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Data library

Open datasets, fully documented — searchable here, and readable by any LLM.

  • Bank for International Settlements

    Debt service ratios (quarterly, 32 economies)

    BIS debt service ratios — interest payments plus amortisations relative to income, in per cent — for households & NPISHs, non-financial corporations and the private non-financial sector. Bank for International Settlements, BIS Data Portal.

    • debt
    • credit
    • households
    • corporates
    rows
    7,182
    Quality
    97
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Bank for International Settlements

    Total credit to the private non-financial sector (quarterly, 48 economies)

    Credit from all sectors to the private non-financial sector at market value, as a percentage of GDP, adjusted for breaks, from 1947. Bank for International Settlements, BIS Data Portal.

    • credit
    • debt
    • leverage
    • financial-stability
    rows
    9,825
    Quality
    97
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Global Credit Cycle Signals (derived)

    Global credit cycle signals (debt-service burden deviation, credit growth, boom flags)

    Value-added credit-cycle signals derived from the free Bank for International Settlements debt-service-ratio and total-credit statistics (private non-financial sector): per-country DSR deviation from its 8-year mean, DSR z-scores, total-credit year-on-year growth, credit-boom flags at a +2pp deviation threshold, 3-sigma anomaly flags, and per-quarter cross-country ranks — the canonical BIS early-warning gauges in one frame. All computation is local pandas/numpy; no paid models or APIs.

    • credit
    • debt-service
    • financial-stability
    • early-warning
    rows
    13,301
    Quality
    92
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Credit-to-GDP Gap Signals (derived)

    Credit-to-GDP gap signals (BIS macroprudential credit cycle)

    Quarterly macroprudential signals derived from BIS credit-to-GDP gaps: the deviation of private-sector credit from its long-run trend for ~44 economies — the Basel III countercyclical-buffer guide — alongside the underlying credit-to-GDP ratio. Each series carries quarter-on-quarter and year-on-year changes, 30-quarter annualized change volatility, 1-quarter momentum, 3-sigma anomaly flags vs a trailing 12-quarter baseline, naive-drift 1-quarter forecasts, a per-quarter cross-country volatility rank, plus Basel guide flags (gap > 2pp, gap > 10pp) and 10-year z-scores. Country codes are normalized to ISO alpha-3 so rows join cleanly with other country-keyed datasets. Raw series: Bank for International Settlements (WS_CREDIT_GAP).

    • credit
    • credit-cycle
    • macroprudential
    • financial-stability
    rows
    17,000
    Quality
    92
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • Bank Credit Cycle Signals (derived)

    US bank credit cycle signals (loan growth momentum, delinquency stress regime, anomalies, forecasts)

    Signals derived from FRED's US bank-credit series: 30-period annualized volatility of changes, 3-month momentum, year-over-year level change, 3-sigma anomaly flags, naive-drift 1-month forecasts, a per-date cross-series volatility rank, and a delinquency stress-regime flag (1 when the real-estate delinquency rate exceeds its trailing-5-year 75th percentile) mapped onto every row's quarter. Covers TOTLL (weekly bank credit of all commercial banks), BUSLOANS (monthly commercial & industrial loans), REVOLSL (monthly consumer credit outstanding) and DRALACBN (quarterly delinquency rate on all real-estate loans). All rows are normalized to country_code USA so they join cleanly with US macro data. Raw series: Federal Reserve Bank of St. Louis (FRED).

    • credit
    • bank-credit
    • loans
    • delinquency
    rows
    4,627
    Quality
    99
    Updated
    Sep 22, 2026
    Aging
    License
    Commercial use OK
  • Debt-Service Stress Signals (derived)

    BIS debt-service stress signals (debt-burden z-scores, stress flags)

    Quarterly financial-stress signals derived from BIS debt service ratios (keyless SDMX, WS_DSR, ~30 economies, 1999 ->): the DSR (interest + amortisation over income, %) for households, non-financial corporations and the private non-financial sector, with quarter-on-quarter and year-on-year changes, 30-quarter change volatility, 3-sigma anomaly flags vs a trailing-12-quarter baseline, drift forecasts, per-quarter cross-country volatility ranks, 10-year DSR z-scores, high-stress and rising-burden flags, and the household-minus-corporate sectoral spread. The debt-burden-stress companion to the credit-cycle gap signals. Country codes normalized to ISO alpha-3. Raw data: Bank for International Settlements.

    • debt
    • debt-service
    • financial-stability
    • stress
    rows
    7,182
    Quality
    95
    Updated
    Sep 22, 2026
    Fresh
    License
    No commercial use
  • US Financial-Conditions Stress Intelligence (FRED, keyless)

    US financial-conditions stress panel (Chicago Fed NFCI/ANFCI, weekly)

    Weekly US financial-conditions stress panel, 1971-01-08 onward: the Chicago Fed National Financial Conditions Index (NFCI) and its business-cycle-adjusted variant (ANFCI) — weighted averages of 105 financial indicators in money, debt, equity and banking markets, in standard deviations from the historical mean, redistributed keyless via FRED fredgraph.csv. Positive values mean conditions tighter than average. Carries week-over-week changes, a trailing-52-week NFCI z-score, the NFCI-minus-ANFCI business-cycle gap, a stress flag (NFCI > 0) and a severe-stress flag (NFCI > 1.0, ~13% of weeks since 1971). One row per Friday publication week; both series are complete over the whole grid, so any null fails loudly. Who joins this: subscription businesses watch stress_flag for churn-risk regimes; B2B sales teams time outreach away from severe_stress_flag weeks; macro models condition consumer-spending forecasts on the NFCI level.

    • financial-stress
    • financial-conditions
    • financial-stability
    • macroeconomics
    rows
    2,908
    Quality
    100
    Updated
    Sep 30, 2026
    Fresh
    License
    Commercial use OK
  • Global Household-Debt Signals (derived)

    Global household-debt signals (private leverage gauges)

    Annual household-leverage signals derived from the IMF DataMapper (total household debt, all instruments, % of GDP, 44 economies, 1950 ->): 1-year and 3-year changes, 30-year change volatility, 3-sigma anomaly flags vs a trailing-10-year baseline, naive-drift 1-year forecasts, per-year cross-country volatility ranks, 10-year debt z-scores, 5-year leverage build-up, and high-debt (>60% of GDP), rapid-rise, and deleveraging flags. The global private-leverage companion to the sovereign-debt signals. Country codes normalized to verified ISO alpha-3. Raw data: International Monetary Fund (DataMapper, keyless API).

    • household-debt
    • private-leverage
    • consumer-credit
    • deleveraging
    rows
    1,197
    Quality
    90
    Updated
    Sep 22, 2026
    Fresh
    License
    License unclear
  • US Loan-Loss Signals (derived)

    US loan-loss signals (charge-off rates, stress regimes)

    Quarterly US bank loan-loss signals from Federal Reserve Board charge-off rates (via FRED): all-real-estate-loan charge-offs (CORALACBS) and credit-card charge-offs (CORCCACBS), 1991 ->, with quarter-on-quarter and year-on-year change, 30-quarter change volatility, 3-sigma anomaly flags, naive-drift forecasts, 5-year loss z-scores, and elevated / severe loss-regime flags. The realized-losses lens on bank credit quality — the realized damage to delinquency's early warning. Companion to us-bank-credit-cycle-signals (volumes, delinquency) and us-sloos-bank-lending-standards-signals (standards). All rows normalized to country_code USA. Raw series: Board of Governors of the Federal Reserve System via FRED.

    • banks
    • charge-offs
    • loan-losses
    • credit-quality
    rows
    332
    Quality
    99
    Updated
    Sep 22, 2026
    Fresh
    License
    Commercial use OK
  • US Funding-Stress Signals (derived)

    US funding-stress signals (money-market rates, stress regimes)

    Daily US money-market funding-stress signals: TED spread (TEDRATE), the Secured Overnight Financing Rate (SOFR), and the Interest Rate on Reserve Balances (IORB), 2018 ->, with 63-day and 252-day changes, 30-day change volatility, 3-sigma anomaly flags, 21-day naive-drift forecasts, SOFR-above-IORB funding-pressure flags, 5-year spread z-scores, and elevated / severe stress-regime flags. The overnight-funding lens on financial stress — the policy-transmission mechanics behind the composite indices. Companion to us-financial-stress-index-signals (STLFSI4/NFCI composites). All rows normalized to country_code USA. Raw series: Federal Reserve / Federal Reserve Bank of New York via FRED.

    • money-markets
    • funding-stress
    • sofr
    • ted-spread
    rows
    5,001
    Quality
    98
    Updated
    Sep 26, 2026
    Stale
    License
    Commercial use OK

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