Comuvia ForeGlass™

Fragility overview / Detail

Shock response simulation

A dynamic economic simulation in the spirit of Keen–Minsky debt-cycle models, extended with ForeGlass’s own fragility measures: observed US output beside conditional model paths, with employment and private-debt responses.

Shock-response fragility estimate

Scenario response · illustrative calendar dates

Compare observed US real GDP with the model’s no-shock and higher-borrowing-rate paths on one calendar. GDP is already adjusted for inflation. These conditional paths illustrate how a shock changes output; they are not a calibrated US GDP forecast or a recession probability.

Choose the model assumptions

Latest observation: 2026Q2, $24.271 trillion in chained 2017 dollars, annualized. Showing ten years of observed history plus the selected 3-year model experiment. Observations after the assumed start remain visible for comparison.

US real GDP: observed history and conditional model paths

trillion chained 2017 USD, annual rate — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches

Y axis: US real GDP · trillions of inflation-adjusted 2017 dollars (annual rate)

US real GDP: observed history and conditional model pathsUS real GDP · trillions of inflation-adjusted 2017 dollars (annual rate). Calendar time on the horizontal axis. Observations and scenarios retain their own dates and frequency. Exact recorded values appear in the table; a dash means no value exists on that date.COVID-19 downturn · Feb–Apr 202018.520.422.324.126201820202022202420262028Observed US real GDP · quarterlyObserved US real GDP · quarterly; 2016Q2 · observed quarter: 19.0627 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2016Q3 · observed quarter: 19.1979 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2016Q4 · observed quarter: 19.3044 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2017Q1 · observed quarter: 19.3983 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2017Q2 · observed quarter: 19.5069 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2017Q3 · observed quarter: 19.6608 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2017Q4 · observed quarter: 19.8824 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2018Q1 · observed quarter: 20.0441 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2018Q2 · observed quarter: 20.1505 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2018Q3 · observed quarter: 20.2762 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2018Q4 · observed quarter: 20.3049 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2019Q1 · observed quarter: 20.4316 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2019Q2 · observed quarter: 20.6023 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2019Q3 · observed quarter: 20.8433 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2019Q4 · observed quarter: 20.9854 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2020Q1 · observed quarter: 20.7092 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2020Q2 · observed quarter: 19.078 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2020Q3 · observed quarter: 20.5589 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2020Q4 · observed quarter: 20.7919 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2021Q1 · observed quarter: 21.0821 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2021Q2 · observed quarter: 21.4409 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2021Q3 · observed quarter: 21.6178 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2021Q4 · observed quarter: 21.9887 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2022Q1 · observed quarter: 21.9327 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2022Q2 · observed quarter: 21.967 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2022Q3 · observed quarter: 22.1256 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2022Q4 · observed quarter: 22.2783 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2023Q1 · observed quarter: 22.4396 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2023Q2 · observed quarter: 22.5805 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2023Q3 · observed quarter: 22.841 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2023Q4 · observed quarter: 23.0338 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2024Q1 · observed quarter: 23.0821 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2024Q2 · observed quarter: 23.2865 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2024Q3 · observed quarter: 23.4786 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2024Q4 · observed quarter: 23.5865 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2025Q1 · observed quarter: 23.5482 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2025Q2 · observed quarter: 23.771 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2025Q3 · observed quarter: 24.0268 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2025Q4 · observed quarter: 24.0557 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2026Q1 · observed quarter: 24.1804 trillion chained 2017 USD, annual rateObserved US real GDP · quarterly; 2026Q2 · observed quarter: 24.2706 trillion chained 2017 USD, annual rateD_A/R_LOW · no-shock modelD_A/R_LOW · +2pp rate scenarioD_A/R_HIGH · no-shock modelD_A/R_HIGH · +2pp rate scenarioD_B/R_LOW · no-shock modelD_B/R_LOW · +2pp rate scenarioD_B/R_HIGH · no-shock modelD_B/R_HIGH · +2pp rate scenario2025Q4 GDP level used as the assumed model starting scale2025Q4 GDP level used as the assumed model starting scale2025Q4 GDP level used as the assumed model starting scale

X axis: calendar dates; each series retains its own observation or simulation cadence.

2025Q4 GDP level used as the assumed model starting scale

Shaded historical context; it does not assign a cause to every movement.

  • COVID-19 downturn · Feb–Apr 2020 Source
Observed US real GDP · quarterlyD_A/R_LOW · no-shock modelD_A/R_LOW · +2pp rate scenarioD_A/R_HIGH · no-shock modelD_A/R_HIGH · +2pp rate scenarioD_B/R_LOW · no-shock modelD_B/R_LOW · +2pp rate scenarioD_B/R_HIGH · no-shock modelD_B/R_HIGH · +2pp rate scenario
Read values as a table
Quarterly observed GDP and GDP-scaled model nodes. Scenario rates are conditional model output under an assumed state — not a GDP forecast of any kind, official or otherwise, and no probability attaches; missing cells are not zero. Units: trillion chained 2017 USD, annual rate.
Date / observation periodObserved US real GDP · quarterlyD_A/R_LOW · no-shock modelD_A/R_LOW · +2pp rate scenarioD_A/R_HIGH · no-shock modelD_A/R_HIGH · +2pp rate scenarioD_B/R_LOW · no-shock modelD_B/R_LOW · +2pp rate scenarioD_B/R_HIGH · no-shock modelD_B/R_HIGH · +2pp rate scenario
2016Q2 · observed quarter19.0627————————
2016Q3 · observed quarter19.1979————————
2016Q4 · observed quarter19.3044————————
2017Q1 · observed quarter19.3983————————
2017Q2 · observed quarter19.5069————————
2017Q3 · observed quarter19.6608————————
2017Q4 · observed quarter19.8824————————
2018Q1 · observed quarter20.0441————————
2018Q2 · observed quarter20.1505————————
2018Q3 · observed quarter20.2762————————
2018Q4 · observed quarter20.3049————————
2019Q1 · observed quarter20.4316————————
2019Q2 · observed quarter20.6023————————
2019Q3 · observed quarter20.8433————————
2019Q4 · observed quarter20.9854————————
2020Q1 · observed quarter20.7092————————
2020Q2 · observed quarter19.078————————
2020Q3 · observed quarter20.5589————————
2020Q4 · observed quarter20.7919————————
2021Q1 · observed quarter21.0821————————
2021Q2 · observed quarter21.4409————————
2021Q3 · observed quarter21.6178————————
2021Q4 · observed quarter21.9887————————
2022Q1 · observed quarter21.9327————————
2022Q2 · observed quarter21.967————————
2022Q3 · observed quarter22.1256————————
2022Q4 · observed quarter22.2783————————
2023Q1 · observed quarter22.4396————————
2023Q2 · observed quarter22.5805————————
2023Q3 · observed quarter22.841————————
2023Q4 · observed quarter23.0338————————
2024Q1 · observed quarter23.0821————————
2024Q2 · observed quarter23.2865————————
2024Q3 · observed quarter23.4786————————
2024Q4 · observed quarter23.5865————————
2025Q1 · observed quarter23.5482————————
2025Q2 · observed quarter23.771————————
2025Q3 · observed quarter24.0268————————
2025Q4 · observed quarter24.0557————————
2026-01-01 · model year 0.000000—24.055724.055724.055724.055724.055724.055724.055724.0557
2026-01-06 · model year 0.015625—24.079724.078824.078324.077524.079524.078124.077424.076
2026-01-12 · model year 0.031250—24.103124.101224.100424.098624.102724.099924.098524.0958
2026-01-18 · model year 0.046875—24.125924.123224.121924.119324.125424.121124.119124.115
2026-01-23 · model year 0.062500—24.148224.144624.142924.139424.147524.141924.139224.1338
2026-01-29 · model year 0.078125—24.169924.165524.163424.159124.169124.162124.158724.152
2026-02-04 · model year 0.093750—24.19124.185824.183324.178124.190124.181724.177824.1697
2026-02-09 · model year 0.109375—24.211624.205524.202624.196724.210524.200824.196324.187
2026-02-15 · model year 0.125000—24.231724.224724.221524.214724.230424.219424.214224.2037
2026-02-21 · model year 0.140625—24.251124.243424.239724.232224.249724.237524.231724.2199
2026-02-27 · model year 0.156250—24.2724.261524.257524.249224.268424.25524.248624.2356
2026-03-04 · model year 0.171875—24.288324.27924.274624.265624.286624.271924.26524.2508
2026-03-10 · model year 0.187500—24.30624.29624.291324.281624.304224.288424.280924.2656
2026-03-16 · model year 0.203125—24.323224.312524.307424.29724.321324.304324.296224.2798
2026-03-21 · model year 0.218750—24.339824.328424.32324.311924.337724.319624.311124.2936
2026-03-27 · model year 0.234375—24.355824.343824.33824.326224.353724.334524.325424.3069
2026Q1 · observed quarter24.1804————————
2026-04-02 · model year 0.250000—24.371324.358624.352624.340124.36924.348824.339224.3197
2026-04-07 · model year 0.265625—24.386224.372924.366624.353524.383824.362624.352624.3321
2026-04-13 · model year 0.281250—24.400624.386724.380124.366424.398124.37624.365524.344
2026-04-19 · model year 0.296875—24.414524.424.39324.378824.411924.388824.377824.3555
2026-04-25 · model year 0.312500—24.427824.412724.405524.390824.425124.401124.389824.3665
2026-04-30 · model year 0.328125—24.440624.42524.417624.402224.437824.41324.401224.3771
2026-05-06 · model year 0.343750—24.452824.436824.429124.413324.449924.424424.412224.3873
2026-05-12 · model year 0.359375—24.464624.448124.440124.423824.461624.435324.422824.3971
2026-05-17 · model year 0.375000—24.475924.458924.450724.43424.472824.445824.432924.4065
2026-05-23 · model year 0.390625—24.486624.469224.460924.443724.483524.455824.442624.4155
2026-05-29 · model year 0.406250—24.49724.479124.470624.45324.493824.465424.451924.4241
2026-06-03 · model year 0.421875—24.506824.488624.479924.461924.503524.474624.460824.4323
2026-06-09 · model year 0.437500—24.516224.497724.488824.470424.512924.483424.469324.4402
2026-06-15 · model year 0.453125—24.525224.506324.497224.478524.521824.491724.477424.4478
2026-06-21 · model year 0.468750—24.533724.514524.505324.486324.530324.499724.485124.455
2026-06-26 · model year 0.484375—24.541824.522424.51324.493724.538324.507424.492524.4619
2026Q2 · observed quarter24.2706————————
2026-07-02 · model year 0.500000—24.549524.529824.520424.500724.54624.514624.499624.4684
2026-07-08 · model year 0.515625—24.556924.536924.527324.507424.553324.521524.506324.4747
2026-07-13 · model year 0.531250—24.563824.543724.53424.513824.560224.528124.512724.4807
2026-07-19 · model year 0.546875—24.570424.550124.540324.519924.566824.534424.518824.4864
2026-07-25 · model year 0.562500—24.576724.556224.546324.525724.57324.540324.524624.4918
2026-07-31 · model year 0.578125—24.582624.561924.551924.531224.578924.54624.530124.497
2026-08-05 · model year 0.593750—24.588224.567424.557324.536424.584524.551324.535324.5019
2026-08-11 · model year 0.609375—24.593524.572624.562424.541324.589824.556424.540324.5066
2026-08-17 · model year 0.625000—24.598524.577524.567324.54624.594824.561224.54524.5111
2026-08-22 · model year 0.640625—24.603224.582124.571924.550524.599524.565824.549524.5153
2026-08-28 · model year 0.656250—24.607624.586524.576224.554724.603924.570224.553724.5193
2026-09-03 · model year 0.671875—24.611824.590624.580324.558724.608124.574324.557824.5232
2026-09-08 · model year 0.687500—24.615824.594524.584224.562524.612124.578124.561624.5268
2026-09-14 · model year 0.703125—24.619524.598224.587824.566124.615824.581824.565224.5303
2026-09-20 · model year 0.718750—24.62324.601724.591324.569524.619324.585324.568724.5336
2026-09-26 · model year 0.734375—24.626324.60524.594624.572824.622624.588624.571924.5368
2026-10-01 · model year 0.750000—24.629424.608124.597724.575824.625724.591724.57524.5398
2026-10-07 · model year 0.765625—24.632324.61124.600624.578724.628724.594724.57824.5427
2026-10-13 · model year 0.781250—24.635124.613824.603424.581524.631424.597524.580824.5454
2026-10-18 · model year 0.796875—24.637724.616524.606124.584124.63424.600224.583524.548
2026-10-24 · model year 0.812500—24.640124.618924.608624.586624.636524.602724.58624.5505
2026-10-30 · model year 0.828125—24.642424.621324.610924.58924.638824.605124.588424.5529
2026-11-04 · model year 0.843750—24.644524.623524.613224.591324.64124.607424.590724.5552
2026-11-10 · model year 0.859375—24.646624.625624.615324.593424.64324.609624.59324.5574
2026-11-16 · model year 0.875000—24.648524.627624.617324.595524.64524.611724.595124.5596
2026-11-22 · model year 0.890625—24.650424.629524.619324.597424.646924.613724.597124.5616
2026-11-27 · model year 0.906250—24.652124.631424.621124.599324.648624.615624.599124.5636
2026-12-03 · model year 0.921875—24.653724.633124.622924.601224.650324.617424.600924.5655
2026-12-09 · model year 0.937500—24.655324.634824.624624.602924.651924.619224.602824.5674
2026-12-14 · model year 0.953125—24.656824.636424.626324.604624.653524.620924.604524.5692
2026-12-20 · model year 0.968750—24.658324.63824.627924.606324.654924.622624.606224.5709
2026-12-26 · model year 0.984375—24.659724.639524.629424.607924.656424.624224.607924.5727
2027-01-01 · model year 1.000000—24.66124.640924.630924.609424.657724.625724.609524.5744
2027-01-06 · model year 1.015625—24.662324.642924.632424.611524.659124.628124.611124.5769
2027-01-12 · model year 1.031250—24.663624.644824.633824.613524.660424.630424.612724.5794
2027-01-18 · model year 1.046875—24.664924.646724.635224.615624.661724.632724.614224.5818
2027-01-23 · model year 1.062500—24.666124.648624.636624.617624.66324.63524.615824.5843
2027-01-29 · model year 1.078125—24.667424.650524.63824.619624.664224.637324.617324.5867
2027-02-04 · model year 1.093750—24.668624.652424.639424.621624.665524.639624.618824.5892
2027-02-09 · model year 1.109375—24.669824.654224.640724.623524.666724.641924.620424.5916
2027-02-15 · model year 1.125000—24.67124.656124.642124.625524.66824.644124.621924.5941
2027-02-21 · model year 1.140625—24.672224.65824.643524.627524.669324.646424.623424.5966
2027-02-27 · model year 1.156250—24.673524.659924.644924.629624.670624.648724.62524.599
2027-03-04 · model year 1.171875—24.674824.661824.646324.631624.671924.65124.626624.6015
2027-03-10 · model year 1.187500—24.676124.663724.647824.633624.673224.653424.628224.6041
2027-03-16 · model year 1.203125—24.677424.665724.649324.635724.674524.655724.629824.6066
2027-03-21 · model year 1.218750—24.678724.667724.650824.637824.675924.658124.631524.6092
2027-03-27 · model year 1.234375—24.680124.669724.652324.6424.677424.660624.633124.6118
2027-04-02 · model year 1.250000—24.681624.671824.653924.642124.678824.66324.634924.6144
2027-04-07 · model year 1.265625—24.683124.673924.655524.644424.680424.665524.636624.6171
2027-04-13 · model year 1.281250—24.684624.67624.657224.646624.681924.668124.638524.6198
2027-04-19 · model year 1.296875—24.686224.678224.658924.648924.683524.670624.640324.6226
2027-04-25 · model year 1.312500—24.687824.680524.660624.651324.685224.673324.642224.6254
2027-04-30 · model year 1.328125—24.689524.682824.662424.653724.686924.67624.644224.6282
2027-05-06 · model year 1.343750—24.691324.685124.664324.656124.688724.678724.646224.6311
2027-05-12 · model year 1.359375—24.693124.687624.666224.658624.690624.681524.648324.6341
2027-05-17 · model year 1.375000—24.69524.690124.668224.661224.692524.684424.650424.6371
2027-05-23 · model year 1.390625—24.696924.692624.670324.663824.694524.687324.652624.6401
2027-05-29 · model year 1.406250—24.69924.695224.672424.666524.696624.690324.654924.6433
2027-06-03 · model year 1.421875—24.701124.697924.674624.669324.698724.693424.657224.6465
2027-06-09 · model year 1.437500—24.703324.700724.676924.672124.700924.696524.659624.6497
2027-06-15 · model year 1.453125—24.705524.703524.679224.67524.703224.699724.662124.653
2027-06-21 · model year 1.468750—24.707924.706524.681724.67824.705624.70324.664624.6564
2027-06-26 · model year 1.484375—24.710324.709524.684224.68124.708124.706324.667324.6599
2027-07-02 · model year 1.500000—24.712824.712524.686724.684124.710624.709824.6724.6634
2027-07-08 · model year 1.515625—24.715424.715724.689424.687324.713224.713324.672724.667
2027-07-13 · model year 1.531250—24.718124.71924.692124.690624.71624.716924.675624.6707
2027-07-19 · model year 1.546875—24.720924.722324.694924.693924.718824.720524.678524.6744
2027-07-25 · model year 1.562500—24.723824.725724.697924.697424.721724.724324.681624.6783
2027-07-31 · model year 1.578125—24.726824.729224.700924.700924.724724.728124.684724.6822
2027-08-05 · model year 1.593750—24.729924.732824.703924.704524.727824.732124.687924.6861
2027-08-11 · model year 1.609375—24.73324.736524.707124.708224.73124.736124.691124.6902
2027-08-17 · model year 1.625000—24.736324.740324.710424.711924.734324.740224.694524.6943
2027-08-22 · model year 1.640625—24.739724.744224.713724.715824.737724.744424.69824.6986
2027-08-28 · model year 1.656250—24.743124.748224.717224.719824.741224.748724.701524.7029
2027-09-03 · model year 1.671875—24.746724.752224.720724.723824.744724.753124.705224.7073
2027-09-08 · model year 1.687500—24.750424.756424.724424.727924.748424.757624.708924.7118
2027-09-14 · model year 1.703125—24.754224.760724.728124.732124.752224.762124.712724.7163
2027-09-20 · model year 1.718750—24.75824.765124.73224.736524.756124.766824.716624.721
2027-09-26 · model year 1.734375—24.76224.769524.735924.740924.760124.771624.720624.7257
2027-10-01 · model year 1.750000—24.766124.774124.739924.745424.764324.776424.724724.7305
2027-10-07 · model year 1.765625—24.770324.778824.744124.7524.768524.781424.728924.7355
2027-10-13 · model year 1.781250—24.774624.783624.748324.754724.772824.786524.733224.7405
2027-10-18 · model year 1.796875—24.77924.788424.752624.759424.777224.791624.737624.7456
2027-10-24 · model year 1.812500—24.783624.793424.757124.764324.781824.796924.742124.7507
2027-10-30 · model year 1.828125—24.788224.798524.761624.769324.786424.802324.746724.756
2027-11-04 · model year 1.843750—24.79324.803724.766224.774424.791224.807724.751424.7614
2027-11-10 · model year 1.859375—24.797824.80924.77124.779624.796124.813324.756224.7668
2027-11-16 · model year 1.875000—24.802824.814424.775824.784824.80124.81924.761124.7724
2027-11-22 · model year 1.890625—24.807924.819924.780824.790224.806124.824724.766124.7781
2027-11-27 · model year 1.906250—24.813124.825524.785824.795724.811324.830624.771224.7838
2027-12-03 · model year 1.921875—24.818424.831324.79124.801324.816724.836624.776424.7896
2027-12-09 · model year 1.937500—24.823824.837124.796224.806924.822124.842724.781624.7956
2027-12-14 · model year 1.953125—24.829324.84324.801624.812724.827624.848924.78724.8016
2027-12-20 · model year 1.968750—24.834924.849124.807124.818624.833324.855224.792524.8077
2027-12-26 · model year 1.984375—24.840724.855224.812724.824624.83924.861624.798124.8139
2028-01-01 · model year 2.000000—24.846624.861524.818324.830624.844924.868124.803824.8202
2028-01-06 · model year 2.015625—24.852524.867924.824124.836824.850924.874724.809624.8266
2028-01-12 · model year 2.031250—24.858624.874424.8324.843124.85724.881424.815524.8331
2028-01-18 · model year 2.046875—24.864824.88124.83624.849524.863224.888224.821524.8397
2028-01-23 · model year 2.062500—24.871224.887724.842124.85624.869524.895124.827624.8464
2028-01-29 · model year 2.078125—24.877624.894524.848324.862524.87624.902224.833824.8532
2028-02-04 · model year 2.093750—24.884224.901424.854624.869224.882524.909324.840124.8601
2028-02-10 · model year 2.109375—24.890824.908424.861124.87624.889224.916524.846524.8671
2028-02-15 · model year 2.125000—24.897624.915624.867624.882924.89624.923924.853124.8741
2028-02-21 · model year 2.140625—24.904524.922824.874224.889924.902924.931324.859724.8813
2028-02-27 · model year 2.156250—24.911524.930224.88124.89724.909924.938924.866424.8886
2028-03-03 · model year 2.171875—24.918624.937624.887824.904224.91724.946624.873224.8959
2028-03-09 · model year 2.187500—24.925824.945224.894824.911524.924224.954324.880124.9034
2028-03-15 · model year 2.203125—24.933224.952924.901824.918924.931524.962224.887224.9109
2028-03-21 · model year 2.218750—24.940624.960724.90924.926424.93924.970224.894324.9186
2028-03-26 · model year 2.234375—24.948224.968624.916324.93424.946624.978324.901524.9263
2028-04-01 · model year 2.250000—24.955924.976624.923624.941724.954224.986524.908824.9342
2028-04-07 · model year 2.265625—24.963724.984724.931124.949524.96224.994824.916324.9421
2028-04-12 · model year 2.281250—24.971624.992924.938724.957424.969925.003224.923824.9502
2028-04-18 · model year 2.296875—24.979625.001324.946424.965424.97825.011724.931424.9583
2028-04-24 · model year 2.312500—24.987725.009724.954224.973524.986125.020324.939224.9665
2028-04-30 · model year 2.328125—24.99625.018224.962124.981724.994325.02924.94724.9748
2028-05-05 · model year 2.343750—25.004325.026924.970124.9925.002725.037924.954924.9832
2028-05-11 · model year 2.359375—25.012825.035724.978224.998425.011125.046824.96324.9918
2028-05-17 · model year 2.375000—25.021425.044524.986425.00725.019725.055824.971125.0004
2028-05-22 · model year 2.390625—25.030125.053524.994725.015625.028425.06524.979425.0091
2028-05-28 · model year 2.406250—25.038925.062625.003125.024325.037225.074224.987725.0178
2028-06-03 · model year 2.421875—25.047825.071825.011625.033125.046125.083624.996125.0267
2028-06-09 · model year 2.437500—25.056825.081125.020325.04225.055125.09325.004725.0357
2028-06-14 · model year 2.453125—25.065925.090525.02925.05125.064225.102625.013325.0448
2028-06-20 · model year 2.468750—25.075225.125.037825.060125.073425.112225.02225.054
2028-06-26 · model year 2.484375—25.084525.109625.046725.069325.082825.12225.030925.0632
2028-07-02 · model year 2.500000—25.09425.119425.055825.078625.092225.131825.039825.0726
2028-07-07 · model year 2.515625—25.103525.129225.064925.08825.101825.141825.048825.082
2028-07-13 · model year 2.531250—25.113225.139125.074125.097525.111425.151925.05825.0916
2028-07-19 · model year 2.546875—25.12325.149125.083525.107125.121225.16225.067225.1012
2028-07-24 · model year 2.562500—25.132925.159325.092925.116825.131125.172325.076525.1109
2028-07-30 · model year 2.578125—25.142925.169525.102525.126625.14125.182725.085925.1208
2028-08-05 · model year 2.593750—25.15325.179925.112125.136525.151125.193125.095425.1307
2028-08-11 · model year 2.609375—25.163225.190325.121825.146525.161325.203725.105125.1407
2028-08-16 · model year 2.625000—25.173525.200925.131725.156625.171625.214425.114825.1508
2028-08-22 · model year 2.640625—25.183925.211525.141625.166725.18225.225225.124625.1609
2028-08-28 · model year 2.656250—25.194525.222325.151625.17725.192525.23625.134525.1712
2028-09-02 · model year 2.671875—25.205125.233125.161825.187425.203125.24725.144525.1816
2028-09-08 · model year 2.687500—25.215825.244125.17225.197825.213825.258125.154525.192
2028-09-14 · model year 2.703125—25.226725.255225.182325.208425.224725.269225.164725.2026
2028-09-20 · model year 2.718750—25.237625.266325.192825.219125.235625.280525.17525.2132
2028-09-25 · model year 2.734375—25.248625.277625.203325.229825.246625.291925.185425.224
2028-10-01 · model year 2.750000—25.259825.288925.213925.240625.257725.303325.195825.2348
2028-10-07 · model year 2.765625—25.271125.300425.224625.251625.26925.314925.206425.2457
2028-10-12 · model year 2.781250—25.282425.31225.235425.262625.280325.326525.217125.2567
2028-10-18 · model year 2.796875—25.293925.323625.246325.273725.291725.338325.227825.2677
2028-10-24 · model year 2.812500—25.305425.335425.257325.284925.303325.350125.238625.2789
2028-10-30 · model year 2.828125—25.317125.347225.268425.296225.314925.362125.249625.2902
2028-11-04 · model year 2.843750—25.328825.359225.279625.307625.326625.374125.260625.3015
2028-11-10 · model year 2.859375—25.340725.371225.290925.319125.338525.386225.271725.3129
2028-11-16 · model year 2.875000—25.352725.383425.302325.330725.350425.398525.282925.3244
2028-11-21 · model year 2.890625—25.364725.395625.313725.342425.362425.410825.294225.336
2028-11-27 · model year 2.906250—25.376925.40825.325325.354125.374625.423225.305625.3477
2028-12-03 · model year 2.921875—25.389125.420425.33725.36625.386825.435725.31725.3595
2028-12-09 · model year 2.937500—25.401525.432925.348725.377925.399125.448325.328625.3714
2028-12-14 · model year 2.953125—25.413925.445525.360625.389925.411525.46125.340325.3833
2028-12-20 · model year 2.968750—25.426525.458325.372525.402125.424125.473825.35225.3953
2028-12-26 · model year 2.984375—25.439125.471125.384525.414325.436725.486725.363825.4074
2029-01-01 · model year 3.000000—25.451925.48425.396625.426525.449425.499625.375725.4196

See the differences in output, employment and debt

The GDP-level paths nearly overlap because this rate pulse has a small incremental effect in this particular model. Use the percentage view below to inspect that effect without changing the scenario. State-level views also show what happens in the no-shock baseline.

Uses the shock, horizon and starting-state controls above. This close-up shows the experiment period only. Each metric keeps its own labeled axis; percentage points and percent changes have different meanings.

Assumed +2 percentage-point real borrowing-rate pulse for one year. Across 4 selected assumed states, the modeled range over 3 years is -0.1445 to +0.1974 % of the paired no-shock output. At 2029-01-01: +0.1178 to +0.1974. Negative means output is below its own no-shock path; positive means above. This is the difference at each date, not accumulated lost GDP. The range compares assumptions; it is not a confidence interval.

Modeled output difference from the paired baseline

% of the paired no-shock output — CONDITIONAL ON AN ASSUMED STATE - retained 2025Q4 inputs; not a current measurement or forecast, and no probability attaches.

Y axis: Output difference from paired baseline (%) - negative means lower output

Modeled output difference from the paired baselineOutput difference from paired baseline (%) - negative means lower output. Calendar time on the horizontal axis. Observations and scenarios retain their own dates and frequency. Exact recorded values appear in the table; a dash means no value exists on that date.Assumed +2 percentage-point borrowing-rate pulse: 2026-01-01 to 2027-01-01-0.21-0.1100.110.212026202720282029No-shock difference = 0D_A/R_LOW - shock effectD_A/R_HIGH - shock effectD_B/R_LOW - shock effectD_B/R_HIGH - shock effectAssumed rate pulse begins; illustrative calendar placementAssumed rate pulse begins; illustrative calendar placementAssumed rate pulse begins; illustrative calendar placement

X axis: calendar dates; each series retains its own observation or simulation cadence.

Assumed rate pulse begins; illustrative calendar placement

Shading marks the imposed one-year model rate pulse. These are assumed scenario dates, not a historical crisis period.

  • Assumed +2 percentage-point borrowing-rate pulse: 2026-01-01 to 2027-01-01
No-shock difference = 0D_A/R_LOW - shock effectD_A/R_HIGH - shock effectD_B/R_LOW - shock effectD_B/R_HIGH - shock effect
Read values as a table
Exact paired native solver nodes; no fabricated historical observations. Negative means output is below its own no-shock path; positive means above. This is the difference at each date, not accumulated lost GDP. Units: % of the paired no-shock output.
Date / observation periodNo-shock difference = 0D_A/R_LOW - shock effectD_A/R_HIGH - shock effectD_B/R_LOW - shock effectD_B/R_HIGH - shock effect
2026-01-01 - model year 0.00000000000
2026-01-06 - model year 0.0156250-0.0038-0.0037-0.006-0.0057
2026-01-12 - model year 0.0312500-0.0075-0.0073-0.0119-0.0114
2026-01-18 - model year 0.0468750-0.0111-0.0108-0.0177-0.017
2026-01-23 - model year 0.0625000-0.0147-0.0144-0.0234-0.0225
2026-01-29 - model year 0.0781250-0.0183-0.0178-0.0291-0.0279
2026-02-04 - model year 0.0937500-0.0218-0.0212-0.0346-0.0332
2026-02-09 - model year 0.1093750-0.0252-0.0246-0.04-0.0384
2026-02-15 - model year 0.1250000-0.0285-0.0278-0.0454-0.0436
2026-02-21 - model year 0.1406250-0.0318-0.031-0.0505-0.0486
2026-02-27 - model year 0.1562500-0.035-0.0341-0.0556-0.0535
2026-03-04 - model year 0.1718750-0.038-0.0372-0.0605-0.0582
2026-03-10 - model year 0.1875000-0.0411-0.0401-0.0653-0.0629
2026-03-16 - model year 0.2031250-0.044-0.043-0.0699-0.0674
2026-03-21 - model year 0.2187500-0.0468-0.0458-0.0744-0.0718
2026-03-27 - model year 0.2343750-0.0495-0.0485-0.0788-0.0761
2026-04-02 - model year 0.2500000-0.0521-0.0511-0.0829-0.0802
2026-04-07 - model year 0.2656250-0.0547-0.0536-0.087-0.0842
2026-04-13 - model year 0.2812500-0.0571-0.056-0.0908-0.088
2026-04-19 - model year 0.2968750-0.0594-0.0583-0.0945-0.0917
2026-04-25 - model year 0.3125000-0.0616-0.0606-0.098-0.0953
2026-04-30 - model year 0.3281250-0.0637-0.0627-0.1014-0.0987
2026-05-06 - model year 0.3437500-0.0657-0.0647-0.1046-0.1019
2026-05-12 - model year 0.3593750-0.0676-0.0667-0.1077-0.1051
2026-05-17 - model year 0.3750000-0.0694-0.0685-0.1105-0.1081
2026-05-23 - model year 0.3906250-0.0711-0.0703-0.1133-0.1109
2026-05-29 - model year 0.4062500-0.0727-0.072-0.1158-0.1136
2026-06-03 - model year 0.4218750-0.0742-0.0735-0.1182-0.1162
2026-06-09 - model year 0.4375000-0.0756-0.075-0.1204-0.1186
2026-06-15 - model year 0.4531250-0.0769-0.0764-0.1225-0.1209
2026-06-21 - model year 0.4687500-0.0781-0.0777-0.1245-0.1231
2026-06-26 - model year 0.4843750-0.0792-0.0789-0.1263-0.1251
2026-07-02 - model year 0.5000000-0.0802-0.0801-0.1279-0.127
2026-07-08 - model year 0.5156250-0.0812-0.0811-0.1294-0.1288
2026-07-13 - model year 0.5312500-0.082-0.0821-0.1308-0.1305
2026-07-19 - model year 0.5468750-0.0828-0.083-0.132-0.1321
2026-07-25 - model year 0.5625000-0.0835-0.0838-0.1331-0.1335
2026-07-31 - model year 0.5781250-0.0841-0.0846-0.1341-0.1348
2026-08-05 - model year 0.5937500-0.0846-0.0853-0.1349-0.1361
2026-08-11 - model year 0.6093750-0.085-0.0859-0.1357-0.1372
2026-08-17 - model year 0.6250000-0.0854-0.0865-0.1363-0.1382
2026-08-22 - model year 0.6406250-0.0858-0.087-0.1369-0.1392
2026-08-28 - model year 0.6562500-0.086-0.0874-0.1373-0.14
2026-09-03 - model year 0.6718750-0.0862-0.0878-0.1376-0.1408
2026-09-08 - model year 0.6875000-0.0864-0.0881-0.1379-0.1414
2026-09-14 - model year 0.7031250-0.0865-0.0884-0.138-0.142
2026-09-20 - model year 0.7187500-0.0865-0.0886-0.1381-0.1426
2026-09-26 - model year 0.7343750-0.0865-0.0888-0.1381-0.143
2026-10-01 - model year 0.7500000-0.0865-0.0889-0.138-0.1434
2026-10-07 - model year 0.7656250-0.0864-0.089-0.1379-0.1437
2026-10-13 - model year 0.7812500-0.0862-0.0891-0.1377-0.144
2026-10-18 - model year 0.7968750-0.0861-0.0891-0.1374-0.1442
2026-10-24 - model year 0.8125000-0.0859-0.0891-0.137-0.1443
2026-10-30 - model year 0.8281250-0.0856-0.0891-0.1367-0.1444
2026-11-04 - model year 0.8437500-0.0854-0.089-0.1362-0.1445
2026-11-10 - model year 0.8593750-0.0851-0.0889-0.1357-0.1445
2026-11-16 - model year 0.8750000-0.0847-0.0888-0.1352-0.1444
2026-11-22 - model year 0.8906250-0.0844-0.0887-0.1346-0.1443
2026-11-27 - model year 0.9062500-0.084-0.0885-0.134-0.1442
2026-12-03 - model year 0.9218750-0.0837-0.0883-0.1334-0.1441
2026-12-09 - model year 0.9375000-0.0833-0.0881-0.1327-0.1439
2026-12-14 - model year 0.9531250-0.0829-0.0879-0.1321-0.1437
2026-12-20 - model year 0.9687500-0.0824-0.0877-0.1313-0.1435
2026-12-26 - model year 0.9843750-0.082-0.0875-0.1306-0.1432
2027-01-01 - model year 1.0000000-0.0816-0.0872-0.1298-0.1429
2027-01-06 - model year 1.0156250-0.0789-0.0847-0.1257-0.1392
2027-01-12 - model year 1.0312500-0.0763-0.0823-0.1216-0.1355
2027-01-18 - model year 1.0468750-0.0737-0.0798-0.1174-0.1317
2027-01-23 - model year 1.0625000-0.071-0.0773-0.1133-0.128
2027-01-29 - model year 1.0781250-0.0684-0.0748-0.1091-0.1242
2027-02-04 - model year 1.0937500-0.0657-0.0723-0.105-0.1205
2027-02-09 - model year 1.1093750-0.0631-0.0698-0.1009-0.1167
2027-02-15 - model year 1.1250000-0.0605-0.0673-0.0967-0.1129
2027-02-21 - model year 1.1406250-0.0579-0.0649-0.0926-0.1092
2027-02-27 - model year 1.1562500-0.0552-0.0624-0.0885-0.1054
2027-03-04 - model year 1.1718750-0.0526-0.0599-0.0844-0.1017
2027-03-10 - model year 1.1875000-0.05-0.0574-0.0803-0.0979
2027-03-16 - model year 1.2031250-0.0474-0.055-0.0762-0.0942
2027-03-21 - model year 1.2187500-0.0449-0.0525-0.0722-0.0905
2027-03-27 - model year 1.2343750-0.0423-0.0501-0.0681-0.0868
2027-04-02 - model year 1.2500000-0.0397-0.0476-0.0641-0.0831
2027-04-07 - model year 1.2656250-0.0372-0.0452-0.0601-0.0794
2027-04-13 - model year 1.2812500-0.0347-0.0428-0.0562-0.0757
2027-04-19 - model year 1.2968750-0.0322-0.0404-0.0522-0.0721
2027-04-25 - model year 1.3125000-0.0297-0.038-0.0483-0.0684
2027-04-30 - model year 1.3281250-0.0272-0.0356-0.0444-0.0648
2027-05-06 - model year 1.3437500-0.0247-0.0333-0.0405-0.0612
2027-05-12 - model year 1.3593750-0.0223-0.0309-0.0367-0.0577
2027-05-17 - model year 1.3750000-0.0199-0.0286-0.0329-0.0541
2027-05-23 - model year 1.3906250-0.0175-0.0263-0.0291-0.0506
2027-05-29 - model year 1.4062500-0.0151-0.024-0.0253-0.0471
2027-06-03 - model year 1.4218750-0.0127-0.0217-0.0216-0.0436
2027-06-09 - model year 1.4375000-0.0103-0.0194-0.0179-0.0401
2027-06-15 - model year 1.4531250-0.008-0.0172-0.0142-0.0367
2027-06-21 - model year 1.4687500-0.0057-0.015-0.0106-0.0333
2027-06-26 - model year 1.4843750-0.0034-0.0128-0.007-0.0299
2027-07-02 - model year 1.5000000-0.0011-0.0106-0.0034-0.0265
2027-07-08 - model year 1.51562500.0011-0.00840.0001-0.0232
2027-07-13 - model year 1.53125000.0033-0.00620.0036-0.0199
2027-07-19 - model year 1.54687500.0055-0.00410.0071-0.0166
2027-07-25 - model year 1.56250000.0077-0.0020.0106-0.0134
2027-07-31 - model year 1.57812500.00990.00010.014-0.0102
2027-08-05 - model year 1.59375000.0120.00220.0173-0.007
2027-08-11 - model year 1.60937500.01410.00430.0207-0.0038
2027-08-17 - model year 1.62500000.01620.00630.024-0.0006
2027-08-22 - model year 1.64062500.01830.00830.02730.0025
2027-08-28 - model year 1.65625000.02040.01030.03050.0055
2027-09-03 - model year 1.67187500.02240.01230.03370.0086
2027-09-08 - model year 1.68750000.02440.01430.03690.0116
2027-09-14 - model year 1.70312500.02640.01620.040.0146
2027-09-20 - model year 1.71875000.02840.01820.04310.0176
2027-09-26 - model year 1.73437500.03030.02010.04620.0205
2027-10-01 - model year 1.75000000.03220.0220.04920.0234
2027-10-07 - model year 1.76562500.03410.02380.05220.0263
2027-10-13 - model year 1.78125000.0360.02570.05520.0292
2027-10-18 - model year 1.79687500.03790.02750.05810.032
2027-10-24 - model year 1.81250000.03970.02930.0610.0348
2027-10-30 - model year 1.82812500.04150.03110.06390.0376
2027-11-04 - model year 1.84375000.04330.03290.06670.0403
2027-11-10 - model year 1.85937500.04510.03460.06950.043
2027-11-16 - model year 1.87500000.04690.03640.07230.0457
2027-11-22 - model year 1.89062500.04860.03810.0750.0483
2027-11-27 - model year 1.90625000.05030.03980.07770.051
2027-12-03 - model year 1.92187500.0520.04150.08040.0536
2027-12-09 - model year 1.93750000.05370.04310.0830.0561
2027-12-14 - model year 1.95312500.05530.04480.08560.0587
2027-12-20 - model year 1.96875000.05690.04640.08820.0612
2027-12-26 - model year 1.98437500.05860.0480.09070.0637
2028-01-01 - model year 2.00000000.06010.04960.09320.0661
2028-01-06 - model year 2.01562500.06170.05110.09570.0685
2028-01-12 - model year 2.03125000.06330.05270.09810.0709
2028-01-18 - model year 2.04687500.06480.05420.10060.0733
2028-01-23 - model year 2.06250000.06630.05570.10290.0757
2028-01-29 - model year 2.07812500.06780.05720.10530.078
2028-02-04 - model year 2.09375000.06930.05870.10760.0803
2028-02-10 - model year 2.10937500.07070.06010.10990.0825
2028-02-15 - model year 2.12500000.07210.06160.11220.0848
2028-02-21 - model year 2.14062500.07360.0630.11440.087
2028-02-27 - model year 2.15625000.07490.06440.11660.0892
2028-03-03 - model year 2.17187500.07630.06580.11880.0913
2028-03-09 - model year 2.18750000.07770.06720.12090.0935
2028-03-15 - model year 2.20312500.0790.06850.1230.0956
2028-03-21 - model year 2.21875000.08030.06980.12510.0977
2028-03-26 - model year 2.23437500.08160.07120.12720.0997
2028-04-01 - model year 2.25000000.08290.07250.12920.1017
2028-04-07 - model year 2.26562500.08420.07380.13120.1037
2028-04-12 - model year 2.28125000.08540.0750.13320.1057
2028-04-18 - model year 2.29687500.08670.07630.13510.1077
2028-04-24 - model year 2.31250000.08790.07750.1370.1096
2028-04-30 - model year 2.32812500.08910.07870.13890.1115
2028-05-05 - model year 2.34375000.09030.07990.14080.1134
2028-05-11 - model year 2.35937500.09140.08110.14260.1153
2028-05-17 - model year 2.37500000.09260.08230.14440.1171
2028-05-22 - model year 2.39062500.09370.08350.14620.1189
2028-05-28 - model year 2.40625000.09480.08460.14790.1207
2028-06-03 - model year 2.42187500.09590.08570.14970.1225
2028-06-09 - model year 2.43750000.0970.08680.15140.1242
2028-06-14 - model year 2.45312500.09810.08790.15310.1259
2028-06-20 - model year 2.46875000.09910.0890.15470.1276
2028-06-26 - model year 2.48437500.10010.09010.15630.1293
2028-07-02 - model year 2.50000000.10110.09110.15790.1309
2028-07-07 - model year 2.51562500.10210.09220.15950.1326
2028-07-13 - model year 2.53125000.10310.09320.16110.1342
2028-07-19 - model year 2.54687500.10410.09420.16260.1358
2028-07-24 - model year 2.56250000.10510.09520.16410.1373
2028-07-30 - model year 2.57812500.1060.09620.16560.1389
2028-08-05 - model year 2.59375000.10690.09720.16710.1404
2028-08-11 - model year 2.60937500.10780.09810.16850.1419
2028-08-16 - model year 2.62500000.10870.0990.16990.1434
2028-08-22 - model year 2.64062500.10960.10.17130.1448
2028-08-28 - model year 2.65625000.11050.10090.17270.1463
2028-09-02 - model year 2.67187500.11130.10180.1740.1477
2028-09-08 - model year 2.68750000.11220.10270.17530.1491
2028-09-14 - model year 2.70312500.1130.10360.17660.1505
2028-09-20 - model year 2.71875000.11380.10440.17790.1518
2028-09-25 - model year 2.73437500.11460.10530.17920.1531
2028-10-01 - model year 2.75000000.11540.10610.18040.1545
2028-10-07 - model year 2.76562500.11620.10690.18160.1558
2028-10-12 - model year 2.78125000.11690.10770.18280.157
2028-10-18 - model year 2.79687500.11770.10850.1840.1583
2028-10-24 - model year 2.81250000.11840.10930.18520.1595
2028-10-30 - model year 2.82812500.11910.11010.18630.1608
2028-11-04 - model year 2.84375000.11980.11080.18740.162
2028-11-10 - model year 2.85937500.12050.11160.18850.1632
2028-11-16 - model year 2.87500000.12120.11230.18960.1643
2028-11-21 - model year 2.89062500.12190.11310.19060.1655
2028-11-27 - model year 2.90625000.12250.11380.19160.1666
2028-12-03 - model year 2.92187500.12320.11450.19270.1677
2028-12-09 - model year 2.93750000.12380.11520.19370.1688
2028-12-14 - model year 2.95312500.12440.11580.19460.1699
2028-12-20 - model year 2.96875000.1250.11650.19560.171
2028-12-26 - model year 2.98437500.12560.11720.19650.172
2029-01-01 - model year 3.00000000.12620.11780.19740.173

Baseline matters: with these authored assumptions, even the no-shock employment paths fall from 95.55% to about 89.4–89.7% over three years. A small extra shock effect does not mean the modeled baseline is stable or an accurate US forecast. Historical recession shading belongs to the observed GDP record; shading here marks only the assumed one-year rate pulse.

Why does the model start from 2025Q4 when observed GDP reaches 2026Q2?

The experiment fixes its debt and employment assumptions at 2025Q4. Newer real GDP is available, but its other inputs have not been refreshed as one consistent state: the retained BIS debt series ends in 2025Q4, the older nominal-GDP pack ends in 2026Q1, and wage share uses a 2023 mapping. Relabeling this path as a 2026Q2 forecast would change the claim without updating the experiment.

A new 2026Q2 experiment needs an updated nominal-output denominator, a declared debt perimeter, employment and borrowing-rate mappings, and a new baseline/shock run. Fed-based debt totals offer a possible route, with their own coverage limits. The current chart keeps actual 2026 GDP visible and labels the older assumed model start.

How the levels are connected: each model path starts at the 2025Q4 observed annualized GDP level ($24.056 trillion), then follows its native real-output growth. This is an illustrative scale mapping, not a fit to subsequent US GDP. Solid dots show quarterly observations; dashed paths are scenarios. Quarterly GDP is an annualized flow, not a stock of wealth. Model nodes are output rates, not independently estimated official quarterly GDP.

Assumed states, not confidence bounds: D_A / D_B use different debt constructions; R_LOW / R_HIGH use alternative borrowing-rate mappings. All four have equal status. The model also uses a 2023 wage-share mapping and partial November–December 2025 employment (October is missing). The assumed rate pulse begins 1 January 2026 for one year; assigning these dates does not mean that it actually happened. Observed 2026 quarters remain visible. The full record is the retained 2000–2026 GDP series, not the entire official history.

BEA real GDP via FRED · retained vintage 5 August 2026 · Historical values, units and source hashes (JSON). The later source vintage was not available at the assumed start. Connected quarterly dots do not create daily GDP observations.

Inspect output shortfalls, employment effects and earlier context

How does the modeled economy respond after borrowing rates rise? Each line compares one assumed starting state with its own no-shock baseline. Higher positive shortfall means more damage; a negative value means activity has moved above that baseline.

Choose a response and an exact precomputed shock

Peak modeled shortfall: 0.087–0.144 % output, across four assumed states. Each is compared with its own no-shock baseline.

Conditional on assumed states: retained 2025Q4 debt constructions and a 2023 wage-share mapping. This figure is a dated experiment, not a current US measurement or recession probability. The four lines are separate assumptions, not confidence-band edges. Starting employment uses November–December 2025 only because October is missing; it is not a complete-quarter observation.

0.1 means output is 0.1% below the same model’s no-shock output at that date. For example, baseline output of 100 and shocked output of 99.9 give 0.1%. Formula: 100 × (baseline − shocked output) / baseline. It is neither a 10% loss nor a recession probability. Zero = no difference; positive = below baseline; negative = above baseline. This shows the difference at each time, not accumulated loss.

Output shortfall versus the paired baseline

%; positive = below baseline — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches

Y axis: Output below no-shock baseline (%)

Assumed shock starts-0.232-0.12900.0760.1790.001.002.003.00

X axis: Years since the assumed shock

Shaded: Assumed rate increase during model years 0–1..

No-shock difference = 0D_A/R_LOW shock effectD_A/R_HIGH shock effectD_B/R_LOW shock effectD_B/R_HIGH shock effect
Read values as a table
Elapsed model yearsNo-shock difference = 0 (%; positive = below baseline)D_A/R_LOW shock effect (%; positive = below baseline)D_A/R_HIGH shock effect (%; positive = below baseline)D_B/R_LOW shock effect (%; positive = below baseline)D_B/R_HIGH shock effect (%; positive = below baseline)
0.0000000.0000.0000.0000.0000.000
0.0156250.0000.0040.0040.0060.006
0.0312500.0000.0070.0070.0120.011
0.0468750.0000.0110.0110.0180.017
0.0625000.0000.0150.0140.0230.022
0.0781250.0000.0180.0180.0290.028
0.0937500.0000.0220.0210.0350.033
0.1093750.0000.0250.0250.0400.038
0.1250000.0000.0290.0280.0450.044
0.1406250.0000.0320.0310.0510.049
0.1562500.0000.0350.0340.0560.053
0.1718750.0000.0380.0370.0610.058
0.1875000.0000.0410.0400.0650.063
0.2031250.0000.0440.0430.0700.067
0.2187500.0000.0470.0460.0740.072
0.2343750.0000.0500.0480.0790.076
0.2500000.0000.0520.0510.0830.080
0.2656250.0000.0550.0540.0870.084
0.2812500.0000.0570.0560.0910.088
0.2968750.0000.0590.0580.0950.092
0.3125000.0000.0620.0610.0980.095
0.3281250.0000.0640.0630.1010.099
0.3437500.0000.0660.0650.1050.102
0.3593750.0000.0680.0670.1080.105
0.3750000.0000.0690.0690.1110.108
0.3906250.0000.0710.0700.1130.111
0.4062500.0000.0730.0720.1160.114
0.4218750.0000.0740.0740.1180.116
0.4375000.0000.0760.0750.1200.119
0.4531250.0000.0770.0760.1230.121
0.4687500.0000.0780.0780.1240.123
0.4843750.0000.0790.0790.1260.125
0.5000000.0000.0800.0800.1280.127
0.5156250.0000.0810.0810.1290.129
0.5312500.0000.0820.0820.1310.131
0.5468750.0000.0830.0830.1320.132
0.5625000.0000.0830.0840.1330.134
0.5781250.0000.0840.0850.1340.135
0.5937500.0000.0850.0850.1350.136
0.6093750.0000.0850.0860.1360.137
0.6250000.0000.0850.0860.1360.138
0.6406250.0000.0860.0870.1370.139
0.6562500.0000.0860.0870.1370.140
0.6718750.0000.0860.0880.1380.141
0.6875000.0000.0860.0880.1380.141
0.7031250.0000.0860.0880.1380.142
0.7187500.0000.0870.0890.1380.143
0.7343750.0000.0870.0890.1380.143
0.7500000.0000.0860.0890.1380.143
0.7656250.0000.0860.0890.1380.144
0.7812500.0000.0860.0890.1380.144
0.7968750.0000.0860.0890.1370.144
0.8125000.0000.0860.0890.1370.144
0.8281250.0000.0860.0890.1370.144
0.8437500.0000.0850.0890.1360.144
0.8593750.0000.0850.0890.1360.144
0.8750000.0000.0850.0890.1350.144
0.8906250.0000.0840.0890.1350.144
0.9062500.0000.0840.0890.1340.144
0.9218750.0000.0840.0880.1330.144
0.9375000.0000.0830.0880.1330.144
0.9531250.0000.0830.0880.1320.144
0.9687500.0000.0820.0880.1310.143
0.9843750.0000.0820.0870.1310.143
1.0000000.0000.0820.0870.1300.143
1.0156250.0000.0790.0850.1260.139
1.0312500.0000.0760.0820.1220.135
1.0468750.0000.0740.0800.1170.132
1.0625000.0000.0710.0770.1130.128
1.0781250.0000.0680.0750.1090.124
1.0937500.0000.0660.0720.1050.120
1.1093750.0000.0630.0700.1010.117
1.1250000.0000.0600.0670.0970.113
1.1406250.0000.0580.0650.0930.109
1.1562500.0000.0550.0620.0880.105
1.1718750.0000.0530.0600.0840.102
1.1875000.0000.0500.0570.0800.098
1.2031250.0000.0470.0550.0760.094
1.2187500.0000.0450.0530.0720.090
1.2343750.0000.0420.0500.0680.087
1.2500000.0000.0400.0480.0640.083
1.2656250.0000.0370.0450.0600.079
1.2812500.0000.0350.0430.0560.076
1.2968750.0000.0320.0400.0520.072
1.3125000.0000.0300.0380.0480.068
1.3281250.0000.0270.0360.0440.065
1.3437500.0000.0250.0330.0410.061
1.3593750.0000.0220.0310.0370.058
1.3750000.0000.0200.0290.0330.054
1.3906250.0000.0170.0260.0290.051
1.4062500.0000.0150.0240.0250.047
1.4218750.0000.0130.0220.0220.044
1.4375000.0000.0100.0190.0180.040
1.4531250.0000.0080.0170.0140.037
1.4687500.0000.0060.0150.0110.033
1.4843750.0000.0030.0130.0070.030
1.5000000.0000.0010.0110.0030.027
1.5156250.000-0.0010.008-0.0000.023
1.5312500.000-0.0030.006-0.0040.020
1.5468750.000-0.0060.004-0.0070.017
1.5625000.000-0.0080.002-0.0110.013
1.5781250.000-0.010-0.000-0.0140.010
1.5937500.000-0.012-0.002-0.0170.007
1.6093750.000-0.014-0.004-0.0210.004
1.6250000.000-0.016-0.006-0.0240.001
1.6406250.000-0.018-0.008-0.027-0.002
1.6562500.000-0.020-0.010-0.030-0.006
1.6718750.000-0.022-0.012-0.034-0.009
1.6875000.000-0.024-0.014-0.037-0.012
1.7031250.000-0.026-0.016-0.040-0.015
1.7187500.000-0.028-0.018-0.043-0.018
1.7343750.000-0.030-0.020-0.046-0.021
1.7500000.000-0.032-0.022-0.049-0.023
1.7656250.000-0.034-0.024-0.052-0.026
1.7812500.000-0.036-0.026-0.055-0.029
1.7968750.000-0.038-0.028-0.058-0.032
1.8125000.000-0.040-0.029-0.061-0.035
1.8281250.000-0.042-0.031-0.064-0.038
1.8437500.000-0.043-0.033-0.067-0.040
1.8593750.000-0.045-0.035-0.070-0.043
1.8750000.000-0.047-0.036-0.072-0.046
1.8906250.000-0.049-0.038-0.075-0.048
1.9062500.000-0.050-0.040-0.078-0.051
1.9218750.000-0.052-0.041-0.080-0.054
1.9375000.000-0.054-0.043-0.083-0.056
1.9531250.000-0.055-0.045-0.086-0.059
1.9687500.000-0.057-0.046-0.088-0.061
1.9843750.000-0.059-0.048-0.091-0.064
2.0000000.000-0.060-0.050-0.093-0.066
2.0156250.000-0.062-0.051-0.096-0.069
2.0312500.000-0.063-0.053-0.098-0.071
2.0468750.000-0.065-0.054-0.101-0.073
2.0625000.000-0.066-0.056-0.103-0.076
2.0781250.000-0.068-0.057-0.105-0.078
2.0937500.000-0.069-0.059-0.108-0.080
2.1093750.000-0.071-0.060-0.110-0.083
2.1250000.000-0.072-0.062-0.112-0.085
2.1406250.000-0.074-0.063-0.114-0.087
2.1562500.000-0.075-0.064-0.117-0.089
2.1718750.000-0.076-0.066-0.119-0.091
2.1875000.000-0.078-0.067-0.121-0.093
2.2031250.000-0.079-0.069-0.123-0.096
2.2187500.000-0.080-0.070-0.125-0.098
2.2343750.000-0.082-0.071-0.127-0.100
2.2500000.000-0.083-0.072-0.129-0.102
2.2656250.000-0.084-0.074-0.131-0.104
2.2812500.000-0.085-0.075-0.133-0.106
2.2968750.000-0.087-0.076-0.135-0.108
2.3125000.000-0.088-0.078-0.137-0.110
2.3281250.000-0.089-0.079-0.139-0.112
2.3437500.000-0.090-0.080-0.141-0.113
2.3593750.000-0.091-0.081-0.143-0.115
2.3750000.000-0.093-0.082-0.144-0.117
2.3906250.000-0.094-0.083-0.146-0.119
2.4062500.000-0.095-0.085-0.148-0.121
2.4218750.000-0.096-0.086-0.150-0.122
2.4375000.000-0.097-0.087-0.151-0.124
2.4531250.000-0.098-0.088-0.153-0.126
2.4687500.000-0.099-0.089-0.155-0.128
2.4843750.000-0.100-0.090-0.156-0.129
2.5000000.000-0.101-0.091-0.158-0.131
2.5156250.000-0.102-0.092-0.160-0.133
2.5312500.000-0.103-0.093-0.161-0.134
2.5468750.000-0.104-0.094-0.163-0.136
2.5625000.000-0.105-0.095-0.164-0.137
2.5781250.000-0.106-0.096-0.166-0.139
2.5937500.000-0.107-0.097-0.167-0.140
2.6093750.000-0.108-0.098-0.169-0.142
2.6250000.000-0.109-0.099-0.170-0.143
2.6406250.000-0.110-0.100-0.171-0.145
2.6562500.000-0.110-0.101-0.173-0.146
2.6718750.000-0.111-0.102-0.174-0.148
2.6875000.000-0.112-0.103-0.175-0.149
2.7031250.000-0.113-0.104-0.177-0.150
2.7187500.000-0.114-0.104-0.178-0.152
2.7343750.000-0.115-0.105-0.179-0.153
2.7500000.000-0.115-0.106-0.180-0.154
2.7656250.000-0.116-0.107-0.182-0.156
2.7812500.000-0.117-0.108-0.183-0.157
2.7968750.000-0.118-0.109-0.184-0.158
2.8125000.000-0.118-0.109-0.185-0.160
2.8281250.000-0.119-0.110-0.186-0.161
2.8437500.000-0.120-0.111-0.187-0.162
2.8593750.000-0.121-0.112-0.188-0.163
2.8750000.000-0.121-0.112-0.190-0.164
2.8906250.000-0.122-0.113-0.191-0.165
2.9062500.000-0.123-0.114-0.192-0.167
2.9218750.000-0.123-0.114-0.193-0.168
2.9375000.000-0.124-0.115-0.194-0.169
2.9531250.000-0.124-0.116-0.195-0.170
2.9687500.000-0.125-0.117-0.196-0.171
2.9843750.000-0.126-0.117-0.197-0.172
3.0000000.000-0.126-0.118-0.197-0.173

Calendar placement: the assumed shock starts 1 January 2026, immediately after the 2025Q4 reference quarter, and the experiment ends 1 January 2029. These are illustrative dates assigned to the unchanged model path, not a forecast issued in 2025 or a claim that a shock happened in 2026. Within each model year, dates are interpolated between calendar anniversaries; the exact elapsed time is retained in the table. For nonzero shock choices, the shaded first year represents the chosen rate increase. The vertical scale is fixed across shock choices within each response.

Reading the four lines: D_A and D_B are different debt constructions; R_LOW and R_HIGH are lower and higher assumed borrowing-rate mappings. They have equal status, not statistical weights.

What happened before the assumed shock?

The observed history below changes with your response selection. It shows actual output or employment levels, with its own units. It is separate from the simulated difference above; a historical no-shock alternative cannot be observed.

Observed US real output before the assumed shock

Real GDP index; 2025Q4 = 100 — Observed context from retained source vintages; separate from the conditional model experiment

Y axis: Observed real GDP (2025Q4 = 100)

Dot-com / 2001 downturn · Mar–Nov 2001Global financial crisis · Dec 2007–Jun 2009COVID-19 downturn · Feb–Apr 202053.46166.15378.84691.538104.2312000Q12005Q12010Q12015Q12020Q12025Q4

X axis: Observation quarters · retained source vintages, not real-time forecast records

Shaded historical context; these dates do not attribute the movement of this series to a single cause.

BEA real GDP, rebased
Read values as a table
Observation quarterBEA real GDP, rebased (Real GDP index; 2025Q4 = 100)
2000Q157.692
2000Q258.742
2000Q358.802
2000Q459.153
2001Q158.959
2001Q259.328
2001Q359.090
2001Q459.252
2002Q159.748
2002Q260.114
2002Q360.358
2002Q460.433
2003Q160.751
2003Q261.289
2003Q362.309
2003Q463.032
2004Q163.389
2004Q263.880
2004Q364.486
2004Q465.144
2005Q165.867
2005Q266.191
2005Q366.710
2005Q467.081
2006Q167.983
2006Q268.159
2006Q368.261
2006Q468.848
2007Q169.055
2007Q269.477
2007Q369.878
2007Q470.317
2008Q170.017
2008Q270.433
2008Q370.063
2008Q468.530
2009Q167.752
2009Q267.631
2009Q367.869
2009Q468.602
2010Q168.934
2010Q269.601
2010Q370.138
2010Q470.506
2011Q170.339
2011Q270.815
2011Q370.799
2011Q471.594
2012Q172.195
2012Q272.517
2012Q372.622
2012Q472.705
2013Q173.423
2013Q273.619
2013Q374.246
2013Q474.893
2014Q174.635
2014Q275.599
2014Q376.518
2014Q476.905
2015Q177.597
2015Q278.078
2015Q378.390
2015Q478.535
2016Q178.990
2016Q279.244
2016Q379.806
2016Q480.248
2017Q180.639
2017Q281.091
2017Q381.730
2017Q482.651
2018Q183.323
2018Q283.766
2018Q384.288
2018Q484.408
2019Q184.935
2019Q285.644
2019Q386.646
2019Q487.237
2020Q186.088
2020Q279.307
2020Q385.463
2020Q486.432
2021Q187.639
2021Q289.130
2021Q389.866
2021Q491.407
2022Q191.175
2022Q291.317
2022Q391.976
2022Q492.611
2023Q193.282
2023Q293.867
2023Q394.950
2023Q495.752
2024Q195.953
2024Q296.802
2024Q397.601
2024Q498.050
2025Q197.890
2025Q298.816
2025Q399.880
2025Q4100.000

The index is rebased for context only. Real GDP is not the model’s calibrated output history. No historical counterfactual shortfall is inferred. Recession areas provide historical context, not a claim that this model predicted those crises.

Sources: BEA real GDP via FRED (retained vintage 5 August 2026); BLS unemployment via FRED (retained vintage 4 August 2026). Observation quarters end in 2025; these later vintages are not data that were necessarily available at the assumed shock date. Download historical context, definitions and source hashes (JSON).

How could this become a historical fragility trend?

Estimate the response to the same standard shock from each past quarter’s starting conditions, then plot the resulting peak shortfall against that quarter’s date. That requires consistent debt, income and borrowing-rate definitions and explicit data vintages. No such calendar-quarter series is published in this chart. A daily website refresh does not create daily balance-sheet observations.

D_A and D_B are different debt constructions; R_LOW and R_HIGH are alternative assumed starting rates. No state is preferred. Rebounds remain visible in these paths; they do not cancel the separately reported accumulated-positive-shortfall measure.