Leading indicators
US Treasury yield curve
Bond market — 10Y minus 3M Treasury spread (%)When short-term yields exceed long-term yields the curve is inverted. An inversion has preceded every US recession since 1960 with one false positive (1966), typically with 6–18 months lead. Zero is the threshold. Pre-1982 portion is monthly GS10 − TB3MS (10y constant maturity minus 3m T-bill secondary market rate); post-1982 is daily T10Y3M. Conceptually the same indicator at slightly different sampling — the 1973 and 1980 inversions both visible.
Yield-curve-only recession forecast
What the data says, treating the 10Y–3M spread as the only signal.
The 2022–24 inversion was historically extreme. 780 days inverted (Oct 2022 → Dec 2024), deepest -1.89pp in May 2023. That's more than 2x longer than the prior longest (315 days, 2006–07) and deeper than 2007's cycle. Both depth and duration historically extend the lead time before recession.
Past inversion-to-recession lead times (post-1982):
| Inversion un-inverted | Recession started | Lead | Notes |
|---|---|---|---|
| Dec 1989 | Jul 1990 | 7 mo | classic case |
| Jan 2001 | Mar 2001 | 2 mo | dot-com, very short |
| May 2007 | Dec 2007 | 7 mo | GFC |
| Oct 2019 | Feb 2020 | 4 mo | COVID — disrupted, not pure cycle |
Median lead from un-inversion: ~7 months. The 2022–24 inversion's depth and duration argues for the longer end of the historical band.
Where we are now. Main inversion un-inverted Dec 2024. Eight short re-inversions through 2025 (longest 26 days, deepest -0.27pp). Most recent ended Oct 17 2025. Latest reading (24 Apr 2026) = +0.62pp, decisively un-inverted.
Cross-reference with 1989–90. The 1989 cycle had an almost-identical "main inversion → series of brief re-inversions through the next year → recession" pattern. Recession started about 7 months after the last brief re-inversion.
Prediction (yield curve alone, no other inputs):
- Most likely window: Q3 2026 to Q2 2027.
- Median anchor: late 2026 — about 7 months after the last 2025 mini-inversion.
- Low end: mid-2026 if the original Dec 2024 un-inversion is the relevant anchor.
- High end: H1 2027 if the depth-and-duration adjustment pushes the lead time toward 14+ months from un-inversion.
Caveat from the 1973 comparison. In 1973 the curve inverted briefly Jan–Jul 1973, recession started Nov 1973 — a ~4 month lead. The 1973 case is the data point where lead time collapsed because the oil shock acted as the trigger, with the curve as confirmation rather than predictor. If 2026 follows the 1973 template (Iran oil shock → recession), the curve's own forecast becomes too late: the recession would already be underway by the time the curve's median lead finishes counting down.
Integrated read: yield curve alone says recession somewhere around Q3 2026–Q2 2027. Comparing to 1973 specifically argues for earlier than the curve says — the curve gets late-fast in oil-shock cycles.
Fed Funds rate
Monetary policy — effective federal funds rate (%, daily)Policy stance, not a recession indicator per se. Every recession in the last 50 years was preceded by a hiking cycle, then deep cuts during/after. Reads naturally as a pair with the yield curve.
Sahm Rule (real-time)
Labour market — unemployment trend triggerThe 3-month average unemployment rate minus its trailing 12-month low. When this exceeds 0.5pp, recession has begun in every postwar US case. Triggered in 2024-08 and reset shortly after — one of the few false signals.
Initial jobless claims (4-week MA)
Labour market — weekly initial unemployment claims4-week moving average of seasonally-adjusted initial claims, in thousands. Sustained rise from cycle lows is the signal — slight lead-to-coincident. Log scale to keep the COVID 2020 spike from compressing the rest of history.
US unemployment rate
Labour market — monthly civilian unemployment (UNRATE)Coincident, not leading — unemployment rises after a recession has already started. Useful as confirmation for the Sahm and claims signals, and to see how deep each historical recession went.
Baa corporate bond spread (Moody's Baa - 10Y Treasury)
Credit market — investment-grade-low credit spreadThe classic long-history credit-stress proxy, monthly back to 1953. Wider spreads signal funding stress and risk repricing. Substituted here for the BofA HY OAS series because FRED's free CSV restricts that one to the last three years. Spreads above 3pp coincide with every postwar recession.
US housing starts
Real economy — privately-owned new housing units started (SAAR)The single best real-economy leading indicator in the modern record. Housing peaked mid-2006 — over a year before the 2007–09 recession was officially dated. Rate-sensitive sector turns first.
Australia
AU unemployment rate
Labour market — monthly seasonally-adjusted unemployment, ABSCoincident-to-lagging — Australian unemployment rises as the recession is underway and keeps rising for months after the trough. Series is the standard ABS Labour Force seasonally-adjusted monthly rate from February 1978 onwards. Grey bands are Australian recessions (two consecutive negative GDP quarters): 1974–75 (oil-shock stagflation), 1981–83 (early-80s), 1990–91 ('the recession we had to have'), and 2020 (COVID). Each of the three pre-COVID recessions took unemployment from ~6% to 10%+; 1992 peaked above 11%. The COVID spike was sharper but recovered far faster thanks to JobKeeper. The current 4.3% is sitting near the 50-year low.
Market context
S&P 500
Equities — broad US large-cap index (~80% of US market cap)Coincident-to-mildly-leading: equities typically begin falling 3–6 months before the recession is officially dated, and start recovering before the trough. Log scale because the absolute level grew ~70x from 1950.
Nasdaq / S&P 500 ratio (raw level)
Equities — tech-vs-broad-market gaugeNasdaq Composite divided by the S&P 500 at the same point in time. The raw-level ratio has visited 3.5x exactly three times in 55 years: the dot-com peak (3.62x, March 10 2000), the everything-bubble peak (3.58x, February 12 2021), and today (3.47x, April 2026 — third-highest reading on record). Each of the first two peaks was followed by a tech-led drawdown of 50%+. Caveat: tech's share of S&P 500 earnings has roughly doubled since 2000, so a structural baseline shift from ~1.5x to ~2.5x is plausible — see the indexed-from-1971 chart below to interrogate the secular-uptrend question.
Nasdaq vs S&P 500 — both indexed to 100 at NASDAQ inception (Feb 1971)
Equities — long-run divergence on log scaleThe same two indices, both rebased to 100 on 5 February 1971 (the day the NASDAQ Composite went live), plotted on a log scale so equal vertical distance equals equal percentage growth. This answers a question the ratio chart can't: is the post-2000 rise of tech a secular re-rating or a recurring bubble pattern? The two lines move together until ~1995, NASDAQ pulls dramatically away into 2000, fully reverts to S&P by 2002, then steadily outpaces the broad market from ~2010 onwards. The 2020–21 acceleration is visibly above the post-2010 trend channel — your stimulus-distortion read has direct visual support here. Whether the channel slopes are 'permanent' or just the next bubble in slow motion is the real question; either reading fits the data.
CBOE Volatility Index (VIX)
Equity volatility — 30-day implied vol of S&P 500 options ('fear gauge')What the options market is pricing for the next 30 days of S&P movement. Below 15 = complacency; 15–25 = normal; above 30 = stress; above 40 = panic. Spikes are short-lived but hugely informative about market state.
Gold (USD/oz) — 1940 onwards
Commodities — precious metals / safe havenFlight-to-safety asset; rises in stagflation and during currency-debasement fears. Negatively correlated with real interest rates. Log scale because the absolute level grew ~140x over 80 years. From 1934 to August 1971, the USD was legally pegged to gold at $35/oz under the Bretton Woods system — the London market traded slightly below par at ~$33.85. On 15 August 1971 Nixon suspended gold convertibility ('Nixon shock'), severing the dollar from gold and leading to the modern floating-rate regime. The chart splices monthly LBMA fix data (1940-2000) with daily front-month futures (2000+).
US Anhydrous Ammonia PPI — direct ammonia, 1965-2014 (discontinued)
Soft commodities — US producer price index for nitrogen fertilizerFRED PCU3253113253111 — the only long-history free series for anhydrous ammonia specifically. Index, not USD price (Dec 1984 = 100). BLS discontinued it in Dec 2014 with the move to the new NAICS PPI structure, so post-2014 use the urea chart above for the continuing nitrogen story. What's worth seeing: the 1973-74 oil shock takes ammonia from ~62 to ~205 in one year — by far the largest single-year move in 50 years of data. The 2008 commodity-boom spike (~330 → 405) is the only comparable move. Log scale to keep both spikes legible.
Urea (USD/mt) — closest free continuous proxy for ammonia
Soft commodities — fertilizer / nitrogen, energy-intensive inputUrea spot price (Black Sea / Middle East FOB), monthly USD/mt from January 1960. Source: World Bank CMO 'Pink Sheet'. Direct anhydrous ammonia daily price data 1960-present is not free (Argus, ICIS, S&P Platts paywall it; FRED's Anhydrous Ammonia PPI ran 1965-2014 monthly but was discontinued). Urea is ammonia + CO2 and tracks ammonia prices closely with a small predictable spread. Two visible spikes: the 1973-74 energy shock (gas is the main feedstock for ammonia synthesis) and the 2021-22 European gas crisis (Russia, the world's largest urea exporter, saw massive disruption). Log scale because the range is $20 → $900+.
Coffee C Futures (USc/lb)
Soft commodities — the personal-pain indexICE Coffee 'C' front-month, the global Arabica benchmark. Quoted in US cents per pound. Not a real recession indicator — coffee is dominated by Brazilian weather (frosts, droughts), Vietnamese Robusta supply, and the BRL/USD exchange rate. The 2011 and 2022 spikes loosely line up with post-recession demand recovery (~24 months after the 2008 trough and the 2020 trough respectively), but the 2014 and 2025 peaks are pure supply shocks with no recession nearby. Included because it directly impacts daily life. Log scale because the range is 40c → 440c.
Bitcoin (USD)
Digital assets — alternative store of value / risk assetBehaves as a high-beta risk asset (correlates with Nasdaq) most of the time, with occasional decoupling episodes. Limited history (2014+) — only fully covers the 2020 COVID drawdown so cross-cycle interpretation is thin.
US Dollar Index (DXY)
Foreign exchange — trade-weighted dollar against EUR/JPY/GBP/CAD/SEK/CHFRising DXY in a global stress event signals tightening dollar liquidity, which transmits stress to emerging markets and dollar-debtor economies. The hidden recession-transmission lever.