1.949 1 0.063 1
0.997 1.964 1 0.063 1
1 1.979 1 0.063 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.631 0.796 0.041 0.98
0.02 0.645 0.796 0.041 0.98
0.041 0.66 0.796 0.041 0.98
0.061 0.674 0.796 0.041 0.98
0.082 0.689 0.796 0.041 0.98
0.102 0.704 0.796 0.041 0.98
0.122 0.72 0.796 0.041 0.98
0.143 0.735 0.796 0.041 0.98
0.163 0.751 0.796 0.041 0.98
0.184 0.766 0.796 0.041 0.98
0.204 0.782 0.796 0.041 0.98
0.224 0.799 0.796 0.041 0.98
0.245 0.815 0.796 0.041 0.98
0.265 0.831 0.796 0.041 0.98
0.286 0.848 0.796 0.041 0.98
0.306 0.865 0.796 0.041 0.98
0.327 0.882 0.796 0.041 0.98
0.347 0.899 0.796 0.041 0.98
0.367 0.916 0.796 0.041 0.98
0.388 0.934 0.796 0.041 0.98
0.408 0.951 0.796 0.041 0.98
0.429 0.97 0.796 0.041 0.98
0.449 0.988 0.796 0.041 0.98
0.469 1.007 0.796 0.041 0.98
0.49 1.026 0.796 0.041 0.98
0.51 1.046 0.796 0.041 0.98
0.531 1.066 0.796 0.041 0.98
0.551 1.087 0.796 0.041 0.98
0.571 1.108 0.796 0.041 0.98
0.592 1.13 0.796 0.041 0.98
0.612 1.153 0.796 0.041 0.98
0.633 1.176 0.796 0.041 0.98
0.653 1.199 0.796 0.041 0.98
0.673 1.222 0.796 0.041 0.98
0.694 1.245 0.796 0.041 0.98
0.714 1.268 0.796 0.041 0.98
0.735 1.288 0.796 0.041 0.98
0.755 1.305 0.796 0.041 0.98
0.776 1.317 0.796 0.041 0.98
0.796 1.324 0.796 0.041 0.98
0.816 1.321 0.796 0.041 0.98
0.837 1.307 0.796 0.041 0.98
0.857 1.279 0.796 0.041 0.98
0.878 1.233 0.796 0.041 0.98
0.898 1.169 0.796 0.041 0.98
0.918 1.085 0.796 0.041 0.98
0.939 0.981 0.796 0.041 0.98
0.959 0.862 0.796 0.041 0.98
0.98 0.734 0.796 0.041 0.98
1 0.608 0.796 0.041 0.98

Return to text


Figure 38: Comparison of consumption path: Fernald (2014) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.099 0.207 -0.009 0.091 0.008 0.217 0.133
1 0.121 0.276 -0.033 0.115 0.003 0.209 0.097
2 0.183 0.369 -0.003 0.167 0.04 0.233 0.105
3 0.255 0.476 0.033 0.248 0.124 0.282 0.159
4 0.208 0.454 -0.039 0.223 0.074 0.247 0.097
5 0.297 0.567 0.027 0.29 0.153 0.299 0.162
6 0.455 0.745 0.166 0.331 0.214 0.328 0.21
7 0.432 0.745 0.118 0.323 0.197 0.313 0.188
8 0.56 0.894 0.226 0.32 0.22 0.307 0.207
9 0.535 0.888 0.182 0.298 0.22 0.285 0.206
10 0.544 0.907 0.181 0.321 0.269 0.306 0.254
11 0.625 1.003 0.248 0.278 0.249 0.263 0.234
12 0.549 0.947 0.151 0.265 0.28 0.252 0.267
13 0.496 0.912 0.08 0.251 0.307 0.238 0.295
14 0.44 0.869 0.01 0.253 0.305 0.241 0.293
15 0.539 0.979 0.099 0.257 0.346 0.246 0.335

Return to text


Figure 39: Impulse responses to Francis, Owyang, Roush, and DiCecio (2014) shock

Quarter C_IRF C_SE C_90CI_Upper C_90CI_Lower Y_earned_IRF Y_earned_SE Y_earned_90CI_Upper Y_earned_90CI_Lower R_IRF R_SE R_90CI_Upper R_90CI_Lower S_IRF S_SE S_90CI_Upper S_90CI_Lower
0 0.229 0.062 0.332 0.127 0.135 0.138 0.362 -0.091 -0.056 0.082 0.079 -0.191 -4.138 1.887 -1.033 -7.242
1 0.297 0.089 0.444 0.15 0.425 0.156 0.681 0.169 0.016 0.107 0.193 -0.16 -3.14 1.818 -0.149 -6.131
2 0.378 0.108 0.556 0.2 0.258 0.176 0.547 -0.031 0.019 0.112 0.203 -0.165 -4.705 1.831 -1.693 -7.717
3 0.396 0.131 0.611 0.181 0.367 0.248 0.775 -0.04 0.165 0.123 0.367 -0.038 -4.476 1.898 -1.353 -7.599
4 0.335 0.147 0.577 0.094 0.307 0.268 0.748 -0.134 0.149 0.133 0.367 -0.07 -4.088 1.865 -1.02 -7.157
5 0.293 0.162 0.559 0.028 0.254 0.271 0.701 -0.192 0.226 0.143 0.462 -0.01 -6.103 1.879 -3.013 -9.194
6 0.322 0.175 0.61 0.034 0.343 0.282 0.807 -0.122 0.229 0.151 0.477 -0.019 -4.164 1.945 -0.965 -7.362
7 0.23 0.19 0.543 -0.084 0.268 0.284 0.735 -0.199 0.124 0.153 0.375 -0.127 -5.611 1.792 -2.663 -8.559
8 0.224 0.202 0.557 -0.108 0.205 0.285 0.674 -0.265 -0.004 0.157 0.255 -0.263 -2.856 1.815 0.13 -5.841
9 0.25 0.213 0.601 -0.1 0.297 0.294 0.78 -0.186 0.008 0.162 0.274 -0.258 -4.76 1.728 -1.918 -7.602
10 0.228 0.219 0.589 -0.133 0.424 0.305 0.926 -0.078 0.098 0.164 0.368 -0.173 -5.244 1.856 -2.191 -8.297
11 0.302 0.229 0.679 -0.075 0.396 0.312 0.91 -0.118 -0.012 0.167 0.262 -0.287 -5.354 1.92 -2.196 -8.512
12 0.244 0.241 0.641 -0.153 0.307 0.322 0.837 -0.222 0.115 0.169 0.393 -0.163 -4.044 1.876 -0.958 -7.131
13 0.244 0.25 0.655 -0.167 0.232 0.331 0.775 -0.312 0.069 0.166 0.342 -0.204 -4.93 1.762 -2.032 -7.828
14 0.224 0.257 0.646 -0.199 0.202 0.337 0.756 -0.353 -0.006 0.16 0.257 -0.269 -2.908 1.878 0.181 -5.996
15 0.259 0.263 0.692 -0.174 0.242 0.301 0.738 -0.253 0.111 0.158 0.371 -0.149 -5.284 1.748 -2.408 -8.16

Return to text


Figure 40:
(a) Interest rate
(b) Aggregate labor income

(a) Interest rate

theta_R Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 0.392 1 0.123 1
0.003 0.393 1 0.123 1
0.005 0.393 1 0.123 1
0.008 0.393 1 0.123 1
0.01 0.393 1 0.123 1
0.013 0.394 1 0.123 1
0.015 0.394 1 0.123 1
0.018 0.394 1 0.123 1
0.02 0.395 1 0.123 1
0.023 0.395 1 0.123 1
0.025 0.395 1 0.123 1
0.028 0.395 1 0.123 1
0.03 0.396 1 0.123 1
0.033 0.396 1 0.123 1
0.035 0.396 1 0.123 1
0.038 0.397 1 0.123 1
0.04 0.397 1 0.123 1
0.043 0.397 1 0.123 1
0.045 0.398 1 0.123 1
0.048 0.398 1 0.123 1
0.05 0.398 1 0.123 1
0.053 0.398 1 0.123 1
0.055 0.399 1 0.123 1
0.058 0.399 1 0.123 1
0.06 0.399 1 0.123 1
0.063 0.4 1 0.123 1
0.065 0.4 1 0.123 1
0.068 0.4 1 0.123 1
0.07 0.4 1 0.123 1
0.073 0.401 1 0.123 1
0.075 0.401 1 0.123 1
0.078 0.401 1 0.123 1
0.08 0.402 1 0.123 1
0.083 0.402 1 0.123 1
0.085 0.402 1 0.123 1
0.088 0.402 1 0.123 1
0.09 0.403 1 0.123 1
0.093 0.403 1 0.123 1
0.095 0.403 1 0.123 1
0.098 0.404 1 0.123 1
0.1 0.404 1 0.123 1
0.103 0.404 1 0.123 1
0.105 0.405 1 0.123 1
0.108 0.405 1 0.123 1
0.11 0.405 1 0.123 1
0.113 0.405 1 0.123 1
0.115 0.406 1 0.123 1
0.118 0.406 1 0.123 1
0.12 0.406 1 0.123 1
0.123 0.407 1 0.123 1
0.125 0.407 1 0.123 1
0.128 0.407 1 0.123 1
0.13 0.408 1 0.123 1
0.133 0.408 1 0.123 1
0.135 0.408 1 0.123 1
0.138 0.409 1 0.123 1
0.14 0.409 1 0.123 1
0.143 0.409 1 0.123 1
0.145 0.41 1 0.123 1
0.148 0.41 1 0.123 1
0.15 0.41 1 0.123 1
0.153 0.411 1 0.123 1
0.155 0.411 1 0.123 1
0.158 0.411 1 0.123 1
0.16 0.412 1 0.123 1
0.163 0.412 1 0.123 1
0.165 0.412 1 0.123 1
0.168 0.413 1 0.123 1
0.17 0.413 1 0.123 1
0.173 0.413 1 0.123 1
0.175 0.414 1 0.123 1
0.178 0.414 1 0.123 1
0.18 0.414 1 0.123 1
0.183 0.415 1 0.123 1
0.185 0.415 1 0.123 1
0.188 0.415 1 0.123 1
0.19 0.416 1 0.123 1
0.193 0.416 1 0.123 1
0.195 0.416 1 0.123 1
0.198 0.417 1 0.123 1
0.201 0.417 1 0.123 1
0.203 0.418 1 0.123 1
0.206 0.418 1 0.123 1
0.208 0.418 1 0.123 1
0.211 0.419 1 0.123 1
0.213 0.419 1 0.123 1
0.216 0.419 1 0.123 1
0.218 0.42 1 0.123 1
0.221 0.42 1 0.123 1
0.223 0.421 1 0.123 1
0.226 0.421 1 0.123 1
0.228 0.421 1 0.123 1
0.231 0.422 1 0.123 1
0.233 0.422 1 0.123 1
0.236 0.423 1 0.123 1
0.238 0.423 1 0.123 1
0.241 0.424 1 0.123 1
0.243 0.424 1 0.123 1
0.246 0.424 1 0.123 1
0.248 0.425 1 0.123 1
0.251 0.425 1 0.123 1
0.253 0.426 1 0.123 1
0.256 0.426 1 0.123 1
0.258 0.427 1 0.123 1
0.261 0.427 1 0.123 1
0.263 0.427 1 0.123 1
0.266 0.428 1 0.123 1
0.268 0.428 1 0.123 1
0.271 0.429 1 0.123 1
0.273 0.429 1 0.123 1
0.276 0.43 1 0.123 1
0.278 0.43 1 0.123 1
0.281 0.431 1 0.123 1
0.283 0.431 1 0.123 1
0.286 0.432 1 0.123 1
0.288 0.432 1 0.123 1
0.291 0.433 1 0.123 1
0.293 0.433 1 0.123 1
0.296 0.434 1 0.123 1
0.298 0.434 1 0.123 1
0.301 0.435 1 0.123 1
0.303 0.435 1 0.123 1
0.306 0.436 1 0.123 1
0.308 0.437 1 0.123 1
0.311 0.437 1 0.123 1
0.313 0.438 1 0.123 1
0.316 0.438 1 0.123 1
0.318 0.439 1 0.123 1
0.321 0.439 1 0.123 1
0.323 0.44 1 0.123 1
0.326 0.441 1 0.123 1
0.328 0.441 1 0.123 1
0.331 0.442 1 0.123 1
0.333 0.442 1 0.123 1
0.336 0.443 1 0.123 1
0.338 0.444 1 0.123 1
0.341 0.444 1 0.123 1
0.343 0.445 1 0.123 1
0.346 0.446 1 0.123 1
0.348 0.446 1 0.123 1
0.351 0.447 1 0.123 1
0.353 0.448 1 0.123 1
0.356 0.448 1 0.123 1
0.358 0.449 1 0.123 1
0.361 0.45 1 0.123 1
0.363 0.45 1 0.123 1
0.366 0.451 1 0.123 1
0.368 0.452 1 0.123 1
0.371 0.453 1 0.123 1
0.373 0.453 1 0.123 1
0.376 0.454 1 0.123 1
0.378 0.455 1 0.123 1
0.381 0.456 1 0.123 1
0.383 0.456 1 0.123 1
0.386 0.457 1 0.123 1
0.388 0.458 1 0.123 1
0.391 0.459 1 0.123 1
0.393 0.46 1 0.123 1
0.396 0.46 1 0.123 1
0.398 0.461 1 0.123 1
0.401 0.462 1 0.123 1
0.404 0.463 1 0.123 1
0.406 0.464 1 0.123 1
0.409 0.465 1 0.123 1
0.411 0.466 1 0.123 1
0.414 0.467 1 0.123 1
0.416 0.467 1 0.123 1
0.419 0.468 1 0.123 1
0.421 0.469 1 0.123 1
0.424 0.47 1 0.123 1
0.426 0.471 1 0.123 1
0.429 0.472 1 0.123 1
0.431 0.473 1 0.123 1
0.434 0.474 1 0.123 1
0.436 0.475 1 0.123 1
0.439 0.476 1 0.123 1
0.441 0.477 1 0.123 1
0.444 0.478 1 0.123 1
0.446 0.479 1 0.123 1
0.449 0.481 1 0.123 1
0.451 0.482 1 0.123 1
0.454 0.483 1 0.123 1
0.456 0.484 1 0.123 1
0.459 0.485 1 0.123 1
0.461 0.486 1 0.123 1
0.464 0.487 1 0.123 1
0.466 0.489 1 0.123 1
0.469 0.49 1 0.123 1
0.471 0.491 1 0.123 1
0.474 0.492 1 0.123 1
0.476 0.494 1 0.123 1
0.479 0.495 1 0.123 1
0.481 0.496 1 0.123 1
0.484 0.498 1 0.123 1
0.486 0.499 1 0.123 1
0.489 0.5 1 0.123 1
0.491 0.502 1 0.123 1
0.494 0.503 1 0.123 1
0.496 0.504 1 0.123 1
0.499 0.506 1 0.123 1
0.501 0.507 1 0.123 1
0.504 0.509 1 0.123 1
0.506 0.51 1 0.123 1
0.509 0.512 1 0.123 1
0.511 0.513 1 0.123 1
0.514 0.515 1 0.123 1
0.516 0.517 1 0.123 1
0.519 0.518 1 0.123 1
0.521 0.52 1 0.123 1
0.524 0.522 1 0.123 1
0.526 0.523 1 0.123 1
0.529 0.525 1 0.123 1
0.531 0.527 1 0.123 1
0.534 0.529 1 0.123 1
0.536 0.53 1 0.123 1
0.539 0.532 1 0.123 1
0.541 0.534 1 0.123 1
0.544 0.536 1 0.123 1
0.546 0.538 1 0.123 1
0.549 0.54 1 0.123 1
0.551 0.542 1 0.123 1
0.554 0.544 1 0.123 1
0.556 0.546 1 0.123 1
0.559 0.548 1 0.123 1
0.561 0.55 1 0.123 1
0.564 0.552 1 0.123 1
0.566 0.554 1 0.123 1
0.569 0.556 1 0.123 1
0.571 0.559 1 0.123 1
0.574 0.561 1 0.123 1
0.576 0.563 1 0.123 1
0.579 0.566 1 0.123 1
0.581 0.568 1 0.123 1
0.584 0.57 1 0.123 1
0.586 0.573 1 0.123 1
0.589 0.575 1 0.123 1
0.591 0.578 1 0.123 1
0.594 0.581 1 0.123 1
0.596 0.583 1 0.123 1
0.599 0.586 1 0.123 1
0.602 0.589 1 0.123 1
0.604 0.591 1 0.123 1
0.607 0.594 1 0.123 1
0.609 0.597 1 0.123 1
0.612 0.6 1 0.123 1
0.614 0.603 1 0.123 1
0.617 0.606 1 0.123 1
0.619 0.609 1 0.123 1
0.622 0.612 1 0.123 1
0.624 0.615 1 0.123 1
0.627 0.619 1 0.123 1
0.629 0.622 1 0.123 1
0.632 0.625 1 0.123 1
0.634 0.629 1 0.123 1
0.637 0.632 1 0.123 1
0.639 0.636 1 0.123 1
0.642 0.639 1 0.123 1
0.644 0.643 1 0.123 1
0.647 0.647 1 0.123 1
0.649 0.651 1 0.123 1
0.652 0.655 1 0.123 1
0.654 0.659 1 0.123 1
0.657 0.663 1 0.123 1
0.659 0.667 1 0.123 1
0.662 0.671 1 0.123 1
0.664 0.675 1 0.123 1
0.667 0.68 1 0.123 1
0.669 0.684 1 0.123 1
0.672 0.689 1 0.123 1
0.674 0.693 1 0.123 1
0.677 0.698 1 0.123 1
0.679 0.703 1 0.123 1
0.682 0.708 1 0.123 1
0.684 0.713 1 0.123 1
0.687 0.718 1 0.123 1
0.689 0.723 1 0.123 1
0.692 0.728 1 0.123 1
0.694 0.734 1 0.123 1
0.697 0.739 1 0.123 1
0.699 0.745 1 0.123 1
0.702 0.751 1 0.123 1
0.704 0.757 1 0.123 1
0.707 0.763 1 0.123 1
0.709 0.769 1 0.123 1
0.712 0.775 1 0.123 1
0.714 0.781 1 0.123 1
0.717 0.788 1 0.123 1
0.719 0.795 1 0.123 1
0.722 0.802 1 0.123 1
0.724 0.809 1 0.123 1
0.727 0.816 1 0.123 1
0.729 0.823 1 0.123 1
0.732 0.831 1 0.123 1
0.734 0.838 1 0.123 1
0.737 0.846 1 0.123 1
0.739 0.854 1 0.123 1
0.742 0.862 1 0.123 1
0.744 0.871 1 0.123 1
0.747 0.88 1 0.123 1
0.749 0.888 1 0.123 1
0.752 0.897 1 0.123 1
0.754 0.907 1 0.123 1
0.757 0.916 1 0.123 1
0.759 0.926 1 0.123 1
0.762 0.936 1 0.123 1
0.764 0.946 1 0.123 1
0.767 0.957 1 0.123 1
0.769 0.968 1 0.123 1
0.772 0.979 1 0.123 1
0.774 0.99 1 0.123 1
0.777 1.002 1 0.123 1
0.779 1.014 1 0.123 1
0.782 1.026 1 0.123 1
0.784 1.038 1 0.123 1
0.787 1.051 1 0.123 1
0.789 1.065 1 0.123 1
0.792 1.078 1 0.123 1
0.794 1.092 1 0.123 1
0.797 1.107 1 0.123 1
0.799 1.122 1 0.123 1
0.802 1.137 1 0.123 1
0.805 1.153 1 0.123 1
0.807 1.169 1 0.123 1
0.81 1.185 1 0.123 1
0.812 1.203 1 0.123 1
0.815 1.22 1 0.123 1
0.817 1.238 1 0.123 1
0.82 1.257 1 0.123 1
0.822 1.276 1 0.123 1
0.825 1.296 1 0.123 1
0.827 1.317 1 0.123 1
0.83 1.338 1 0.123 1
0.832 1.36 1 0.123 1
0.835 1.382 1 0.123 1
0.837 1.405 1 0.123 1
0.84 1.429 1 0.123 1
0.842 1.454 1 0.123 1
0.845 1.479 1 0.123 1
0.847 1.506 1 0.123 1
0.85 1.533 1 0.123 1
0.852 1.561 1 0.123 1
0.855 1.59 1 0.123 1
0.857 1.62 1 0.123 1
0.86 1.651 1 0.123 1
0.862 1.683 1 0.123 1
0.865 1.716 1 0.123 1
0.867 1.75 1 0.123 1
0.87 1.786 1 0.123 1
0.872 1.822 1 0.123 1
0.875 1.86 1 0.123 1
0.877 1.9 1 0.123 1
0.88 1.941 1 0.123 1
0.882 1.983 1 0.123 1
0.885 2.026 1 0.123 1
0.887 2.072 1 0.123 1
0.89 2.119 1 0.123 1
0.892 2.167 1 0.123 1
0.895 2.218 1 0.123 1
0.897 2.27 1 0.123 1
0.9 2.324 1 0.123 1
0.902 2.38 1 0.123 1
0.905 2.438 1 0.123 1
0.907 2.498 1 0.123 1
0.91 2.56 1 0.123 1
0.912 2.625 1 0.123 1
0.915 2.692 1 0.123 1
0.917 2.761 1 0.123 1
0.92 2.833 1 0.123 1
0.922 2.907 1 0.123 1
0.925 2.984 1 0.123 1
0.927 3.064 1 0.123 1
0.93 3.146 1 0.123 1
0.932 3.231 1 0.123 1
0.935 3.319 1 0.123 1
0.937 3.41 1 0.123 1
0.94 3.503 1 0.123 1
0.942 3.6 1 0.123 1
0.945 3.699 1 0.123 1
0.947 3.801 1 0.123 1
0.95 3.906 1 0.123 1
0.952 4.014 1 0.123 1
0.955 4.124 1 0.123 1
0.957 4.237 1 0.123 1
0.96 4.352 1 0.123 1
0.962 4.47 1 0.123 1
0.965 4.589 1 0.123 1
0.967 4.709 1 0.123 1
0.97 4.831 1 0.123 1
0.972 4.954 1 0.123 1
0.975 5.077 1 0.123 1
0.977 5.199 1 0.123 1
0.98 5.321 1 0.123 1
0.982 5.44 1 0.123 1
0.985 5.558 1 0.123 1
0.987 5.671 1 0.123 1
0.99 5.781 1 0.123 1
0.992 5.885 1 0.123 1
0.995 5.982 1 0.123 1
0.997 6.071 1 0.123 1
1 6.151 1 0.123 1


(b) Aggregate labor income

theta_Y Posterior Density Posterior Mode HPD_95_Lower HPD_95_Upper
0 1.244 0.306 0 0.755
0.02 1.271 0.306 0 0.755
0.041 1.298 0.306 0 0.755
0.061 1.325 0.306 0 0.755
0.082 1.35 0.306 0 0.755
0.102 1.375 0.306 0 0.755
0.122 1.399 0.306 0 0.755
0.143 1.421 0.306 0 0.755
0.163 1.442 0.306 0 0.755
0.184 1.461 0.306 0 0.755
0.204 1.478 0.306 0 0.755
0.224 1.493 0.306 0 0.755
0.245 1.505 0.306 0 0.755
0.265 1.514 0.306 0 0.755
0.286 1.519 0.306 0 0.755
0.306 1.521 0.306 0 0.755
0.327 1.518 0.306 0 0.755
0.347 1.511 0.306 0 0.755
0.367 1.498 0.306 0 0.755
0.388 1.481 0.306 0 0.755
0.408 1.457 0.306 0 0.755
0.429 1.428 0.306 0 0.755
0.449 1.394 0.306 0 0.755
0.469 1.353 0.306 0 0.755
0.49 1.306 0.306 0 0.755
0.51 1.254 0.306 0 0.755
0.531 1.197 0.306 0 0.755
0.551 1.135 0.306 0 0.755
0.571 1.069 0.306 0 0.755
0.592 1 0.306 0 0.755
0.612 0.929 0.306 0 0.755
0.633 0.856 0.306 0 0.755
0.653 0.783 0.306 0 0.755
0.673 0.71 0.306 0 0.755
0.694 0.64 0.306 0 0.755
0.714 0.572 0.306 0 0.755
0.735 0.508 0.306 0 0.755
0.755 0.447 0.306 0 0.755
0.776 0.392 0.306 0 0.755
0.796 0.342 0.306 0 0.755
0.816 0.296 0.306 0 0.755
0.837 0.256 0.306 0 0.755
0.857 0.221 0.306 0 0.755
0.878 0.189 0.306 0 0.755
0.898 0.162 0.306 0 0.755
0.918 0.137 0.306 0 0.755
0.939 0.115 0.306 0 0.755
0.959 0.094 0.306 0 0.755
0.98 0.075 0.306 0 0.755
1 0.058 0.306 0 0.755

Return to text


Figure 41: Comparison of consumption path: Francis, Owyang, Roush, and DiCecio (2014) shock

Quarter Empirical Empirical_90CI_Upper Empirical_90CI_Lower Model_Sticky_Y_and_R Model_Sticky_Y_only Model_Sticky_R_only Model_FIRE
0 0.229 0.332 0.127 0.161 -0.108 0.214 -0.054
1 0.297 0.444 0.15 0.266 0.005 0.273 0.012
2 0.378 0.556 0.2 0.253 -0.003 0.249 -0.007
3 0.396 0.611 0.181 0.277 0.055 0.271 0.049
4 0.335 0.577 0.094 0.267 0.073 0.262 0.068
5 0.293 0.559 0.028 0.258 0.106 0.253 0.101
6 0.322 0.61 0.034 0.273 0.165 0.27 0.161
7 0.23 0.543 -0.084 0.259 0.172 0.256 0.169
8 0.224 0.557 -0.108 0.249 0.156 0.246 0.154
9 0.25 0.601 -0.1 0.268 0.173 0.266 0.171
10 0.228 0.589 -0.133 0.294 0.217 0.292 0.215
11 0.302 0.679 -0.075 0.29 0.206 0.288 0.204
12 0.244 0.641 -0.153 0.27 0.206 0.268 0.205
13 0.244 0.655 -0.167 0.25 0.198 0.249 0.197
14 0.224 0.646 -0.199 0.24 0.183 0.239 0.182
15 0.259 0.692 -0.174 0.245 0.209 0.244 0.208

Return to text