Analysis
Every number on this site points somewhere. These articles follow where the data leads — the structural patterns, the leading indicators, the gaps between what the headline averages say and what the household data actually shows.
Analyses
Can a Distress Index Predict a Crisis It Never Saw?
We applied the American Distress Index methodology backward through two recessions and a pandemic. The ADI entered Crisis in Q1 2008 — as the financial system began seizing — peaked at 91.1 in Q1 2009, and correctly tracked the slow recovery through 2014. Here is every quarter, every component, and every zone transition.
The American Distress Index backtested across 84 quarters (2005-2025) correctly identifies the GFC crisis, COVID shock, and recovery periods. Quarter-by-quarter component analysis validates the five-component methodology.
Read the full analysis →AI Displaced 140K Workers in 2025. Nobody Tracked the Defaults.
AI capabilities are doubling every four months. Business adoption tripled in two years. 140,000 layoffs were attributed to AI in 2025. But the downstream question, what happens to household financial obligations when displacement hits, remains almost entirely unexamined.
AI displacement is accelerating, but nobody is tracking what happens when displaced workers miss mortgage and debt payments. The occupations most exposed to AI overlap heavily with FHA borrowers and subprime cardholders.
Read the full analysis →1 in 9 FHA Borrowers Are Behind on Payments
FHA mortgage delinquency hit 11.52% in Q4 2025. A 4x gap over the conventional rate. The last time government-backed borrowers deteriorated this fast relative to conventional, it was 2007. Nobody was paying attention to the gap then, either.
FHA delinquency reached 11.52% in Q4 2025 while conventional mortgages held at 1.78%. This 4x divergence mirrors the subprime-to-prime gap that preceded the 2008 crisis. The American Distress Index tracks it as a leading signal of broader mortgage distress.
Read the full analysis →Household Distress Rose Every Quarter of 2025
The American Distress Index has risen from 56.0 to 64.0 over the past twelve months. Climbing steadily deeper into the Elevated zone through every quarter of 2025. Not a crisis number. But the direction, and the drivers, matter more than the score.
A component-by-component breakdown of where household financial distress stands entering 2026: financial conditions tightening, buffer depletion reaccelerating, and a new tariff cost shock not yet in the data.
Read the full analysis →1 in 17 Workers Raided Their 401(k) Last Year
6.0% of 401(k) participants took a hardship withdrawal in 2025. Up from 2.0% in 2019. Record account balances and record emergency raids are happening simultaneously. This is the K-Shape in a single data point.
Vanguard's 2026 data shows 401(k) hardship withdrawals hit 6.0%, triple the pre-pandemic rate. Combined with a 3.6% savings rate and rising debt service, this signals a household buffer crisis the ADI has been tracking.
Read the full analysis →Savings Hit 2.5% in 2005. Defaults Waited 9 Quarters.
In 2005, the personal savings rate collapsed to 1.8%. And nothing happened. No spike in delinquencies. No wave of defaults. For nine quarters, the buffer eroded in silence. Then debt stress followed with r = 0.69 correlation. The same pattern is forming now.
Original cross-correlation analysis shows Buffer Depletion led Debt Stress by 9 quarters before the 2008 crisis (r=0.69). With the savings rate at 3.6% and falling, the ADI is tracking the same sequence today.
Read the full analysis →Only 3 States Qualify as Financially Healthy
The national American Distress Index reads 64.0, Elevated. But that single number obscures a 41.5-point gap between the most and least distressed jurisdictions. Two states are already in Serious. Twenty-four more are Elevated. Only three qualify as Healthy.
State-level American Distress Index rankings for all 50 states and DC. DC (76.0) and Nevada (66.0) in Serious. Deep South and Sun Belt corridors dominate the top 10. Full methodology, component analysis, and geographic patterns.
Read the full analysis →Buffer Depletion Predicts Defaults 9 Quarters Out
The Buffer Depletion z-score jumped from 0.32 to 0.57 in a single quarter. The largest acceleration in the ADI's history. Savings are at 3.6%, hardship withdrawals hit a record 6.0%, and 27% of Americans have zero emergency savings. The cushion is disappearing faster than at any point since 2007.
State of the Buffer is a quarterly brief tracking whether American households have enough financial cushion to absorb the next shock. Q1 2026 edition: savings rate 3.6%, hardship withdrawals 6.0%, debt service rising, and the largest single-quarter z-score acceleration in ADI history.
Read the full analysis →57,541 Pairs Tested. Six Survived.
We tested 57,541 indicator pairs through a five-filter statistical pipeline. Six relationships survived. Validated across multiple recessions, confirmed by Granger causality, and replicated out-of-sample. This is the methodology behind the American Distress Index's structural projections.
A five-filter statistical pipeline tested 57,541 pairwise combinations across 96 household distress indicators. Six validated leading relationships survived FDR correction, first-differencing, multi-crisis validation, Granger causality, and out-of-sample replication.
Read the full analysis →Gas Rose $1.04 in 33 Days — on Top of $350B in New Debt
Gas went from $2.98 to $4.02 in 33 days. The households absorbing this spike are still carrying the credit card debt from the last one.
The 2026 Iran war energy shock is hitting households still carrying $350B in new credit card debt from 2022, with savings 40% below pre-pandemic levels.
Read the full analysis →The 2.94% Delinquency Rate Is Hiding a 11.52% Problem
Credit card delinquency is falling. Auto delinquency just hit a 15-year high. Hardship withdrawals are at a record. Bankruptcy is up 20%. The national averages say everything is fine. The disaggregated data says something very different.
National credit data shows improvement. But FHA delinquency is 6.5x conventional, small bank card delinquency is 2.3x big bank, and 401(k) hardship withdrawals are at a record 6.0%. The Two-Economy Problem explains why aggregate data obscures distress.
Read the full analysis →AI Is Replacing Jobs. Why Aren't Defaults Rising?
AI capabilities are accelerating. Layoffs are being attributed to AI. But is it actually showing up in household financial distress data? The short answer: not yet. But the pipeline is forming.
Analyzing the connection between AI capability growth, workforce displacement, and household financial distress. AI capabilities are accelerating, but impacts on household default data lag by 12-18 months.
Read the full analysis →401(k) Hardship Withdrawals Up 140% Since 2019
Hardship withdrawals from 401(k) accounts hit 4.8% in 2024, up from 2.0% in 2019. This isn't a retirement crisis. It's a liquidity crisis hiding inside retirement data.
Why the rising rate of 401(k) hardship withdrawals signals household financial distress beyond what savings rate data captures.
Read the full analysis →The 2.89% Mortgage Rate Is Hiding an 11% One
FHA mortgage delinquency is 11.03%. Nearly 4x the conventional rate. The borrowers most exposed to economic shocks are already in trouble.
Why FHA mortgage delinquency at 4x the conventional rate signals distress spreading to entry-level homeowners before it appears in aggregate data.
Read the full analysis →Savings Predicted the 2008 Crisis 9 Quarters Early
How Buffer Depletion predicted the 2008 crisis by two years
The personal savings rate leads loan delinquency by 9 quarters (r=0.69), based on cross-correlation of FRED data from 2005-2025. Buffer Depletion predicted the 2008 financial crisis two years before mortgage delinquencies spiked.
Read the full analysis →$400B in Debt That Doesn't Exist on Credit Reports
Buy Now, Pay Later debt has exploded to $400+ billion in outstanding balances, but it doesn't appear on traditional credit reports. The real household debt load is higher than any official number suggests.
How Buy Now, Pay Later (BNPL) has created a parallel debt system invisible to credit bureaus, and what it means for measuring household financial distress.
Read the full analysis →The 2.9% Credit Card Number Is Lying
The all-bank credit card delinquency rate is 2.94%. At small banks it's 6.62%. The headline number averages away the borrowers inside it, and the structural split between who defaults and who doesn't tells a sharper story than the aggregate ever will.
Credit card delinquency is 2.94% overall but 6.62% at small banks. The split reveals a two-tier system the headline number hides.
Read the full analysis →Your Mortgage Didn't Change. Everything Around It Did.
Foreclosure filings are up 32% year-over-year, but the fixed-rate mortgage isn't the problem. The stress is coming from everything the mortgage was supposed to make predictable, insurance, taxes, escrow, and it's landing hardest on the borrowers the system was built to protect.
Foreclosure filings up 32% YoY as FHA delinquency hits 11.52%. The fixed-rate mortgage held. Everything around it moved.
Read the full analysis →The Savings Rate Recovered. Accounts Didn't.
The personal savings rate says 4%. But for nearly a quarter of Americans, that rate applies to a balance of zero. The macro number recovered from its 2022 trough. The actual reserve didn't.
US savings rate is 4.0% but 37% can't cover $400. Hardship 401(k) withdrawals hit record 6%. The rate recovered; the reserve didn't.
Read the full analysis →County Features
Long-form narratives on counties whose CDI score tells a story worth reading end-to-end.
Bibb County, Georgia
Macon and Bibb County merged their governments in 2014 after four failed attempts over eighty years. The promise was efficiency. A decade later the consolidated county ranks second in the nation for household financial distress. The administration unified. The condition it was supposed to address did not.
Bibb County (Macon-Bibb), GA scores 88.71 (Crisis) on the County Distress Index — 2nd of 3,144 U.S. counties. Renter cost burden and debt in collections at the 99th percentile despite a 2014 city-county merger.
Read the feature →Clayton County, Georgia
Clayton County holds the world's busiest airport and the 5th-worst household distress score in America. A majority-Black Atlanta suburb whose middle-class equity was built in the 2000s and vaporized in 2008. Today 99 cents of every dollar of rent-to-income burden in the county ranks above the 98th percentile nationally, and the Structural Poverty domain only scores at the 54th. This is middle-class collapse happening in real time next to the country's biggest jobs engine — not the rural poverty story the CDI rank would suggest.
Clayton County, GA scores 87.99 (Crisis) on the County Distress Index — 5th of 3,144 U.S. counties. Home to Hartsfield-Jackson Airport and 56,000 airport workers. Three consumer credit indicators at or above the 98th percentile nationally while Structural Poverty sits at the 54th — middle-class financial collapse in the aftermath of 2008, not chronic poverty.
Read the feature →Des Moines County, Iowa
Burlington made backhoes for 87 years. The plant closed. The arithmetic that held the county together stopped working.
Des Moines County, Iowa scores 62.63 Elevated on the County Distress Index — 2nd in Iowa, 793rd nationally. Burlington made backhoes for 87 years. The factory is closing. See the full breakdown.
Read the feature →Washington, District of Columbia
The seat of federal power scores Elevated. Housing Cost Burden scores Serious. FHA borrowers are defaulting at the highest rate of any large-volume county in the country, eleven miles from the agency that insures their mortgages.
DC scores Elevated on the County Distress Index and leads the nation in FHA serious delinquency at 8.34%. Housing Cost Burden at 78.8 sits 25 points above the composite. See the full five-domain breakdown.
Read the feature →Dougherty County, Georgia
In 1903, W.E.B. Du Bois wrote a single sentence about Dougherty County — a pall of debt, a cascade from merchants to tenants to laborers. In 2026, the County Distress Index scores Dougherty's Consumer Credit Distress domain at 90.81, with three of its indicators at the 99th percentile. The passage hasn't ended.
Dougherty County, Georgia ranks 7th of 3,144 on the American Default County Distress Index, with Consumer Credit Distress at the 99th percentile on three indicators.
Read the feature →Dunklin County, Missouri
A county that produces $293 million in cotton and soybeans, exports four professional musicians from a single small town, and hasn’t had a hospital in nearly eight years. CDI 79.2, Serious zone, 80th of 3,144 counties. The gin separates what’s valuable from where it was grown.
Dunklin County, MO scores 79.2 (Serious), 80th of 3,144 U.S. counties. A legacy cotton and soybean economy in the Missouri Bootheel.
Read the feature →Duval County, Texas
George Parr ran Duval County for thirty-three years. They called him El Patron. He's been dead since 1975. The poverty he managed is still here, managed now by a different patron.
Duval County scores Serious on the County Distress Index — 453rd of 3,144 U.S. counties. The county that changed American history with 87 votes. 45.8% of income from transfers. Consumer credit distress at the 99th percentile. See the full five-domain breakdown.
Read the feature →Gadsden County, Florida
In 1896, someone discovered tobacco grown under cloth shade was worth ten times the price. The shade left. The county is still under it.
Gadsden County scores Crisis on the County Distress Index — 23rd most distressed in America, 1st in Florida. Only majority-Black county in the state. 41% of residents carry debt in collections.
Read the feature →Glades County, Florida
Sugar, prisoners, clean water. Everything Glades County produces is for somewhere else. There is no hospital.
Glades County, Florida scores Serious on the County Distress Index — more distressed than 87% of U.S. counties. The largest employer is a detention center. There is no hospital. See the full five-domain breakdown.
Read the feature →Harlan County, Kentucky
The most documented poor county in America. Ninety-five years of songs, films, and television. The documentation changed nothing.
Harlan County scores Serious on the County Distress Index — 11th most distressed in Kentucky, 357th of 3,144 nationally. The most documented poor county in America. 27.3% disability rate. Structural Poverty ranks 3rd of 3,144 counties nationally. See the full five-domain breakdown.
Read the feature →King County, Washington
Housing Cost Burden scores 79.8. The composite reads Healthy. The price filter decides who gets counted.
King County, Washington scores Healthy on the County Distress Index — less distressed than 85% of U.S. counties. But Housing Cost Burden ranks in the 80th percentile. See the full five-domain breakdown.
Read the feature →Lenoir County, North Carolina
A Navy aviation facility and low unemployment exist five miles from the most distressed census tract in North Carolina.
Lenoir County scores Serious on the County Distress Index — 18th most distressed in North Carolina. A Navy aviation facility and 3.5% unemployment exist five miles from the state’s most distressed census tract.
Read the feature →Lincoln County, Montana
A clinic screened thousands of patients for the disease a mine left in their lungs. The clinic just closed.
Lincoln County, Montana scores 42.81 Normal on the County Distress Index, 15th in Montana, masking Structural Poverty at 82.73. A vermiculite mine left a multi-decade asbestos health legacy; the clinic that tracked cases has closed.
Read the feature →Los Alamos County, New Mexico
The second-least distressed of 3,144 counties. Twenty miles downhill, child poverty is in the 85th percentile. Prosperity doesn’t descend.
Los Alamos County scores Healthy on the County Distress Index — the least distressed of 3,144 U.S. counties. A $5.28 billion federal laboratory in a state ranked last for child wellbeing.
Read the feature →Mendocino County, California
The county is writing an ordinance for what happens when vineyards die. Not buildings. Not businesses. The land itself.
Mendocino County scores Elevated on the County Distress Index — 24th of California’s 58 counties, but its Economic Vitality domain ranks 9 of 3,144 nationally. Cannabis, wine, and timber are all in decline.
Read the feature →Mitchell County, Georgia
The top peanut county in Georgia produces $370 million in annual farm output as of 2019. Forty-two percent of its residents have debt in collections. The yield leaves. The cost stays.
Mitchell County, GA scores 87.65 (Crisis) on the County Distress Index — 6th of 3,144 U.S. counties, 4th in Georgia. Top peanut producer with $370M in farm output, 3.6% unemployment, and 42.4% of residents with debt in collections.
Read the feature →Pemiscot County, Missouri
Eighth most distressed county in America. First in Missouri. Population peaked at 46,857 in 1940. Fourteen thousand remain. The drainage never stopped.
Pemiscot County scores Crisis on the County Distress Index. Eighth most distressed county in America, first in Missouri. 46% of residents have debt in collections.
Read the feature →Petersburg city, Virginia
The fourth most distressed county in America sits inside the Richmond metro. Its nearest neighbor scores 37 points lower. The boundary is the mechanism.
Petersburg City scores 88.3 (Crisis) on the County Distress Index — 4th most distressed county in the U.S. Consumer credit distress, 45% debt in collections, 99th percentile student loan delinquency. The 37-point gap with neighboring Chesterfield reveals what Virginia's independent city structure concentrates.
Read the feature →Quay County, New Mexico
The name Tucumcari likely derives from a Comanche word meaning ‘to lie in wait.’ The town that took that name is still waiting.
Quay County, New Mexico scores Elevated on the County Distress Index — more distressed than 57% of U.S. counties. A town named for waiting, still waiting. See the full five-domain breakdown.
Read the feature →Richmond County, Georgia
The most distressed county in America is not a place the economy forgot. Fort Eisenhower, Augusta University, and the most famous golf course in the world all sit inside CDI rank 1. The money is here. It is always on the other side of something.
Richmond County, GA — the most distressed county in America by CDI. Consumer credit distress at the 99.8th percentile. Home to Fort Eisenhower and Augusta National.
Read the feature →Tunica County, Mississippi
Tunica County built an economy out of rooms. Gaming floors, hotel towers, buffet halls, back-of-house corridors where 13,000 people used to clock in and out. Four casinos have closed since 2014. A hotel complex with more than a thousand bedrooms has stood empty the whole time. The county ranks third of 3,144 for household financial distress and it has 9,234 people left to fill what remains.
Tunica County, MS scores 88.54 on the County Distress Index — 3rd of 3,144. Four casino closures since 2014 have left the county carrying the debt.
Read the feature →Wallowa County, Oregon
Three bronze foundries in a county of 7,674 people. Fifty-six percent national forest. The decisions about it are made in Portland.
Wallowa County scores Healthy on the County Distress Index. 95th percentile unemployment, 7th percentile debt. Home of the WWII Memorial’s bronze.
Read the feature →Wayne County, Missouri
Wayne County keeps being unmade. The town was drowned for a dam. The courthouse burned three times. A tornado killed six people in 2025. Each time, people rebuilt. The structural poverty score stayed first in Missouri.
Wayne County, MO scores 75.23 (Serious), 179th of 3,144 U.S. counties. Highest Structural Poverty score in Missouri. 29.1% disability rate, 22.4% poverty, every CDI domain Elevated or worse.
Read the feature →Yakima County, Washington
Yakima County produces $2.3 billion in crops on Bureau of Reclamation water and sustains its workforce on Medicaid, SNAP, and a federally qualified health center network. Both irrigation systems are external. Both are politically vulnerable.
Yakima County scores 58.8 on the County Distress Index. Most distressed in Washington. Employment leads the distress while the safety net holds debt at zero.
Read the feature →