Research & Data Access

The American Distress Index is a free, open dataset tracking U.S. household financial distress across 105 live economic indicators. The public catalog contains 107 tracked series, including 0 placeholder entries and 2 historical series. This page provides everything researchers need to access, reproduce, and cite the index data. No API keys, no registration, no restrictions on academic use.

Dataset Overview

105
Live Economic Indicators
5
Index Domains
86
Quarterly Observations
2005–2026
Published History

The composite is a 0–100 score built from 5 domains, each capturing a distinct dimension of household financial distress. Every member series is converted to a Hazen percentile within its own full quarterly history. Each domain score is the mean of its members' percentiles. The composite is the mean of the 5 domain scores.

Domain Weight Member series Measures
Delinquency 20% Delinquency Rate on Single-Family Residential Mortgages, All Commercial Banks; Delinquency Rate on Credit Card Loans; Delinquency Rate on Consumer Loans (ex credit card); Auto Loans 90+ Days Past Due Share of borrowers behind on mortgage, credit card, consumer, and auto loans.
Default & Legal 20% Charge-Off Rate on Credit Card Loans; Charge-Off Rate on Single-Family Residential Mortgages Charge-offs and the foreclosure-stage outcomes that follow late payments.
Debt Burden 20% Household Debt Service Ratio Required debt payments as a share of household income.
Labor 20% Unemployment Rate; Initial Unemployment Claims (SA) Unemployment and new jobless claims.
Safety Net & Buffer 20% Personal Saving Rate The savings cushion households hold against a bad quarter.

Each domain carries the same weight: 20% of the composite. The composite is a mean of percentiles, rather than a percentile of quarters. Its own rank among published quarters is published separately as rank_in_history; that rank is the reading quoted below. The methodology page explains how to read the composite value itself.

Current reading: 47.0 Band 3 of 5 · Typical for 2026-Q2. The composite itself sits higher than 44% of all published quarters since 2005. Full methodology at /methodology/.

Data Access

All data is served as static JSON from Cloudflare's edge network. No authentication, no rate limits, no usage restrictions for academic purposes.

JSON API Endpoints

GET
/api/adi.json

Latest quarter with the composite, band, band label, the literal reading, and the composite's own rank in history, plus the full quarterly series with five domain scores and member percentiles (86 observations, 2005–2026).

curl https://americandefault.org/api/adi.json
GET
/api/indicators.json

All 107 tracked series with current or explicitly last-verified values, data status, trend, units, source, and metadata.

curl https://americandefault.org/api/indicators.json
GET
/api/indicators/{slug}.json

Full time series for a single indicator. Replace {slug} with any indicator slug from the index endpoint.

curl https://americandefault.org/api/indicators/the-buffer.json

CSV Downloads

Embeddable Charts

Every indicator has a self-contained iframe-embeddable chart. Pattern: /embed/{slug}/. See the embed documentation for examples.

Code Examples

Python (requests + pandas)

import requests import pandas as pd # Fetch all indicators resp = requests.get("https://americandefault.org/api/indicators.json") indicators = resp.json()["indicators"] # Load into DataFrame df = pd.DataFrame([{ "name": i["display_name"], "value": i["last_verified_value"] if i["data_status"] == "historical" else i["latest_value"], "data_status": i["data_status"], # A suppressed series publishes no movement word. "trend": None if i.get("trend_suppressed") else i["trend"], "yoy_change": i.get("yoy_change"), "source": i["source"] } for i in indicators]) # Fetch ADI composite with full history adi = requests.get("https://americandefault.org/api/adi.json").json() adi_df = pd.DataFrame(adi["history"])

R (httr2 + jsonlite)

library(httr2) library(jsonlite) # Fetch ADI composite adi <- request("https://americandefault.org/api/adi.json") |> req_perform() |> resp_body_json() # Convert history to data frame history <- do.call(rbind, lapply(adi$history, as.data.frame)) history$date <- as.Date(history$date) # Fetch single indicator time series savings <- request("https://americandefault.org/api/indicators/the-buffer.json") |> req_perform() |> resp_body_json() ts_data <- do.call(rbind, lapply(savings$data, as.data.frame))

The API returns standard JSON. Any language with HTTP client and JSON parsing support can access the data. No authentication headers or API keys needed.

Variable Definitions

105 live indicators organized into 10 categories. Each indicator includes full time series data, source attribution, and trend analysis.

Indicator Category API Slug Related Terms
401(k) Loan Outstanding Rate Savings 401-k-loan-outstanding-rate 401(k), Hardship Distribution
Adults Who Paid Less or Skipped Bills Who's Hurting the-skip-rate Credit Score, Credit Report
AI Share of Indeed Job Postings AI & Work ai-job-posting-share-of-total —
AI-Attributed Layoff Announcements AI & Work the-ai-cut Unemployment Rate, Recession
Atlanta Fed Wage Growth Tracker (1st Quartile) Jobs atlanta-fed-wage-growth-tracker-1st-quartile Real Wages, Wage Stagnation
Auto Insurance Inflation Premium (Auto CPI minus Overall CPI) Prices the-coverage-tax Consumer Price Index (CPI), Cost Burden
Auto Loans 90+ Days Past Due Debt the-repo-line Auto Loan, Delinquency
Bankcard Balances 60+ Days Past Due (Equifax) Debt the-60-day-line Credit Score, Credit Report
Bankruptcy Chapter 7 to Chapter 13 Filing Ratio Courts the-wipeout-ratio Chapter 7 Bankruptcy, Chapter 13 Bankruptcy
Bankruptcy Filings YoY Change Courts bankruptcy-filings Chapter 7 Bankruptcy, Chapter 13 Bankruptcy
Bottom-Half Share of Household Wealth The Deal the-bottom-half —
Bottom-Quartile Wage Growth vs. Inflation Jobs the-k-shape Real Wages, Inflation
Business AI Adoption Rate AI & Work the-adoption-curve —
CFPB Consumer Complaint Volume Courts cfpb-consumer-complaint-volume Consumer Financial Protection Bureau (CFPB), Real Estate Settlement Procedures Act (RESPA)
Challenger Job Cut Announcements Jobs pink-slips Recession, Unemployment Rate
Chapter 13 Bankruptcy Filings (YoY % Change) Courts chapter-13-bankruptcy-filings-yoy-change Chapter 13 Bankruptcy, Discharge
Chapter 7 Bankruptcy Filings (YoY % Change) Courts chapter-7-bankruptcy-filings-yoy-change Chapter 7 Bankruptcy, Means Test
Charge-Off Rate on All Loans Courts charge-off-rate-on-all-loans Discharge, Charge-Off
Charge-Off Rate on Credit Card Loans Debt charge-off-rate-on-credit-card-loans Charge-Off, Credit Utilization
Charge-Off Rate on Single-Family Residential Mortgages Courts charge-off-rate-on-single-family-residential-mortgages REO (Real Estate Owned), Foreclosure
Commercial Bank Interest Rate on Credit Card Plans Debt the-card-tax APR (Annual Percentage Rate), Interest Rate
Conference Board Consumer Expectations Index Warning Signs the-warning-light Recession, Consumer Price Index (CPI)
Continued Unemployment Claims (SA) Jobs continued-unemployment-claims-sa Unemployment Rate, Labor Force Participation Rate
Cotality Current-to-30-Day Mortgage Transition Rate Housing first-missed Delinquency, Pre-Foreclosure
CPI Inflation Rate (All Items) Prices cpi-inflation-rate-all-items Consumer Price Index (CPI), Inflation
Credit Card Delinquency at Banks Outside the Top 100 Debt the-other-banks Delinquency, Credit Card Debt
Credit Card Delinquency Gap: Smaller Banks vs. the 100 Largest Debt large-vs-small-bank-credit-card-delinquency-spread Delinquency, Credit Card Debt
Delinquency Rate on Consumer Loans (ex credit card) Debt delinquency-rate-on-consumer-loans-ex-credit-card Default, Delinquency
Delinquency Rate on Credit Card Loans Debt the-late-fee Credit Card Debt, Charge-Off
Delinquency Rate on Single-Family Residential Mortgages, All Commercial Banks Housing mortgage-delinquency-rate Delinquency, Loss Mitigation
Difficulty Paying Usual Household Expenses Who's Hurting the-pinch Financial Distress, Cost Burden
Energy Cost Burden (Energy PCE as % of Disposable Income) Prices the-energy-squeeze Cost Burden, LIHEAP (Low Income Home Energy Assistance Program)
Energy Price Inflation (CPI) Prices energy-cpi-all-items Consumer Price Index (CPI), Cost of Living
Family Income Inequality (Gini) The Deal the-divide —
Fannie Mae and Freddie Mac Loans in Forbearance Housing fannie-mae-and-freddie-mac-loans-in-forbearance Forbearance, Loss Mitigation, Fannie Mae, Freddie Mac
Federal Customs Duties as % of Disposable Personal Income Prices the-import-tax Inflation, Cost of Living
FHA Mortgage Delinquency Rate Housing the-fha-signal FHA Loan, Delinquency
Financially Healthy Households (Financial Health Network) Who's Hurting financial-health-score-fhn-finhealth-survey Financial Distress, Financial Literacy
Food Price Inflation (CPI) Prices food-price-inflation Consumer Price Index (CPI), Food Insecurity
Foreclosure Filings YoY Change Housing foreclosure-filings Foreclosure, Judicial Foreclosure
Foreclosure Prevention Actions Completed, Fannie Mae and Freddie Mac Loans Housing foreclosure-prevention-actions-completed-fannie-mae-and-freddie-mac-loans Loss Mitigation, Loan Modification, Repayment Plan, Short Sale, Deed in Lieu of Foreclosure
Foreclosure Starts vs. Bank Repossessions Housing the-pipeline Foreclosure, Non-Judicial Foreclosure
Foreclosure Starts, Fannie Mae and Freddie Mac Loans Housing foreclosure-starts-fannie-mae-and-freddie-mac-loans Foreclosure, Mortgage Servicer, Fannie Mae, Freddie Mac
Gas Price to Pay Ratio Prices the-pump-tax Cost of Living, Purchasing Power
Grocery Affordability Gap Prices the-grocery-gap Food Insecurity, Real Wages
Grocery Prices Cumulative Change Since Jan 2020 Prices grocery-prices-cumulative-change-since-jan-2020 Inflation, Purchasing Power
Healthcare Inflation Premium (Medical CPI minus Overall CPI) Prices healthcare-inflation-premium-medical-cpi-minus-overall-cpi Consumer Price Index (CPI), Cost Burden
HELOC Balances Outstanding Savings heloc-balance-growth HELOC (Home Equity Line of Credit), Home Equity
Homelessness: HUD Point-in-Time Count Who's Hurting annual-homelessness-assessment-pit-count U.S. Department of Housing and Urban Development (HUD), Housing Cost Burden
Household Debt Service Ratio Savings debt-service Debt Service Ratio, Debt-to-Income Ratio
Indeed Job Postings Index (US) Jobs indeed-job-postings-index-us Labor Force Participation Rate, Recession
Information Sector Job Openings (NAICS 51) AI & Work the-tech-drought Labor Force Participation Rate, Recession
Initial Unemployment Claims (SA) Jobs initial-unemployment-claims-sa Unemployment Rate, Recession
Involuntary Part-Time Share of Employment The Deal the-short-shift —
JOLTS Quits Rate Jobs jolts-quits-rate Labor Force Participation Rate, Wage Stagnation
Labor Share of Nonfarm Business Output The Deal the-split —
Loan Modifications Completed, Fannie Mae and Freddie Mac Loans Housing loan-modifications-completed-fannie-mae-and-freddie-mac-loans Loan Modification, Loss Mitigation, Fannie Mae, Freddie Mac
Long-Term Unemployed Share (27+ Weeks) The Deal the-long-haul —
Median Sale Price of New Houses (US) Housing median-sales-price-of-houses-sold-us Median Home Price, Housing Affordability
Medicaid / CHIP Enrollment Who's Hurting medicaid-chip-enrollment-monthly Cost Burden, Financial Distress
Medical Care CPI Prices medical-care-cpi Consumer Price Index (CPI), Cost of Living
METR 50% Task-Completion Horizon AI & Work the-horizon —
Monthly FHA Loan Endorsements Housing monthly-fha-loan-endorsements —
Mortgage Debt Service Ratio Savings mortgage-debt-service-ratio Debt Service Ratio, PITI
Mortgage Origination Volume Housing mortgage-origination-volume Underwriting, Conforming Loan
Motor Vehicle Insurance CPI Prices motor-vehicle-insurance-cpi Consumer Price Index (CPI), Cost of Living
Multiple Jobholders Share of Employment The Deal the-second-job —
NFCI Non-Financial Leverage Subindex Warning Signs the-tightening Interest Rate, Federal Funds Rate
Part-Time for Economic Reasons Jobs part-time-for-economic-reasons Unemployment Rate, Wage Stagnation
Personal Saving Rate Savings the-buffer Personal Savings Rate, Emergency Fund
Prescription Drug CPI Prices prescription-drug-cpi Consumer Price Index (CPI), Cost of Living
Prime-Age Employment Rate (25-54) The Deal the-prime-years —
Productivity-Pay Wedge The Deal the-wedge —
Real Federal Minimum Wage The Deal the-floor —
Real Median Weekly Earnings The Deal the-median-check —
Real Production & Nonsupervisory Wage The Deal shop-floor-pay —
Residential Electricity Disconnections Courts utility-service-disconnections LIHEAP (Low Income Home Energy Assistance Program), Cost Burden
Revolving Credit Utilization (75th Percentile) Savings revolving-credit-utilization-75th-percentile Credit Utilization, Credit Score
Senior Loan Officer Survey: Banks Tightening Standards Warning Signs senior-loan-officer-survey-banks-tightening-standards Underwriting, Interest Rate
Serious Delinquency Rate (90+ days, All Loan Types) Housing serious-delinquency-rate-90-days-all-loan-types Delinquency, Foreclosure
Serious Delinquency Rate, Fannie Mae and Freddie Mac Loans Housing serious-delinquency-rate-fannie-mae-and-freddie-mac-loans Delinquency, Foreclosure, Fannie Mae, Freddie Mac
Share of Adults Who Would Use Savings for a $1,000 Emergency Savings the-safety-net Emergency Fund, Personal Savings Rate
Share of Bank of America Checking Households Living Paycheck to Paycheck Savings the-squeeze Living Paycheck to Paycheck, Emergency Fund
Share of Student Loan Balances 90+ Days Delinquent Debt student-loan-delinquency-rate-90-days Student Loan Default, Income-Driven Repayment
SHED Emergency Savings Survey Savings the-400-test Emergency Fund, Financial Distress
Shelter CPI Prices shelter-cpi Shelter Inflation, Housing Cost Burden
SNAP (Food Stamp) Enrollment Warning Signs snap-food-stamp-enrollment SNAP (Supplemental Nutrition Assistance Program), Food Insecurity
States with Credit Card Delinquency Above 10% Who's Hurting the-spread Delinquency, Credit Score
Student Loan Borrowers Behind on Payments or in Collections Debt student-loan-payment-burden-of-discretionary-income Student Loan Default, Income-Driven Repayment
Top vs Bottom Income Quartile Spending Gap Warning Signs the-divergence Purchasing Power, Cost of Living
Total Consumer Credit Outstanding Savings total-consumer-credit-outstanding Credit Card Debt, Debt Consolidation
Total Credit Card Debt Outstanding Debt plastic-ceiling Credit Card Debt, Minimum Payment
Total Delinquency Rate (All Loan Types) Debt falling-behind Delinquency, Default
Total Household Debt Debt total-household-debt Debt-to-Income Ratio, Debt Consolidation
Total Nonfarm Payrolls Jobs total-nonfarm-payrolls Labor Force Participation Rate, Recession
Total Revolving Credit Outstanding Savings total-revolving-credit-outstanding Credit Utilization, Credit Card Debt
TransUnion Credit Card Borrower Delinquency Debt the-risk-reset Delinquency, Credit Card Debt
U-6 Underemployment Rate Jobs u-6-underemployment-rate Unemployment Rate, Labor Force Participation Rate
Unbanked Household Rate (FDIC) Who's Hurting unbanked-underbanked-household-rate Financial Literacy, Credit Score
Unemployment Rate Jobs unemployment-rate Unemployment Rate, Recession
Union Membership Rate The Deal the-union-card —
University of Michigan Consumer Sentiment Index Warning Signs the-mood-ring Recession, Inflation
Vanguard Hardship Withdrawal Rate Savings the-cannibalization-rate Hardship Withdrawal, Early Withdrawal Penalty
Wage Growth vs CPI Spread Warning Signs wage-growth-vs-cpi-spread Real Wages, Inflation
Youth Unemployment Rate (16-24) AI & Work youth-unemployment-rate-16-24 Unemployment Rate, Labor Force Participation Rate

For detailed metadata on each variable (units, source agency, series ID, update frequency), fetch the individual indicator JSON endpoint: /api/indicators/{slug}.json.

Reproducibility

The index is designed for full reproducibility. Every input, transformation, and output is documented and accessible.

Data Sources
Underlying data come from publicly available sources, including U.S. Bureau of Labor Statistics series retrieved via FRED, the Federal Reserve Bank of St. Louis distribution service; the Federal Reserve Bank of New York Household Debt and Credit Report; the Mortgage Bankers Association National Delinquency Survey; and Administrative Office of the U.S. Courts PACER records. No proprietary or paywalled data enters the composite score.
Methodology
Hazen percentile normalization, computed per series over its entire available quarterly history. One yardstick: no regime splits, no baseline window, no winsorization. Each domain score is the mean of its members' percentiles. The composite is the mean of the five domain scores, each weighted 20%. Five equal bands run from Minimal to Severe. Full methodology: /methodology/.
Historical Coverage
The published series runs 2005-Q1 to 2026-Q2 — 86 quarters on a single yardstick. The published history holds the global financial crisis at its peak: the index tops out at 90.0 in 2009-Q3. The other end of the range is the stimulus-era trough, 22.7 in 2021-Q4.
Leading Indicator Evidence
The systematic scanner reports 8 fully validated indicator pairs. One example is Delinquency Rate on Credit Card Loans leads Charge-Off Rate on All Loans by 3 quarters with r = 0.66. Full artifact: leading-indicator research JSON. Active historical-pattern monitoring: Structural Outlook.
Update Cadence
Fully automated indicators sourced from the U.S. Bureau of Labor Statistics or retrieved through FRED update within 24 hours of source publication via GitHub Actions. Semi-automated indicators (press release parsing) update within 48 hours. All indicator JSON files include last_updated timestamps.

Historical Series

The full quarterly history is available via the index API endpoint. Each observation includes the quarter, composite, band, band label, all five domain scores, and the member percentiles behind them. This data can be used to reproduce the published series end to end, decompose any quarter by domain, or extend the analysis.

Leading Indicator Research

Beyond tracking current conditions, our research pipeline systematically tests all pairwise indicator combinations for statistically validated leading relationships. A five-filter pipeline identifies cases where one indicator consistently precedes another by multiple quarters across multiple economic crises.

Unavailable
Pairs Tested
5
Validation Filters
0
Fully Validated

Validated Leading Relationships

Scanner has not yet been run. See the Structural Outlook page for current status.

The family-v1 artifact contains indicator-level results only. It does not establish a domain-to-domain lead from Safety Net & Buffer to Delinquency; publishing that claim would require a separate committed model artifact.

API Access

GET
/api/research/leading-indicators.json

All validated leading relationships with correlation coefficients, lag periods, Granger causality statistics, and out-of-sample validation metrics.

curl https://americandefault.org/api/research/leading-indicators.json

Python Example

import requests # Fetch leading indicator research resp = requests.get("https://americandefault.org/api/research/leading-indicators.json") data = resp.json() # List validated pairs for pair in data["validated_pairs"]: leader = pair["leader"]["name"] follower = pair["follower"]["name"] lag = pair["lag_quarters"] r = pair["correlation"] print(f"{leader} → {follower} ({lag}q lag, r={r:.2f})")

Active structural projections based on these relationships are tracked on the Structural Outlook page. The structural projections methodology covers the full cross-correlation approach.

Cite This Data

Suggested Citations

APA (American Distress Index):

American Default Research. (2026). American Distress Index [Data set]. https://americandefault.org/adi/

APA (individual indicator):

American Default Research. (2026). [Indicator name] [Data set]. https://americandefault.org/indicators/[slug]/

BibTeX:

@misc{adi2026, title={American Distress Index}, author={{American Default Research}}, year={2026}, url={https://americandefault.org/adi/}, note={Composite household financial distress index}}

Citation Tools

  • Per-indicator citations: Every indicator page has a "Cite" button generating APA, MLA, Chicago, and BibTeX formats
  • Bulk citation widget: The press page has a dropdown selector for all 105 indicators with formatted citations
  • BibTeX files: /citations/{slug}.bib for any indicator — import directly into Zotero, Mendeley, or EndNote
  • RIS files: /citations/{slug}.ris — compatible with all major reference managers
  • Printable summary: The one-page index summary provides a print-friendly reference with the current score and citation block

Attribution for Underlying Data

The American Distress Index composite score, component analysis, and editorial content are original work by American Default Research. When citing specific government statistics (e.g., the personal savings rate), also cite the original agency:

U.S. Bureau of Economic Analysis, Personal Saving Rate [PSAVERT], retrieved via FRED, a service of the Federal Reserve Bank of St. Louis; https://fred.stlouisfed.org/series/PSAVERT, March 2026.

Research Contact

Ross Kilburn
Founder & Lead Analyst

Available for research collaboration, custom data requests, methodology questions, and speaking engagements.

Related Resources

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