Firms → people
Wages, jobs and distributed income support household purchases.
Financial vulnerability · learning guide
How private debt, employment, taxes, social protection and unequal cash buffers interact across an economy — with a US starting point and an explicit stress experiment.
US-grounded education and conditional simulations. A current calibrated fragility level for this dimension is not yet estimated on ForeGlass.
United States · observed starting scales, conditional stress paths
Households and firms buy each other’s output, borrow from financial institutions, and pay taxes to government. When many borrowers cut spending together, other people lose income. Debt service then becomes harder even for borrowers who were initially sound.
Wages, jobs and distributed income support household purchases.
New loans bring cash; repayments remove cash; defaults reduce lenders’ assets.
Taxes reduce disposable income; benefits and transfers support it.
Lower purchases weaken business revenue, investment and employment.
Household and nonprofit debt
$16,080.607 billionUS, 2019Q4 stock
BIS household sector H, loans and debt securities; August 2026 local source vintage. This is not all private-sector debt.Official source ↗Disposable personal income
$16,625.3 billion at an annual rateUS, 2019Q4
Archived May 2020 BEA table 2.1. Divide by four for a quarter’s income. Taxes and existing transfers are already included; a different vintage from the debt stock.Official source ↗Employment / labour force
96.4%US, 2019Q4 average
Derived as 100 minus 3.6% unemployment. It is not employment divided by the entire population.Official source ↗Social Security benefits
$1,047.9 billion over the yearUS, calendar 2019
OASDI cash benefits. Context, not an extra addition to DPI; fiscal-year outlays use a different period.Official source ↗The source cards name a country, period, unit and publication. They establish a historical scale; they do not calibrate every interaction in this example.
The controls and future paths are declared assumptions. A shock window shows when the assumed disturbance acts. It is not a retrospectively identified US recession, forecast date or probability.
Compare how the same shock changes with a different buffer, funding condition or policy. Use the result to identify the next evidence to collect, not to infer a current national fragility score.
Interactive macro mechanism · no recession probability
After 12 quarters, overdue principal is $11.4bn and cumulative write-offs are $102.4bn. Lowest modeled employment share: 93.5%. Additional transfers and lower taxes cost $2144.9bn. These are scenario outputs, not estimates of US defaults or a recession probability.
USD bn · bars share one scale within this panel
index: Q0 = 100 · conditional path
Shaded: Assumed income shock in Q1–Q4; feedback may persist.
| Scenario period | Consumption (index: Q0 = 100) |
|---|---|
| Q0 | 100 |
| Q1 | 94.1 |
| Q2 | 93.9 |
| Q3 | 93.9 |
| Q4 | 94 |
| Q5 | 100.3 |
| Q6 | 101.1 |
| Q7 | 101.4 |
| Q8 | 101.6 |
| Q9 | 101.8 |
| Q10 | 102 |
| Q11 | 102.2 |
| Q12 | 102.4 |
% of labour force · conditional path
Shaded: Assumed income shock in Q1–Q4; feedback may persist.
| Scenario period | Employment / labour force (% of labour force) |
|---|---|
| Q0 | 96.4 |
| Q1 | 93.6 |
| Q2 | 93.5 |
| Q3 | 93.5 |
| Q4 | 93.5 |
| Q5 | 96.4 |
| Q6 | 96.4 |
| Q7 | 96.4 |
| Q8 | 96.4 |
| Q9 | 96.4 |
| Q10 | 96.4 |
| Q11 | 96.4 |
| Q12 | 96.4 |
USD bn stock · conditional path
Shaded: Assumed income shock in Q1–Q4; feedback may persist.
| Scenario period | Overdue principal still owed (USD bn stock) | Cumulative debt written off (USD bn stock) |
|---|---|---|
| Q0 | 0 | 0 |
| Q1 | 0 | 0 |
| Q2 | 15 | 0 |
| Q3 | 67.4 | 0 |
| Q4 | 113.8 | 0 |
| Q5 | 85.4 | 28.5 |
| Q6 | 64 | 49.8 |
| Q7 | 48 | 65.8 |
| Q8 | 36 | 77.8 |
| Q9 | 27 | 86.8 |
| Q10 | 20.3 | 93.6 |
| Q11 | 15.2 | 98.6 |
| Q12 | 11.4 | 102.4 |
USD bn per quarter · conditional path
Shaded: Assumed income shock in Q1–Q4; feedback may persist.
| Scenario period | New cash loans (USD bn per quarter) | Principal actually repaid (USD bn per quarter) | Net cash borrowing: loans minus repayment (USD bn per quarter) |
|---|---|---|---|
| Q0 | 0 | 321.6 | -321.6 |
| Q1 | 0 | 321.6 | -321.6 |
| Q2 | 15 | 300.2 | -285.2 |
| Q3 | 0 | 256.7 | -256.7 |
| Q4 | 0 | 256.6 | -256.6 |
| Q5 | 0 | 296.9 | -296.9 |
| Q6 | 0 | 291 | -291 |
| Q7 | 0 | 285.2 | -285.2 |
| Q8 | 0 | 279.5 | -279.5 |
| Q9 | 0 | 273.9 | -273.9 |
| Q10 | 0 | 268.4 | -268.4 |
| Q11 | 0 | 263 | -263 |
| Q12 | 0 | 257.8 | -257.8 |
USD bn stock · conditional path
Shaded: Assumed income shock in Q1–Q4; feedback may persist.
| Scenario period | Household-sector debt (USD bn stock) |
|---|---|
| Q0 | 16,081 |
| Q1 | 15,759 |
| Q2 | 15,474 |
| Q3 | 15,217 |
| Q4 | 14,960 |
| Q5 | 14,635 |
| Q6 | 14,323 |
| Q7 | 14,022 |
| Q8 | 13,730 |
| Q9 | 13,447 |
| Q10 | 13,172 |
| Q11 | 12,904 |
| Q12 | 12,642 |
Each cohort cash and debt-stock identity (USD bn): 1.75e-12
Income taxes generally fall when taxable income falls. Unemployment benefits and some means-tested programs can rise as eligibility changes. Social Security retirement, survivor and disability benefits provide a continuing income floor, but they are not all unemployment-triggered payments. Medicare and Medicaid support health services; their spending is not interchangeable with cash available for loan payments. These channels change household resilience and government finances together.
A new loan can pay an old obligation today. If income cannot support the enlarged debt later, the unpaid amount accumulates, lending conditions tighten, spending falls and lenders eventually recognize losses. In the experiment, missed principal remains owed; it is not added to debt a second time. Unpaid interest is explicitly capitalized. A write-off reduces both the borrower’s liability and the lender’s claim.
Use net new borrowing = new loans − principal repayments. The change in a reported debt stock also includes capitalized interest where applicable, write-offs, revaluations and reclassifications. The pure model identity credit = change in debt holds only when those other changes are absent. Debt/GDP can rise because GDP falls, even when borrowing does not rise.
Two economies can have the same debt and income totals but very different exposures. Debt concentrated among borrowers with low cash buffers and high spending needs can create larger consumption cuts. Wealth concentration, leverage, collateral and access to finance matter separately from an income Gini. The income-share control deliberately redistributes a fixed income total between two invented borrower groups; it is not a fitted estimate of US inequality.
Transfers can cushion current spending and defaults even if they barely change long-run wealth concentration. Broader ownership can change future capital income and wealth accumulation. Neither result proves that one policy is always superior: compare the intended outcome, financing, behavioral response and time horizon. Federal Reserve research finds associations between inequality and several financial vulnerabilities; it does not establish that inequality alone causes or dates a crisis.
Actual ForeGlass Engine output · existing BRACKET-1 study
New: estimate output and employment fragility under a declared rate shock →
The paths below come from the existing engine, not the teaching ledger above. Employment, wages, profits, investment and debt evolve together. Compare each temporary annual real-interest-rate shock with its own baseline. All four starting-state variants are available; none is a central estimate or probability.
Different experiment: these paths use the existing study’s 2025Q4 debt constructions and assumed borrowing rates, with an older wage-share mapping. They are separate from the 2019 teaching anchors. The two debt endpoints have unresolved coverage comparability; they are not confidence-band edges. The imposed 2-percentage-point annual real-rate pulse affects all modeled debt for the first year, unlike a maturity-specific refinancing ladder.
index: initial = 100 — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches
Shaded: Assumed rate pulse, model years 0 to 1; last sampled year 2.984375.
| Scenario period | Paired baseline (index: initial = 100) | Annual real rate +2 percentage points for year 1 (index: initial = 100) |
|---|---|---|
| 0.00 | 100.000 | 100.000 |
| 0.25 | 101.312 | 101.259 |
| 0.50 | 102.053 | 101.971 |
| 0.75 | 102.385 | 102.296 |
| 1.00 | 102.516 | 102.433 |
| 1.25 | 102.602 | 102.561 |
| 1.50 | 102.732 | 102.730 |
| 1.75 | 102.953 | 102.986 |
| 2.00 | 103.287 | 103.350 |
| 2.25 | 103.742 | 103.828 |
| 2.50 | 104.316 | 104.421 |
| 2.75 | 105.005 | 105.126 |
| 2.98 | 105.751 | 105.884 |
% — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches
Shaded: Assumed rate pulse, model years 0 to 1; last sampled year 2.984375.
| Scenario period | Paired baseline (%) | Annual real rate +2 percentage points for year 1 (%) |
|---|---|---|
| 0.00 | 95.550 | 95.550 |
| 0.25 | 95.840 | 95.790 |
| 0.50 | 95.580 | 95.504 |
| 0.75 | 94.937 | 94.855 |
| 1.00 | 94.113 | 94.037 |
| 1.25 | 93.255 | 93.217 |
| 1.50 | 92.444 | 92.443 |
| 1.75 | 91.721 | 91.751 |
| 2.00 | 91.103 | 91.158 |
| 2.25 | 90.594 | 90.669 |
| 2.50 | 90.189 | 90.280 |
| 2.75 | 89.881 | 89.985 |
| 2.98 | 89.675 | 89.787 |
% — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches
Shaded: Assumed rate pulse, model years 0 to 1; last sampled year 2.984375.
| Scenario period | Paired baseline (%) | Annual real rate +2 percentage points for year 1 (%) |
|---|---|---|
| 0.00 | 45.004 | 45.004 |
| 0.25 | 44.882 | 44.966 |
| 0.50 | 44.949 | 45.128 |
| 0.75 | 45.379 | 45.638 |
| 1.00 | 46.062 | 46.384 |
| 1.25 | 46.785 | 47.025 |
| 1.50 | 47.405 | 47.576 |
| 1.75 | 47.870 | 47.990 |
| 2.00 | 48.182 | 48.267 |
| 2.25 | 48.364 | 48.425 |
| 2.50 | 48.444 | 48.490 |
| 2.75 | 48.448 | 48.483 |
| 2.98 | 48.401 | 48.430 |
% of nominal output (annualized credit flow) — CONDITIONAL ON AN ASSUMED STATE — not a measurement, not a forecast, and no probability attaches
Shaded: Assumed rate pulse, model years 0 to 1; last sampled year 2.984375.
| Scenario period | Paired baseline (% of nominal output (annualized credit flow)) | Annual real rate +2 percentage points for year 1 (% of nominal output (annualized credit flow)) |
|---|---|---|
| 0.00 | 0.406 | 0.580 |
| 0.25 | 3.011 | 3.264 |
| 0.50 | 7.030 | 7.189 |
| 0.75 | 10.478 | 10.462 |
| 1.00 | 12.025 | 11.409 |
| 1.25 | 11.904 | 11.311 |
| 1.50 | 10.879 | 10.388 |
| 1.75 | 9.537 | 9.159 |
| 2.00 | 8.190 | 7.910 |
| 2.25 | 6.972 | 6.769 |
| 2.50 | 5.922 | 5.778 |
| 2.75 | 5.040 | 4.940 |
| 2.98 | 4.350 | 4.280 |
Read the whole path: this experiment produces a small initial output shortfall and a later rebound above the paired baseline. Its effects are not a demonstrated persistent GDP loss. Horizontal axes show elapsed model years; records stop at 2.984375 years and the separate final state is at year 3.
To turn this into a current resilience service, add reviewed sector definitions and current inputs, a declared shock, maturity and policy/distribution channels where needed, and historical validation against meaningful outcomes. Accounting consistency alone does not establish predictive skill.
Download paths, assumptions, units and reproducibility hashes (JSON)
Debt service is a flow of required payments, including principal and interest. If income falls while payments stay fixed, those payments absorb more of the same-period income. Balance-sheet solvency asks a different question: how do asset values compare with all liabilities? Assets can exceed liabilities while cash is unavailable on the payment date. The market fragility index does not directly measure any of these household or company positions.
Synthetic teaching example · not a forecast
An invented household owes $12,000 in principal and interest over one year. Keep those payments fixed and change annual after-tax income and its loss. There is no mortgage escrow in this example. This illustrates payment-to-income arithmetic, not the published aggregate household DSR.
Income after shock = starting income × (1 − income loss / 100). Payment burden = $12,000 / income after shock × 100%. Amount left = income after shock − $12,000.
$60,000 × (1 − 20%) = $48,000 annual income after the shock. $12,000 ÷ $48,000 = 25.0% required-payment burden, compared with 20.0% before the shock. $36,000 remains before food, housing costs outside these payments, and other expenses.
Keep each observation’s definition, date and reporting frequency. A daily page refresh does not create new daily balance-sheet data.
| Factor | Unit | Frequency / timing | How to read it |
|---|---|---|---|
| Required debt payments | Currency per month, quarter or year | Loan schedule; public household DSR is quarterly | Include scheduled principal and interest, not just interest. Fixed versus variable rates and repayment terms change the burden. The current Fed household measure also includes mortgage escrow when bundled into required payments. |
| Income available to the borrower | Currency over the same period as payments | Pay cycle or quarterly/annual accounts | Use after-tax disposable income for a household payment-to-income comparison. A lower denominator raises the ratio even when neither the debt balance nor the payment changes. |
| Corporate interest coverage | Times: EBIT / interest expense | Quarterly or annual company accounts | EBIT means earnings before interest and taxes. This ratio covers interest only; it is not household DSR, does not include principal repayments and is not a cash-flow statement. |
| Debt outstanding and new borrowing | Currency at a date; currency borrowed over a period | Balance-sheet date; reporting period | Outstanding debt is a stock. Net new borrowing is a flow. A change in the debt stock may also contain write-offs or reclassifications; it is not the required payment for that period. |
| Assets and total liabilities | Currency at the same valuation date | Balance-sheet date; updated when values change | Assets minus all liabilities gives a balance-sheet equity buffer. Its meaning depends on valuations. Positive equity does not guarantee ready cash, and a payment ratio alone cannot establish solvency. |
These mechanisms can overlap. Adding their example outputs does not produce an overall fragility score or a recession probability.
Observed US starting values and their dates are attributed above. The smaller example uses authored numbers; all stress paths retain their own stated assumptions.
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