Data and downloads

The American Distress Index is a free, open dataset tracking U.S. household financial distress across 119 live economic indicators. The public catalog contains 121 tracked series, including 0 placeholder entries and 2 historical series. This one page holds everything you need to download, query, reproduce, and cite the index data, plus the live status of every series. No API keys, no registration, no restrictions on academic use.

Dataset Overview

119
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 quarterly history on its current reporting basis. 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 121 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

119 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), Housing 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
Day Care and Preschool CPI Prices day-care-and-preschool-cpi Consumer Price Index (CPI), Cost of Living
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
Didn't Have Enough to Eat Who's Hurting didnt-have-enough-to-eat —
Difficulty Paying Usual Household Expenses Who's Hurting the-pinch Financial Distress
Energy Cost Burden (Energy PCE as % of Disposable Income) Prices the-energy-squeeze Housing 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), Housing Cost Burden
HELOC Balances Outstanding Savings heloc-balance-growth HELOC (Home Equity Line of Credit), Home Equity
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 Net Worth of Homeowner Families Savings median-net-worth-of-homeowner-families Home Equity, Personal Savings Rate
Median Net Worth of Renter Families Savings median-net-worth-of-renter-families Home Equity, Personal Savings Rate
Median Sale Price of New Houses (US) Housing median-sales-price-of-houses-sold-us Median Home Price, Housing Affordability
Median Size of New Single-Family Homes Completed Housing median-size-of-new-single-family-homes-completed Cost of Living
Medicaid / CHIP Enrollment Who's Hurting medicaid-chip-enrollment-monthly Housing 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
Mortgages With Less Than 10 Percent Equity Housing mortgages-with-less-than-10-percent-equity Home Equity, Loan-to-Value Ratio (LTV), Underwater Mortgage, Second Mortgage
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 —
New Serious Delinquency Rate, Borrowers Age 18 to 29 Debt new-serious-delinquency-rate-borrowers-age-18-to-29 Delinquency, Credit Report
New Serious Delinquency Rate, Borrowers Age 30 to 39 Debt new-serious-delinquency-rate-borrowers-age-30-to-39 Delinquency, Credit Report
New Serious Delinquency Rate, Borrowers Age 40 to 49 Debt new-serious-delinquency-rate-borrowers-age-40-to-49 Delinquency, Credit Report
New Serious Delinquency Rate, Borrowers Age 50 to 59 Debt new-serious-delinquency-rate-borrowers-age-50-to-59 Delinquency, Credit Report
New Serious Delinquency Rate, Borrowers Age 60 to 69 Debt new-serious-delinquency-rate-borrowers-age-60-to-69 Delinquency, Credit Report
New Serious Delinquency Rate, Borrowers Age 70 and Over Debt new-serious-delinquency-rate-borrowers-age-70-and-over Delinquency, Credit Report
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
Point-in-Time Count of People Experiencing Homelessness Who's Hurting annual-homelessness-assessment-pit-count U.S. Department of Housing and Urban Development (HUD), Housing Cost Burden
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), Housing 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
Tenants' and Household Insurance CPI Prices tenants-and-household-insurance-cpi Consumer Price Index (CPI), Hazard Insurance, Insurance Escrow
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
Underwater Mortgages (Owing More Than the Home Is Worth) Housing underwater-mortgages-owing-more-than-the-home-is-worth Underwater Mortgage, Home Equity, Loan-to-Value Ratio (LTV), Second Mortgage
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 U.S. Department of Housing and Urban Development FHA Single-Family Loan Performance Trends; 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 quarterly history on its current reporting basis. One yardstick: 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 9 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.
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.

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})")

The structural projections methodology covers the full cross-correlation approach.

For data users: MCP server, bulk files and commercial use

A single composite measuring U.S. household financial distress on a 0–100 scale, the same composite extended down to 3,144 counties, and 121 distress indicators wired through one consistent schema with cross-correlation results pre-computed. Free for any use, attribution required (Creative Commons Attribution 4.0), MCP-queryable from your model. MCP limits: 60 requests a minute burst, 600 an hour sustained, per client. The HTTP endpoints have no application-layer limits; please cache reads. Everything is open; a partner who needs higher limits or a service-level arrangement can use the commercial-use form.

MCP endpoint

The full data layer is exposed as an MCP server — Anthropic's open standard for letting language models call tools. Any MCP-compatible client can query the indicators and county scorecards directly: Claude Desktop, Claude Code, Cursor, plus any in-house agent built on the MCP SDK. Read-only, rate-limited, auth-stub-ready for higher tiers, and free to install.

Install

Download the MCP server source files, install the Python dependencies, and add the server to your client's config. Full setup notes live in the MCP server README.

~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "american-default": {
      "command": "/absolute/path/to/venv/bin/python3",
      "args": ["-m", "scripts.machine_layer.mcp_server"],
      "cwd": "/absolute/path/to/american-default",
      "env": {
        "PYTHONPATH": "/absolute/path/to/american-default"
      }
    }
  }
}

Restart Claude Desktop. The six tools appear under the hammer icon. Other MCP clients (Cursor, in-house agents using the SDK) accept the same stdio invocation.

Tool surface

Tool Input Returns
get_indicator slug (e.g. the-buffer) Original v1 response shape under the byte-identical public schema, with pre-computed aggregates and canonical citation
get_indicator_v2 slug, response_version: "v2" Explicit v2 snapshot adding trend_suppressed and series_breaks
get_county_scorecard fips (5-digit; 4-digit accepted) CDI score, 5-domain breakdown, pre-baked citations
get_adi_composite — Latest quarter, five domain scores, band + reading, citation
search_indicators query, optional limit (max 50) Ranked matches with slug, branded name, category, URL
get_cross_correlations slug Validated leading and lagging pairs split into as_leader + as_follower

The five legacy tools carry schema_version: "v1" and retain their pinned response shapes. get_indicator_v2 requires response_version: "v2" and returns schema_version: "v2". Unsupported versions fail closed rather than falling back to a different shape.

Worked example — cross-correlation from inside Claude

A risk modeler asks Claude (with the MCP server installed) to find what follows credit-card delinquency in the fully validated scanner output. Claude invokes get_cross_correlations with the stored indicator slug and synthesizes the response.

User
Use the American Default MCP to find what follows credit-card delinquency and write a one-paragraph synthesis a credit committee could read.
Tool call
get_cross_correlations(slug="the-late-fee")
Tool response (excerpt)
{
  "indicator_slug": "the-late-fee",
  "as_leader": [
    {
      "leader_slug": "the-late-fee",
      "leader_name": "Delinquency Rate on Credit Card Loans",
      "follower_slug": "charge-off-rate-on-all-loans",
      "follower_name": "Charge-Off Rate on All Loans",
      "lag_quarters": 3,
      "correlation_r": 0.6573196971371917,
      "crises_validated": 2,
      "granger_p": 0.00058,
      "oos_validation_r": 0.8266
    }
  ],
  "as_follower": []
}
Synthesis (Claude, drawing on the response)
The committed scanner records credit-card delinquency leading all-loan charge-offs by 3 quarters at r = 0.66. The pair validated in multiple historical windows. Model committees should read it as pair-specific historical context, not a causal estimate or a domain-level forecast.

The same API workflow can be used with any of the 121 cataloged indicators. Cross-correlation results came out of a five-filter scanner (FDR-corrected cross-correlation, first-differenced series, multi-crisis validation, Granger testing, out-of-sample validation) that tested 127,509 pair-lag combinations and produced 9 fully validated relationships. Methodology lives at /methodology/; the systematic results return as JSON at /api/research/leading-indicators.json.

Source: scripts/machine_layer/. Probe mode at python3 -m scripts.machine_layer.mcp_server --probe emits a JSON handshake and exits — useful for CI smoke tests.

Indicator catalog

121 indicators across the catalog. Every indicator has its own page (live data, chart, source attribution), full historical JSON, downloadable CSV, and machine-readable citation files. The category-by-category list is in the variable table above.

Per-indicator URLs

Substitute any indicator slug (e.g. the-buffer, auto-loan-delinquency-90-days, cpi-inflation-rate-all-items) for {slug} below. The full slug list is in the human-readable indicator index, the machine-readable /api/indicators.json, or the /llms.txt that LLMs hit on first contact.

What URL
Page /indicators/{slug}/
Full historical JSON /api/indicators/{slug}.json
Full series CSV /api/downloads/{slug}.csv
BibTeX citation /citations/{slug}.bib
RIS citation (EndNote, Zotero) /citations/{slug}.ris

Browse the full indicator list at /indicators/. The /sources/ index groups indicators by federal publisher (FRED, BLS, NY Fed, Census, etc.) for users who think in publisher-units rather than topic-units.

Bulk endpoints

When you want everything in one fetch — to load into a notebook, a backtest harness, or a model committee deck.

Endpoint What it contains
/api/adi.json Full quarterly history of the American Distress Index back to 2005-Q1: composite, band and band label, five domain scores, member percentiles
/api/downloads/adi.csv Same content as CSV — one row per quarter
/api/indicators.json All 121 tracked series with current or explicitly last-verified values, data status, trend, units, page URL, JSON URL, and last update
/api/downloads/all-indicators-latest.csv 119 current indicators as CSV — one row per indicator with the latest value; historical series are excluded
/api/downloads/state-debt-statistics.csv 51-state debt and delinquency metrics (mortgage, credit card, auto, student loan, HELOC) sourced from the NY Fed Consumer Credit Panel state release
/api/research/leading-indicators.json 9 fully validated leading-indicator relationships from the systematic five-filter scanner, plus the funnel statistics for every filter stage

County-level scorecards are best fetched one at a time via the MCP get_county_scorecard(fips) tool — the JSON payload is ~2.5 KB per county and the rate limiter is generous enough to walk the full 3,144-county set inside an hour from a single client. The scorecard JSON includes the composite score, all five domain scores, national and state ranks, and pre-baked citations. Source: get_county_scorecard.py in the MCP server.

License and attribution

Creative Commons Attribution 4.0: use the data in commercial work, model committees, products, and journalism. Attribution is the only requirement. The canonical institutional name is American Default Research; a ready citation is at /methodology/#cite, and more formats are in the citation section above. The full canonical attribution block, including incorrect forms not to use, is at /llms.txt.

FRED-derived series carry FRED's own attribution requirements (St. Louis Fed Terms of Use, including the no-AI-training clause). Downstream republishers should pass those through.

Talk to us about commercial use

Free with attribution covers virtually every use we have seen so far — research, journalism, product features that cite us, model-committee presentations. Contact us about anything that doesn't fit that shape: partnerships, embedded uses, white-label requests, custom data work, or a service-level arrangement for operational support.

Start a commercial-use conversation

Include your organization, what you are building, and the best email for a reply.

Your information is used to reply to this inquiry. This form does not subscribe you.

Prefer email? Write to partnerships@americandefault.org.

Data status and update frequency

121 indicators tracked across federal, state, and private-sector sources, with the publisher, how often it updates, and when we last refreshed it.

Indicator Source Frequency Last Updated
401(k) Loan Outstanding Rate Vanguard How America Saves 2026 Annual Sep 25, 2026
Adults Who Paid Less or Skipped Bills Federal Reserve Bank of Philadelphia LIFE Survey Quarterly Sep 25, 2026
AI Share of Indeed Job Postings Indeed Hiring Lab AI Tracker (public CSV) Monthly Nov 4, 2026
AI-Attributed Layoff Announcements Challenger, Gray & Christmas Monthly Oct 1, 2026
Atlanta Fed Wage Growth Tracker (1st Quartile) Federal Reserve Bank of Atlanta data retrieved via FRED Monthly Oct 12, 2026
Auto Insurance Inflation Premium (Auto CPI minus Overall CPI) Computed from U.S. Bureau of Labor Statistics Motor Vehicle Insurance CPI and All Items CPI Monthly Oct 14, 2026
Auto Loans 90+ Days Past Due New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Bankcard Balances 60+ Days Past Due (Equifax) Equifax Monthly Press Release Monthly Oct 20, 2026
Bankruptcy Chapter 7 to Chapter 13 Filing Ratio Administrative Office of the U.S. Courts, Table F-2 Quarterly Oct 23, 2026
Bankruptcy Filings YoY Change Administrative Office of the U.S. Courts Quarterly Nov 4, 2026
Bottom-Half Share of Household Wealth Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Sep 22, 2026
Bottom-Quartile Wage Growth vs. Inflation Computed from Federal Reserve Bank of Atlanta Wage Growth Tracker and U.S. Bureau of Labor Statistics Consumer Price Index Annual Sep 24, 2026
Business AI Adoption Rate U.S. Census Bureau, Business Trends and Outlook Survey Periodic Oct 9, 2026
Buy Now Pay Later Lending Volume Consumer Financial Protection Bureau Buy Now, Pay Later Market Report Periodic Sep 17, 2026
CFPB Consumer Complaint Volume Consumer Financial Protection Bureau Monthly Nov 4, 2026
Challenger Job Cut Announcements Challenger, Gray & Christmas Monthly Oct 1, 2026
Chapter 13 Bankruptcy Filings (YoY % Change) Computed from Administrative Office of the U.S. Courts Table F-2 Quarterly Oct 23, 2026
Chapter 7 Bankruptcy Filings (YoY % Change) Computed from Administrative Office of the U.S. Courts Table F-2 Quarterly Oct 23, 2026
Charge-Off Rate on All Loans Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Charge-Off Rate on Credit Card Loans Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Charge-Off Rate on Single-Family Residential Mortgages Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Commercial Bank Interest Rate on Credit Card Plans Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Oct 7, 2026
Conference Board Consumer Expectations Index The Conference Board Monthly Oct 27, 2026
Continued Unemployment Claims (SA) U.S. Department of Labor data retrieved via FRED Weekly Oct 29, 2026
Cotality Current-to-30-Day Mortgage Transition Rate CoreLogic / Cotality Monthly Report Quarterly Jul 6, 2026
CPI Inflation Rate (All Items) U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 14, 2026
Credit Card Delinquency at Banks Outside the Top 100 Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Credit Card Delinquency Gap: Smaller Banks vs. the 100 Largest Computed (Board of Governors of the Federal Reserve System data retrieved via FRED: DRCCLOBS - DRCCLT100S) Quarterly Sep 7, 2026
Day Care and Preschool CPI U.S. Bureau of Labor Statistics Monthly Oct 29, 2026
Delinquency Rate on Consumer Loans (ex credit card) Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Delinquency Rate on Credit Card Loans Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Aug 26, 2026
Delinquency Rate on Single-Family Residential Mortgages, All Commercial Banks Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Sep 3, 2026
Didn't Have Enough to Eat Board of Governors of the Federal Reserve System, Survey of Household Economics and Decisionmaking (SHED) Annual Oct 15, 2026
Difficulty Paying Usual Household Expenses U.S. Census Bureau Household Pulse Survey Biweekly Nov 4, 2026
Energy Cost Burden (Energy PCE as % of Disposable Income) Computed (U.S. Bureau of Economic Analysis data retrieved via FRED: DNRGRC1Q027SBEA / DSPI × 100) Quarterly Oct 29, 2026
Energy Price Inflation (CPI) U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
Family Income Inequality (Gini) U.S. Census Bureau data retrieved via FRED Annual Sep 22, 2026
Fannie Mae and Freddie Mac Loans in Forbearance Federal Housing Finance Agency, Foreclosure Prevention and Refinance Report Monthly Oct 19, 2026
Federal Customs Duties as % of Disposable Personal Income Computed from U.S. Bureau of Economic Analysis federal customs duties and NIPA disposable personal income data retrieved via FRED Annual Nov 4, 2026
FHA Mortgage Delinquency Rate U.S. Department of Housing and Urban Development, Federal Housing Administration Monthly Nov 3, 2026
Financially Healthy Households (Financial Health Network) Financial Health Network Annual Survey Annual Sep 25, 2026
Food Price Inflation (CPI) U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
Foreclosure Filings YoY Change ATTOM Data Solutions Quarterly Sep 25, 2026
Foreclosure Prevention Actions Completed, Fannie Mae and Freddie Mac Loans Federal Housing Finance Agency, Foreclosure Prevention and Refinance Report Monthly Oct 19, 2026
Foreclosure Starts vs. Bank Repossessions ATTOM Data Solutions Monthly Sep 22, 2026
Foreclosure Starts, Fannie Mae and Freddie Mac Loans Federal Housing Finance Agency, Foreclosure Prevention and Refinance Report Monthly Oct 19, 2026
Gas Price to Pay Ratio Computed (U.S. Energy Information Administration/U.S. Bureau of Labor Statistics data retrieved via FRED: GASREGW / LES1252881500Q) Quarterly Oct 22, 2026
Grocery Affordability Gap Computed (U.S. Bureau of Labor Statistics Average Hourly Earnings YoY - Food CPI YoY) Monthly Oct 14, 2026
Grocery Prices Cumulative Change Since Jan 2020 Computed from U.S. Bureau of Labor Statistics Food-at-Home CPI Monthly Oct 14, 2026
Healthcare Inflation Premium (Medical CPI minus Overall CPI) Computed (Medical Care CPI - CPI All Items YoY) Monthly Oct 14, 2026
HELOC Balances Outstanding New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Household Debt Service Ratio Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Sep 22, 2026
Household Food Insecurity Rate U.S. Department of Agriculture Economic Research Service Periodic Jul 22, 2026
Indeed Job Postings Index (US) Indeed data retrieved via FRED Daily Nov 4, 2026
Information Sector Job Openings (NAICS 51) U.S. Bureau of Labor Statistics, JOLTS Monthly Nov 3, 2026
Initial Unemployment Claims (SA) U.S. Department of Labor data retrieved via FRED Weekly Oct 29, 2026
Involuntary Part-Time Share of Employment Computed (U.S. Bureau of Labor Statistics LNS12032194 / CE16OV data retrieved via FRED) Monthly Oct 2, 2026
JOLTS Quits Rate U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Nov 3, 2026
Labor Share of Nonfarm Business Output U.S. Bureau of Labor Statistics data retrieved via FRED Quarterly Sep 3, 2026
Loan Modifications Completed, Fannie Mae and Freddie Mac Loans Federal Housing Finance Agency, Foreclosure Prevention and Refinance Report Monthly Oct 19, 2026
Long-Term Unemployed Share (27+ Weeks) U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Median Net Worth of Homeowner Families Board of Governors of the Federal Reserve System, Survey of Consumer Finances Event-driven Oct 31, 2026
Median Net Worth of Renter Families Board of Governors of the Federal Reserve System, Survey of Consumer Finances Event-driven Oct 31, 2026
Median Sale Price of New Houses (US) U.S. Census Bureau data retrieved via FRED Quarterly Oct 27, 2026
Median Size of New Single-Family Homes Completed U.S. Census Bureau data retrieved via FRED Quarterly Oct 29, 2026
Medicaid / CHIP Enrollment Centers for Medicare & Medicaid Services Medicaid & CHIP Monthly Enrollment Monthly Nov 2, 2026
Medical Care CPI U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
METR 50% Task-Completion Horizon METR (Model Evaluation & Threat Research) Event-driven Sep 25, 2026
Monthly FHA Loan Endorsements U.S. Department of Housing and Urban Development, Federal Housing Administration Monthly Oct 8, 2026
Mortgage Debt Service Ratio Board of Governors of the Federal Reserve System data retrieved via FRED Quarterly Sep 22, 2026
Mortgage Origination Volume New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Mortgages With Less Than 10 Percent Equity Federal Housing Finance Agency, National Mortgage Database Aggregate Statistics Quarterly Oct 1, 2026
Motor Vehicle Insurance CPI U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
Multiple Jobholders Share of Employment U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
New Serious Delinquency Rate, Borrowers Age 18 to 29 New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
New Serious Delinquency Rate, Borrowers Age 30 to 39 New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
New Serious Delinquency Rate, Borrowers Age 40 to 49 New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
New Serious Delinquency Rate, Borrowers Age 50 to 59 New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
New Serious Delinquency Rate, Borrowers Age 60 to 69 New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
New Serious Delinquency Rate, Borrowers Age 70 and Over New York Fed Consumer Credit Panel / Equifax Quarterly Oct 29, 2026
NFCI Non-Financial Leverage Subindex Federal Reserve Bank of Chicago data retrieved via FRED Weekly Nov 4, 2026
Part-Time for Economic Reasons U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Personal Saving Rate U.S. Bureau of Economic Analysis data retrieved via FRED Monthly Oct 29, 2026
Point-in-Time Count of People Experiencing Homelessness U.S. Department of Housing and Urban Development Annual Homeless Assessment Report Annual Sep 25, 2026
Prescription Drug CPI U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
Prime-Age Employment Rate (25-54) U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Productivity-Pay Wedge Computed (U.S. Bureau of Labor Statistics OPHNFB vs COMPRNFB data retrieved via FRED) Quarterly Sep 3, 2026
Real Federal Minimum Wage Computed (U.S. Department of Labor FEDMINNFRWG / CPI data retrieved via FRED) Monthly Oct 14, 2026
Real Median Weekly Earnings U.S. Bureau of Labor Statistics data retrieved via FRED Quarterly Oct 21, 2026
Real Production & Nonsupervisory Wage Computed (U.S. Bureau of Labor Statistics AHETPI / CPI data retrieved via FRED) Monthly Oct 14, 2026
Residential Electricity Disconnections U.S. Energy Information Administration, Residential Utility Disconnections Report Annual Sep 25, 2026
Revolving Credit Utilization (75th Percentile) Federal Reserve Bank of Philadelphia data retrieved via FRED Quarterly Oct 7, 2026
Senior Loan Officer Survey: Banks Tightening Standards Board of Governors of the Federal Reserve System Senior Loan Officer Opinion Survey data retrieved via FRED Quarterly Nov 2, 2026
Serious Delinquency Rate (90+ days, All Loan Types) New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Serious Delinquency Rate, Fannie Mae and Freddie Mac Loans Federal Housing Finance Agency, Foreclosure Prevention and Refinance Report Monthly Oct 19, 2026
Share of Adults Who Would Use Savings for a $1,000 Emergency Bankrate Emergency Savings Report Annual Aug 14, 2026
Share of Bank of America Checking Households Living Paycheck to Paycheck Bank of America Institute Annual Feb 23, 2026
Share of Student Loan Balances 90+ Days Delinquent New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
SHED Emergency Savings Survey Board of Governors of the Federal Reserve System Survey of Household Economics and Decisionmaking Annual Jul 20, 2026
Shelter CPI U.S. Bureau of Labor Statistics Monthly Oct 14, 2026
SNAP (Food Stamp) Enrollment U.S. Department of Agriculture Food and Nutrition Administration Monthly Nov 4, 2026
States with Credit Card Delinquency Above 10% New York Fed Consumer Credit Panel / Equifax Annual Mar 1, 2026
Student Loan Borrowers Behind on Payments or in Collections Board of Governors of the Federal Reserve System, Survey of Household Economics and Decisionmaking (SHED) Periodic Feb 27, 2026
Tenants' and Household Insurance CPI U.S. Bureau of Labor Statistics Monthly Oct 29, 2026
Top vs Bottom Income Quartile Spending Gap Opportunity Insights Economic Tracker, data from Affinity Solutions; Raj Chetty, John Friedman, Nathaniel Hendren, Michael Stepner and the Opportunity Insights Team, "The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data" Monthly Aug 11, 2026
Total Consumer Credit Outstanding Board of Governors of the Federal Reserve System data retrieved via FRED Monthly Oct 7, 2026
Total Credit Card Debt Outstanding New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Total Delinquency Rate (All Loan Types) New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Total Household Debt New York Fed Consumer Credit Panel / Equifax Quarterly Aug 11, 2026
Total Nonfarm Payrolls U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Total Revolving Credit Outstanding Board of Governors of the Federal Reserve System data retrieved via FRED Monthly Oct 7, 2026
TransUnion Credit Card Borrower Delinquency TransUnion Quarterly Press Release Quarterly Aug 21, 2026
U-6 Underemployment Rate U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Unbanked Household Rate (FDIC) Federal Deposit Insurance Corporation National Survey of Unbanked and Underbanked Households Biennial Feb 27, 2026
Underwater Mortgages (Owing More Than the Home Is Worth) Federal Housing Finance Agency, National Mortgage Database Aggregate Statistics Quarterly Oct 1, 2026
Unemployment Rate U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026
Union Membership Rate U.S. Bureau of Labor Statistics Union Members Annual Sep 25, 2026
University of Michigan Consumer Sentiment Index Surveys of Consumers, University of Michigan, University of Michigan: Consumer Sentiment © [UMCSENT], retrieved from FRED, Federal Reserve Bank of St. Louis Monthly Oct 23, 2026
Vanguard Hardship Withdrawal Rate Vanguard How America Saves 2026 Annual Sep 24, 2026
Wage Growth vs CPI Spread Computed (Federal Reserve Bank of Atlanta Wage Tracker - CPI YoY) Monthly Oct 14, 2026
Youth Unemployment Rate (16-24) U.S. Bureau of Labor Statistics data retrieved via FRED Monthly Oct 2, 2026

Cite This Data

Suggested Citations

APA (American Distress Index):

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

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/methodology/}, 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 119 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

Sources and method

We write with assistance from AI tools. Figures come from the data and sources named on this page.