Macroeconomic Datasets & Financial Data Repository



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Macro-Financial Data & Research

Download 79 clean macroeconomic datasets (CSV & Excel), explore 31 original research studies, and access interactive charts built from FRED, BLS, IMF and BEA data. Every dataset includes key statistics, Python/R code snippets, historical regime analysis, and free download. Learn how to read macro-financial indicators.

Daily updates (Mon–Sat, 08:00 UTC). Open data under CC BY 4.0 license. For topical macro research, see the Macro Watch.

Datasets79
Evergreen studies31
Coverage1913–2026
FormatsCSV · XLSX
UpdatesDaily
SourcesFRED · BLS · IMF




US Equities

US benchmark indices, volatility, long-term valuations — and the non-linear relationship between real rates and equity multiples.

12 datasets · 4 studies · Weekly & monthly updates

📄 Research study

US Real Interest Rates vs CAPE Ratio (1963–present)

The relationship between real rates and equity valuations is non-linear — a “tent” pattern where the highest multiples appear at moderately positive real rates, not at the lows. 757 monthly observations, regime classification, Excess CAPE Yield analysis.

Data used: S&P 500 returns · Real rates · CPI

📄 Research study

The Contrarian’s Almanac: Why Buying Fear Has Outperformed Since 1990

Buying the S&P 500 when VIX exceeds 30 has produced a +22% median 12-month return since 1990, vs +8% when VIX is below 15. Volatility is not risk — it’s the market’s compensation for discomfort.

Data used: VIX index · S&P 500

📄 Research study

Every S&P 500 Crash Since 1950

Exhaustive catalogue of every S&P 500 peak-to-trough episode since January 1950. Distribution of durations, depths, and recovery times across 75 years of cycles — corrections, bear markets, and severe crashes.

Data used: S&P 500 · S&P 500 returns

📄 Research study

Nasdaq Falls Harder Than S&P 500 in 8 of 9 Bear Markets (1971–2026)

Across the 9 Nasdaq bear markets between 1971 and 2026, the NDX fell harder than the S&P 500 in 8 cases (the 2007-09 GFC is the sole exception, ratio 0.99×). Average ratio: 1.63× (1.71× excluding GFC). The link to real rates only holds since 1995.

Data used: Nasdaq · S&P 500 · Real 10Y rate

Nasdaq Composite — daily (1971–2026)

The benchmark for technology and growth stocks. Over 13,000 observations including the dot-com bubble, the GFC, and the AI era.

  • FRED series NASDAQCOM — weekly
  • CSV & Excel download

S&P 500 CAPE Ratio (1881–2026)

Shiller’s cyclically-adjusted price-to-earnings ratio — the long-term valuation anchor for comparing current multiples to historical extremes.

  • Robert Shiller data — monthly
  • CSV & Excel download

Excess CAPE Yield (1881–2026)

The earnings yield implied by CAPE minus the real 10-year Treasury yield — synthetic measure of valuation attractiveness vs risk-free.

  • Shiller CAPE framework + real rates
  • CSV & Excel download

S&P 500 P/E Ratio (1871–2026)

The classic price/earnings valuation ratio for the S&P 500, constructed from long-term index and earnings history.

  • Long-term valuation series
  • CSV & Excel download

S&P 500 Earnings Yield (1871–2026)

Earnings as a percentage of price — the inverse of P/E, often used for equity risk premium and cross-asset comparisons.

  • Earnings yield over time
  • CSV & Excel download

S&P 500 Dividend Yield (1871–2026)

Long-term income measure useful for valuation and total return analysis.

  • Long-term cash yield series
  • CSV & Excel download

US Equity Risk Premium (1871–2026)

The extra return offered by equities over bonds — calculated as S&P 500 earnings yield minus 10-year Treasury yield.

  • Key indicator for macro regimes
  • CSV & Excel download

Big Tech CapEx as % of Revenue (2015–2026)

How much of their revenue do tech giants reinvest in infrastructure? Quarterly CapEx/Revenue ratio for AAPL, MSFT, GOOGL, AMZN, META, NVDA — via SEC EDGAR.

  • 210 quarterly obs · 6 companies
  • Source: SEC EDGAR XBRL API




Interest Rates & Yield Curve

Treasury yields across the curve, Fed funds rate, mortgage rates, spreads and real rates — with recession signals anchored in the term structure.

14 datasets · 7 studies · Weekly & monthly updates

📄 Risk-free returns

The Hidden Tax on Safety: How “Risk-Free” Assets Destroyed More Wealth Than Most Crashes

Over long periods, staying in cash has produced deeper negative real returns than major bear markets due to inflation.

📄 Yield curve

Yield Curve Inversion History (2s10s Spread)

Complete history of 10Y–2Y inversions since 1976. Every inversion preceded a recession with a 6 to 24 month lag. NBER dating, statistical properties.

📄 Real rates

US Real Interest Rates History (1962–present)

770 monthly observations — from +9.4% (Volcker) to −6.4% (2022 shock). Five monetary regime classifications.

📄 Monetary policy

The Fed’s Track Record: 70 Years of Rate Decisions

Since 1954, the Fed has systematically started raising rates too late (median 8-month lag) and lowering them too late. Quantitative audit of every cycle.

📄 Duration risk

The Worst Bear Market You’ve Never Heard Of: How the 30Y Treasury Lost 53%

The 2020–2023 period produced a 53% drop in long-duration Treasury prices — the worst bond crash in US history.

📄 Market expectations

The 2-Year Treasury Leads Fed Pivots (1976–2026)

The 2-year Treasury yield peaks several months before every Fed cutting cycle since 1976 in median. Full replication over 50 years with lag analysis and false-signal review.

Data used: DGS2 · Fed Funds

📄 Recession probability

Reverse-Engineering the NY Fed Recession Probability Model

Reconstruction of the NY Fed probit model over 35 years of daily Treasury data (1990–2024). Comparison of 10Y–3M and 10Y–2Y signals, 1998 false-positive case, unresolved 2022–2024 inversion, and forward S&P 500 returns by curve regime.

Data used: T10Y3M · T10Y2Y · S&P 500

US 2-Year Treasury Yield (DGS2)

The market’s real-time gauge of expected Fed policy over 24 months. Moves nearly in lockstep with Fed Funds expectations.

  • FRED series DGS2 — weekly
  • Short end of the curve

US 3-Month Treasury Bill (DTB3)

The risk-free rate — the anchor of the curve and reference for money market instruments. Over 18,000 observations since 1954.

  • FRED series DTB3 — weekly
  • Opportunity cost of cash

US 30-Year Treasury Yield (DGS30)

The benchmark for long-term government debt — used to price pensions, insurance reserves, and infrastructure.

  • FRED series DGS30 — weekly
  • Maximum duration

10Y–3M Spread (T10Y3M)

The NY Fed’s preferred recession probability measure. Some research shows superior predictive accuracy to 10Y–2Y.

  • FRED series T10Y3M — weekly
  • Input to NY Fed recession model

US Term Premium (10-Year Treasury)

The compensation required by investors to hold long-term bonds rather than rolling short-term bills.

  • Term premium series — monthly
  • Decomposition of nominal yields

Real 2-Year Treasury Yield (DGS2 – CPI)

Short end of the real yield curve — the direct measure of the Fed’s real policy stance.

  • DGS2 minus CPI YoY — monthly
  • Complements the 10Y on the real curve

Real Federal Funds Rate (1954–2026)

The overnight policy rate minus inflation — the direct measure of whether the Fed is actually tightening or easing.

  • FEDFUNDS minus CPI YoY — monthly
  • The true monetary “stance”

Real Corporate Bond Yield — Moody’s BAA (1953–2026)

The real cost of long-term corporate borrowing — at the IG/HY frontier where fallen-angel risk concentrates.

  • BAA minus CPI YoY — monthly
  • Negative = corporates paid to borrow

Mortgage Spread — 30Y vs 10Y Treasury (1971–2026)

The credit and liquidity premium in housing. Widened to 300+ bps in 2022-2023 during the Fed’s exit from the MBS market.

  • MORTGAGE30US minus DGS10 — weekly
  • Normal: 150–200 bps; stress: 300+

Curve Slope — 10Y Treasury vs Fed Funds (1954–2026)

The total gap between policy and market rates. Inversions signal the market expecting Fed cuts. Longer history than T10Y2Y.

  • GS10 minus FEDFUNDS — monthly
  • Since 1954 — captures more inversions



Inflation & Prices

Consumer prices, producer prices, the Fed’s preferred measures, real wages, and market-implied inflation expectations. See also the complete US inflation guide and the Eco3min Inflation Regime Score.

8 datasets · 5 studies · Monthly updates

📄 Research study

US Inflation Is Not Linear: 110 Years of Purchasing Power Destruction

The US dollar has lost 97% of its purchasing power since 1914. But this destruction has not been gradual — five inflation surges account for more than 80% of the cumulative loss.

Data used: CPI · Core CPI · PCE

📄 Inflation expectations

US Inflation Breakeven Term Structure

Analysis of the term structure of inflation breakevens (5Y, 10Y, 5Y5Y forward). Detect when markets price transitory vs persistent inflation, and the breakdown of expectations anchoring.

Data used: T5YIE · T10YIE

📄 Inflation measures

PCE vs CPI Inflation Gap: Why the Fed Prefers PCE (1960–2026)

Core PCE is systematically 30 to 50 bps below core CPI since 1960. Decomposition of divergence sources (weights, formula, scope) and implications for the Fed’s 2% target.

Data used: PCE · CPI · Core PCE

📄 Oil-inflation transmission

WTI Shocks Amplify Existing Inflation (They Don’t Create It)

WTI oil shocks propagate already-elevated inflation rather than create it ex nihilo. Transmission analysis on major shocks since 1973, testing the direct channel (energy CPI) vs the expectations channel.

Data used: WTI · CPI · Core CPI

📄 Headline-core divergence

Core CPI vs Headline CPI: Three Episodes of Sustained Divergence (1957–2026)

Three episodes since 1957 saw the headline–core CPI gap exceed 2 pp. Only 1974 fully transmitted to core (+7.1 pp over 24 months, peaking at 11.9% in Feb 1975). 830 monthly observations with threshold testing.

Data used: CPI · Core CPI

US Producer Price Index — PPI (1913–2026)

Prices at the producer/wholesale level — PPI leads CPI by 1 to 3 months. The leading indicator capturing supply chain pressures.

  • FRED series PPIACO — monthly
  • Over 110 years

US Real Wage Growth (1964–2026)

Nominal average hourly earnings minus CPI inflation — the ultimate test of whether economic expansion benefits workers.

  • CES0500000003 minus CPI YoY — monthly
  • Median worker purchasing power



Labor Market & Employment

The Fed’s dual mandate in data — unemployment, payrolls, and high-frequency leading indicators.

4 datasets · 2 studies · Weekly & monthly updates

📄 Research study

The Most Revised Number in Finance: How NFP Revisions Mislead Markets at Turning Points

At cycle turning points, Nonfarm Payrolls revisions averaged −68,000 per month around recession starts — the initial release systematically overstates job creation precisely when the country enters crisis.

Data used: NFP · Unemployment · Claims

📄 Leading indicator

Weekly Initial Jobless Claims as a Recession Signal

60-year testing of weekly jobless claims thresholds that precede US recessions. Real-time detection with only 5 days of lag, plus analysis of post-pandemic false signals.

Data used: Initial Claims (ICSA) · Unemployment

US Unemployment Rate (1948–2026)

Half of the Fed’s dual mandate — the most watched labor market indicator, with over 900 monthly observations.

  • FRED series UNRATE — monthly
  • Range: 2.5% (1953) to 14.7% (April 2020)

Sahm Rule Recession Indicator (1959–2026)

Real-time recession indicator — triggered when the 3-month moving average of unemployment rises 0.50 point or more from its 12-month low.

  • FRED series SAHMREALTIME — monthly
  • Coverage: 1959–2026



Real Economy & Activity

GDP, industrial production, manufacturing surveys, and consumer sentiment — the hard and soft data that define the business cycle.

7 datasets · 1 study · Monthly & quarterly updates

📄 Research study

Five Recession Rules Tested (1959–2026)

65 years of testing the five most-cited real-time recession detection rules: Sahm Rule, yield curve, claims, NFP, and leading indicators. Accuracy, lag, and false positives documented.

Data used: Sahm Rule · 2s10s Curve · Claims · NFP

US GDP Growth Rate (1947–2026)

The flagship measure of economic expansion and contraction. Two consecutive negative quarters = common (but unofficial) definition of recession.

  • FRED series GDP/GDPC1 — quarterly
  • Advance, Second and Third estimates

US Real GDP Level (1947–2026)

US real Gross Domestic Product in chained 2017 dollars — the definitive measure of inflation-adjusted economic output.

  • FRED series GDPC1 — quarterly
  • Coverage: 1947–2026

US Industrial Production Index (1919–2026)

The Fed’s index for manufacturing, mining, and utilities — over 100 years of monthly data. The longest continuous measure of real activity.

  • FRED series INDPRO — monthly
  • Over 100 years

ISM Manufacturing PMI (1948–2026)

The most watched manufacturing survey. Above 50 = expansion, below = contraction. Leads GDP turning points by 1 to 3 months.

  • ISM via FRED — first business day of month
  • 5 components, ~400 companies

Consumer Sentiment — U. of Michigan (1952–2026)

The oldest sentiment survey in the US. Record low of 50 in 2022 — lower than the GFC and COVID. Leading psychological signal.

  • FRED series UMCSENT — monthly
  • Preliminary mid-month, final end of month

US Personal Savings Rate (1959–2026)

Personal savings as a percentage of disposable personal income — the share of after-tax income households do not spend.

  • FRED series PSAVERT — monthly
  • Coverage: 1959–2026

US Federal Debt to GDP (1966–2026)

US federal government gross debt as a percentage of GDP — the broadest measure of sovereign leverage.

  • FRED series GFDEGDQ188S — quarterly
  • Coverage: 1966–2026



Liquidity & Monetary Policy

Fed balance sheet, money supply, bank reserves, TGA, reverse repo — the plumbing of the financial system. Includes the net liquidity index and “stealth easing” classification.

9 datasets · 5 studies · Weekly & monthly updates

📄 Research study

The Liquidity Illusion: Why the Fed Balance Sheet Is Not Market Liquidity

The Fed destroyed $2.14T via QT. ON RRP re-injected $2.37T. Net liquidity barely moved. A 1,212-week dataset decomposing liquidity into three components.

Data used: WALCL · TGA · ON RRP

📄 Research study

The Great Offset: How ON RRP Neutralized the Largest QT in History

The Fed destroyed $1.5T via QT, yet risk assets climbed. The secret lies in the drainage of the ON RRP facility acting as synthetic quantitative easing.

📄 Research study

Debt Ceiling: How TGA Drainage Acts as a Liquidity Injection

Why the US government’s cash shortage is paradoxically bullish for risk assets. TGA mechanics and liquidity impact mapped across market cycles.

📄 Monetarist regime

M2 and US Inflation: Testing the Monetarist Regime (Friedman)

The M2 → inflation relationship with 12–18 months of lead time held until ~1990, then broke down. Formal test of Friedman’s monetarist regime with documented structural break and post-2020 resurgence.

Data used: M2 · M2 YoY · CPI

📄 Operational Fed BS

Fed Balance Sheet: Detailed Operational History (2002–2026)

Operational decomposition of the Fed balance sheet over 24 years: Treasuries, MBS, repo, swap lines, BTFP. Distinguishing structural QE/QT from emergency facilities to understand real impact on liquidity.

Data used: WALCL · Reserves

M2 Money Supply (1959–2026)

Broad money supply — cash, deposits, money market accounts. M2 growth historically leads inflation by 12 to 18 months.

  • FRED series M2SL — monthly
  • 40% rise in 2020-2021 → 9% CPI

M2 Growth Rate — YoY (1960–2026)

The pace of money creation. +27% YoY in Feb 2021 → 9% CPI in June 2022. First sustained contraction (−4.7%) since the 1930s → 2023 disinflation.

  • Annual change of M2SL — monthly
  • 12 to 18 months lead on CPI

M2 / GDP Ratio (1959–2026)

The “monetization ratio” — circulating money vs real output. Jumped from ~70% to ~90% in 2020-2021, the largest leap since WWII.

  • M2SL ÷ GDP — quarterly
  • Inflationary on the upside, deflationary on the downside

Fed Balance Sheet / GDP Ratio (2003–2026)

The Fed’s footprint relative to the economy — from ~6% pre-2008 to ~36% at the 2022 peak. Contextualizes QE/QT cycles by economy size.

  • WALCL ÷ GDP — quarterly
  • Well above pre-2008 levels

Net Liquidity Index (WALCL – TGA – RRP)

Composite: the effective liquidity measure of the financial system tracked by Darius Dale, Andy Constan, and Raoul Pal. Computed by Eco3min from three distinct FRED series.

  • WALCL − TGA − ON RRP — weekly
  • The most followed macro liquidity indicator



Credit & Financial Conditions

Corporate bond spreads, lending standards, leverage ratios, recession risk indicators, and the Chicago Fed NFCI composite index.

7 datasets · 3 studies · Weekly & quarterly updates

📄 Research study

Credit Breaks First: The Signal That Preceded Every Equity Drawdown Since 1997

In 8 major equity market dislocations since 1997, High Yield credit spreads started widening before the S&P 500 peaked — median lead time: 7 months. 1,525 weekly observations.

Data used: HY OAS · BBB OAS · S&P 500

📄 Threshold audit

The 0.5 NFCI Rule: Auditing the Financial Stress Threshold

Is the 0.5 NFCI threshold reliable as a systemic financial stress indicator? Comparative audit NFCI vs VIX over 50 years of stress episodes, with false-positive testing and lead time to recessions.

Data used: NFCI · VIX

📄 IG composition

The BBB-ification of Corporate America (1996–2026)

BBB-rated bonds went from 27% to ~50% of the US IG corporate market in 30 years. Testing the BBB-cliff thesis on the 2020 COVID shock and analysis of forward S&P 500 returns by concentration regime. 351 observations.

Data used: BBB OAS · S&P 500

US High Yield Credit Spread (BAMLH0A0HYM2)

Real-time assessment of corporate default risk. Peaks above 800 bps have historically coincided with recessions.

  • ICE BofA HY OAS — weekly
  • Range: 2.3% (2006) to 21.8% (GFC)

Investment Grade BBB Spread (BAMLC0A4CBBB)

The IG/HY frontier — the BBB tier is the most watched because a downgrade to BB triggers massive forced selling.

  • ICE BofA BBB OAS — weekly
  • “Fallen angel” risk = systemic risk

Financial Conditions Index — NFCI (1971–2026)

105-indicator composite from the Chicago Fed — the most comprehensive measure of US financial conditions. Negative = loose, positive = tight.

  • FRED series NFCI — weekly
  • 105 indicators (monetary, debt, equity, banking)

US Bank Lending Standards — SLOOS (1990–2026)

Net percentage of banks tightening standards on C&I loans. Tightening > +30% has preceded every US recession since 1990.

  • FRED series DRTSCILM — quarterly
  • Credit availability signal

Credit Spread vs VIX Divergence (1997–2026)

Cross-asset risk consistency test. When HY spreads and VIX diverge, one market is wrong about risk — it ends in a correction.

  • HY OAS + VIXCLS — weekly
  • Risk misalignment detector

US Corporate Debt to GDP (1950–2026)

Financial leverage of non-financial corporations relative to output. The upward trend since the 1980s reflects the financialization of the economy.

  • BCNSDODNS ÷ GDP — quarterly
  • Fragility measure

US Household Debt to GDP (1950–2026)

Consumer leverage — peaked at 100% before the 2008 subprime crisis, deleveraged to ~75%. The slow variable behind housing cycles.

  • FRED series HDTGPDUSQ163N — quarterly
  • Mortgages + consumer credit + student loans



Housing & Real Estate

Real housing prices and mortgage rates — the credit cycle as experienced by US households. The ultimate test of the monetary transmission mechanism.

2 datasets · 1 study · Monthly updates

📄 Research study

It’s Not Prices — It’s the Rate: US Housing Affordability = 10Y Treasury

The real constraint on housing affordability isn’t nominal home prices, but the cost of credit. An in-depth analysis of how the 10-year Treasury yield drives real housing dynamics.

Data used: Real housing prices · Real mortgage rate

US Real Housing Price Index (1975–2026)

National Case-Shiller index deflated by CPI — the real measure of whether housing is truly appreciating or merely tracking inflation.

  • CSUSHPINSA ÷ CPIAUCSL — monthly
  • 2006 bubble, 2012 trough, post-2020 surge

US Real Mortgage Rate (1971–2026)

30-year fixed rate minus CPI inflation — the real cost of housing credit. Negative in 2021-2022, strongly positive in 2023-2024.

  • MORTGAGE30US minus CPI YoY — monthly
  • Regime shift: −4% → +4%



Commodities, Metals & Crypto

Energy (nominal and real), industrial and precious metals, weighted dollar index, alternative monetary assets (gold, silver, Bitcoin, Ethereum) — and the dollar’s role in global crises.

14 datasets · 3 studies · Weekly & monthly updates

📄 Research study

The US Dollar at the Onset of Global Crises (1973–2023)

Position of the trade-weighted dollar, Fed Funds rate, and real interest rates at the starting point of 18 major global crises. Regime classification and structured dataset.

Data: Dollar Index · Fed Funds · Real rates

📄 Research study

The Oil Burden Index: Why 4% of GDP Is the Recession Threshold (1970–2026)

Every major recession since 1970 was preceded by a surge in nominal oil spending exceeding 4% of US GDP. Analysis of the 1973, 1979, 2008, and 2022 shocks.

📄 Oil spread

The WTI–Brent Spread (1987–2026): It Was Always Oklahoma, Not the Middle East

In 39 years of WTI–Brent data, the spread never exceeded $13 outside a single 60-month window (2011–2015) — when US shale crude found itself trapped at Cushing. It was logistics, not geopolitics.

Data used: WTI · Brent

US Dollar Index — DTWEXBGS (2006–2026)

The Fed’s Broad Dollar index — 26 currencies including emerging markets. More representative than the DXY.

  • FRED series DTWEXBGS — weekly
  • Dollar cycles and global liquidity

Real Oil Price — WTI CPI-Adjusted (1986–2026)

WTI deflated by CPI — the true economic burden of energy. The 1980 oil shock was more extreme in real terms than the 2008 nominal peak.

  • DCOILWTICO ÷ CPIAUCSL — monthly
  • Dispels the illusion of nominal records

Natural Gas Price — Henry Hub (1997–2026)

Henry Hub natural gas spot price in USD per million BTU — US reference for electricity and heating.

  • FRED series DHHNGSP — daily
  • Coverage: 1997–2026

Copper Price History (1986–2026)

“Dr. Copper” — the industrial metal that diagnoses global economic health. Strong correlation with global GDP growth.

  • IMF via FRED PCOPPUSDM — monthly
  • Structural demand (energy transition)

Gold Price History (1968–2026)

Nominal gold price in USD — the classic monetary metal and global store-of-value reference.

  • Spot gold series — weekly
  • Monetary reference and inflation hedge

Real Gold Price (CPI-Adjusted)

Gold deflated by CPI — the true purchasing power of the yellow metal across inflation regimes.

  • Gold divided by CPI
  • Eliminates dollar inflation illusion

Silver Price History (1968–2026)

Silver spot price in USD — the hybrid metal at the intersection of monetary and industrial demand.

  • Spot silver series — weekly
  • Industrial + monetary sensitivity

Gold/Oil Ratio

Relative valuation of the monetary metal vs energy — a cross-commodity regime indicator.

  • Gold ÷ WTI
  • Energy vs monetary regime signal

Copper/Gold Ratio

Industrial metal vs monetary metal — a useful barometer for growth expectations and cyclical risk appetite.

  • Copper ÷ Gold
  • Growth vs defensive proxy

S&P 500 / Gold Ratio

US equity valuation expressed in gold — eliminates the monetary illusion of nominal prices.

  • S&P 500 ÷ gold price
  • Long-term real wealth measure

Bitcoin Price History (2010–2026)

Bitcoin price in USD since inception. The leading cryptocurrency as an emerging macro asset — shifting correlations with liquidity, real rates, and risk-on.

  • Source: CoinGecko — daily
  • Coverage: 2010–2026

Ethereum Price History (2015–2026)

Ethereum price in USD since launch. The second major crypto asset, useful for cross-crypto comparisons and digital risk premium analysis.

  • Source: CoinGecko — daily
  • Coverage: 2015–2026



Research Index — 31 evergreen macro-financial studies

Original analytical research combining multiple datasets, proprietary regime classifications, and downloadable data. Each study provides a framework unavailable through traditional institutional sources. For topical research on current macro events, see the Macro Watch.

System liquidity

The Liquidity Illusion — Net Liquidity Index (2003–present)

The Fed withdrew $2.14T via QT. ON RRP returned $2.37T. Net liquidity barely moved. 1,212 weekly observations with “stealth easing” regime classification.

System liquidity

The Great Offset: ON RRP vs QT

The Fed destroyed $1.5T via QT. Yet risk assets climbed. The ON RRP facility drainage acted as synthetic quantitative easing.

System liquidity

Debt Ceiling: TGA Drainage = Liquidity Injection

Why the US government’s cash shortage is paradoxically bullish for risk assets, and why debt ceiling resolutions trigger withdrawals.

Operational Fed BS

Fed Balance Sheet: Detailed Operational History (2002–2026)

Operational decomposition of the Fed balance sheet over 24 years: Treasuries, MBS, repo, swap lines, BTFP. Distinguishing structural QE/QT from emergency facilities.

Monetarist regime

M2 and US Inflation: Testing the Monetarist Regime (Friedman)

M2 → inflation relationship with 12–18 months lead held until ~1990 then broke. Formal test of the monetarist regime with documented structural break.

Equity valuations

US Real Interest Rates vs CAPE Ratio (1963–present)

“Tent” relationship between real rates and equity valuations. 757 observations, Excess CAPE Yield and regime classification.

Volatility & contrarian

The Contrarian’s Almanac: Why Buying Fear Has Outperformed Since 1990

Buying the S&P 500 when VIX exceeds 30 has produced a median +22% 12-month return — nearly 3× the return of buying during calm periods.

S&P 500 drawdowns

Every S&P 500 Crash Since 1950

Exhaustive catalogue of every S&P 500 peak-to-trough since 1950. Distribution of durations, depths and recovery times across 75 years of cycles.

Indices vs S&P 500

Nasdaq Falls Harder Than S&P 500 in 8 of 9 Bear Markets (1971–2026)

Average NDX/SPX ratio in bear markets: 1.63× (1.71× excluding GFC). Link to real rates only valid since 1995.

Yield curve

Yield Curve Inversion History (2s10s Spread)

Complete history of 10Y–2Y inversions since 1976. NBER dating, lag analysis and statistical properties.

Real rates

US Real Interest Rates History (1962–present)

770 monthly observations — from +9.4% to −6.4%. Five monetary regime classifications, reproducible code and embeddable charts.

Monetary policy

The Fed’s Track Record: 70 Years of Rate Decisions (1954–present)

The Fed has systematically raised rates too late and cut them too late. Median lag: 8 months after inflation crossed target.

Duration risk

The Worst Bear Market You’ve Never Heard Of (30Y Treasury)

Between 2020 and 2023, long-duration Treasury bonds suffered a 53% drop — exceeding most stock crashes.

Risk-free returns

The Hidden Tax on Safety: “Risk-Free” Destroyed More Than Most Crashes

Over long periods, staying in cash has produced deeper negative real returns than major bear markets due to inflation.

Fed expectations

The 2-Year Treasury Leads Fed Pivots (1976–2026)

The 2-year Treasury yield peaks months before every Fed cutting cycle since 1976. 50-year replication with lag analysis.

Recession probability

Reverse-Engineering the NY Fed Recession Probability Model

Reconstruction of the NY Fed probit model over 35 years of daily Treasury data. T10Y3M vs T10Y2Y comparison, 1998 false positive, unresolved 2022-2024 inversion.

Long-term inflation

US Inflation Is Not Linear: 110 Years of Purchasing Power Destruction

$1 from 1913 is worth $0.03 today. Five inflation surges (1917, 1942, 1973, 1979, 2021) account for over 80% of the cumulative destruction.

Inflation expectations

US Inflation Breakeven Term Structure

Term structure analysis of inflation breakevens (5Y, 10Y, 5Y5Y forward). Detect transitory vs persistent regimes and expectation de-anchoring.

Inflation measures

PCE vs CPI Inflation Gap (1960–2026)

Core PCE systematically 30-50 bps below core CPI. Decomposition of divergence sources and implications for the Fed’s 2% target.

Oil & inflation

WTI Shocks Amplify Existing Inflation (They Don’t Create It)

Oil shocks propagate already-elevated inflation rather than creating it. Transmission analysis on major shocks since 1973.

Headline-core divergence

Core CPI vs Headline CPI: Three Episodes of Sustained Divergence

Three episodes since 1957 saw the gap exceed 2 pp. Only 1974 fully transmitted to core (+7.1 pp over 24 months). 830 monthly observations.

Employment data

The Most Revised Number in Finance: NFP Revisions at Turning Points

At cycle turning points, NFP revisions averaged −68,000 per month around recession starts — the initial release systematically overstates job creation.

Leading indicator

Weekly Initial Jobless Claims as a Recession Signal

60-year test of weekly claims thresholds that precede recessions. Real-time detection with 5 days of lag plus post-pandemic false-signal analysis.

Recession detection

Five Recession Rules Tested (1959–2026)

65 years of testing 5 real-time recession detection rules: Sahm, yield curve, claims, NFP, leading indicators. Accuracy, lag, and false positives documented.

Credit cycle

Credit Breaks First: HY Spreads as Leading Indicator

In every equity drawdown since 1997, HY spreads widened first. Median lead: 7 months. 1,525 weekly observations.

Threshold audit

The 0.5 NFCI Rule: Auditing the Financial Stress Threshold

Audit comparing NFCI vs VIX across 50 years of stress episodes. False-positive testing and lead-time to recessions.

IG composition

The BBB-ification of Corporate America (1996–2026)

BBB went from 27% to ~50% of US IG market in 30 years. BBB-cliff thesis tested on COVID 2020 shock. 351 observations.

Real estate

It’s Not Prices — It’s the Rate: Housing Affordability = 10Y

The real constraint on housing affordability isn’t nominal prices, but the cost of credit. The 10-year Treasury yield drives real housing dynamics.

Dollar & crises

The US Dollar at the Onset of Global Crises (1973–2023)

Position of the weighted dollar, Fed Funds and real rates at the start of 18 major global crises. Regime classification and structured dataset.

Oil & macro

The Oil Burden Index: Why 4% of GDP Is the Recession Threshold

Every major recession since 1970 was preceded by a surge in nominal oil spending exceeding 4% of US GDP. 1973, 1979, 2008, 2022 shock analysis.

Oil spread

The WTI–Brent Spread (1987–2026): It Was Always Oklahoma

39 years of data: the spread never exceeded $13 outside a single 60-month window (2011–2015) when US shale was trapped at Cushing. Logistics, not geopolitics.



Eco3min methodology

All datasets and studies on Eco3min follow the same documented and reproducible pipeline. Open data, transparent code, automatic updates.

Data sources

Public macro series come from the FRED API (St. Louis Fed), the BLS, the IMF, the BEA, and Yale Department of Economics (Shiller). Corporate data come from the SEC EDGAR XBRL API. Crypto data come from CoinGecko. No paid sources, no proprietary scraping.

Automatic pipeline

Two Python pipelines (FRED + ECB) run via GitHub Actions every business day at 08:00 and 09:30 UTC. They generate cleaned CSV + XLSX, compute regime statistics, and update the WordPress REST API to refresh the JSON-LD dateModified. Open-source code on GitHub.

Composites & ratios

Composite series (Net Liquidity Index, Eco3min Inflation Regime Score, real Treasury yields, M2/GDP, S&P 500/M2, etc.) are computed by Eco3min from the underlying FRED series. The aggregation formula is documented in the methodology section of each dataset.

License & citation

All Eco3min datasets and studies are published under the CC BY 4.0 license. Free to use with attribution: “Eco3min Research, [year]” + link to the source page. Citation block at the bottom of this page.



Pillar guides — long-form frameworks

The Eco3min site is built around 4 pillar guides articulating the relationships between key concepts. Each pillar guide complements the data and the studies above.

📚 Inflation pillar guide

110 years of US inflation: regimes, transmission mechanisms, measures, and reading grid. Anchored in the Eco3min Inflation Regime Score.

Read the guide

📚 Commodities pillar guide

Energy, metals, agricultural commodities — and their transmission channels into macro cycles. The links between commodity prices and recessions.

Read the guide

📚 Monetary policy pillar guide

The Fed’s tools, the dual mandate, the QE/QT cycle, the transmission to financial conditions and the real economy. Includes the dollar in the global system.

Read the guide

📚 Financial markets pillar guide

Equities, bonds, volatility, credit cycle — and how these markets interact across business cycles. Links to indicators above.

Read the guide

🇫🇷 French version available: all Eco3min datasets and studies have a French equivalent. Read this hub in French at /donnees-analyses-macro-financieres/.



All macroeconomic datasets (A–Z)

Complete alphabetical index. Every page includes key statistics, an interactive chart, CSV & Excel download, Python/R code examples, and related research.



Frequently asked questions

What’s the difference between this hub and the Macro Watch?

This hub aggregates the evergreen resources: 79 macro-financial datasets (updated daily via FRED) and 31 research studies developing reference analytical frameworks (yield curve, real rates, liquidity illusion, oil burden, NY Fed probit recession model, BBB-ification, etc.). The Macro Watch publishes topical studies every Tuesday, anchored on a recent market or policy event and placed in their long historical context. The two layers are complementary.

What is the Eco3min US Inflation Regime Score?

The Eco3min Score is a monthly proprietary composite indicator classifying the US inflation regime across five dimensions: CPI trend, core dynamic, market expectations, wage pressure, and monetary signal. Its methodology is open and reproducible. It sits within the analytical framework developed in the complete US inflation guide.

What’s the best leading indicator of a US recession?

The yield curve (10Y–2Y spread) has preceded every US recession since 1976 with a 6 to 24 month lead. High Yield credit spreads have also widened before every major equity drawdown since 1997, with a median lead of 7 months. The study Five Recession Rules Tested empirically compares accuracy, lag and false positives across five distinct rules, and the NY Fed probit model reconstructs the official probability over 35 years of daily Treasury data.

Where can I download free macroeconomic datasets in CSV?

This hub provides 79 free macroeconomic datasets in CSV and Excel formats, covering inflation, interest rates, equity markets, liquidity, credit conditions, housing, commodities, and employment. All data come from FRED, BLS, IMF and BEA, are automatically updated, and licensed under CC BY 4.0.

What is the Net Liquidity Index and how is it computed?

The Net Liquidity Index equals total Fed assets (WALCL) minus the Treasury General Account (TGA) minus the reverse repo facility (ON RRP). It measures the effective liquidity of the financial system and is tracked by macro analysts such as Darius Dale and Raoul Pal. The full weekly dataset since 2003 is available — computed by Eco3min from three distinct FRED series.

How does M2 money supply growth predict inflation?

The M2 growth rate has historically led CPI inflation by 12 to 18 months. The unprecedented +27% YoY growth in February 2021 preceded 9.1% CPI inflation in June 2022. The subsequent contraction to −4.7% — the first sustained M2 drop since the 1930s — foreshadowed the disinflation that followed. The study M2 and US Inflation: Testing the Monetarist Regime documents the breakdown of this relationship after ~1990 and its post-2020 resurgence.

What’s the difference between CPI and PCE inflation?

CPI uses fixed consumption baskets while PCE uses dynamically updated weights that account for consumption substitution. Core PCE — the Fed’s official 2% target measure — typically sits 30 to 50 basis points below core CPI. The study PCE vs CPI Inflation Gap decomposes the sources of this divergence (weights, formula, scope). To go further: complete US inflation guide.

What is the real interest rate and why does it matter?

The real interest rate is the nominal yield minus inflation. When negative, lenders effectively pay borrowers — encouraging leverage and risk-taking. The real 10-year Treasury yield has ranged from +9.4% (Volcker era, 1982) to −6.4% (2022 inflation shock).



Cite this data

If you use Eco3min datasets in your research, articles or analyses, please cite them as follows:

Licensed under CC BY 4.0 — free to use with attribution. Individual citations available on each data page.


Last updated — 15 May 2026

Disclaimer – Financial Information: The analyses, commentary, and content published on eco3min.fr are provided for informational and educational purposes only. They do not constitute investment advice or a solicitation to buy or sell financial instruments. Past performance is not indicative of future results. All investment decisions involve risk and are the sole responsibility of the reader.