🛢 Energy & Commodities risk-off · 3–10 years
A what‑if from the future

What if a record heatwave drives excess mortality, crop losses and grid-stress property claims simultaneously?

A record heatwave drives excess mortality (life claims), crop loss and grid-stress property claims simultaneously across a developed market, a compound climate event stacking life and P&C losses.

6%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 6% · 90% range 0–12% · 40 analogues · measured class pandemic 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 100% in 10 yr100%
Analyst prior · editorial share 4% of the class4%
Pooled · weight 87%6%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)6%
Published6%

The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.

The butterfly cascade

How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.

Resolution timeline — how this probability is moving

Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 3–10 years horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. A record heatwave drives excess mortality (life claims), crop loss and grid-stress property claims simultaneously across a developed market, a compound climate event stacking life and P&C losses. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Credit spreads ▲ · Food inflation ▲ · Pandemic shock ▲ — which propagate through our causal graph to the markets below.

If it happens — the markets it would move

Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.

MarketClassProjected move
1WTI crude CLon Hyperliquid 📈 chartCommodity▼ -0.8%
hist -8.59–+1.2% · other way -1.2% (n=12)
2Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.7%
hist +0.17–+0.64% · other way -0.41% (n=12)
3Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.7%
hist +0.2–+0.47% · other way +3.24% (n=12)
4Energy sector XLEon Hyperliquid 📈 chartEquity▼ -0.6%
hist -3.69–+0.36% · other way -2.57% (n=12)
5Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.4%
hist +0.13–+0.32% · other way +0.78% (n=12)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.4%
hist -1.48–+0.42% · other way +22.39% (n=12)
7United Airlines UAL 📈 chartEquity▲ +0.5%
hist -1.37–+1.03% · other way +4.89% (n=12)
8ExxonMobil XOM 📈 chartEquity▼ -0.4%
hist -1.53–+0.41% · other way -2.45% (n=12)
9High-yield credit HYG 📈 chartRate▼ -0.3%
hist -0.37–-0.02% · other way -0.63% (n=12)
10Chevron CVX 📈 chartEquity▼ -0.4%
hist -1.07–+0.19% · other way -1.98% (n=12)
11Delta DAL 📈 chartEquity▲ +0.4%
hist -0.34–+0.47% · other way +2.68% (n=12)
12Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.42–+0.5% · other way +0.53% (n=12)
13Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.2%
hist -4.49–+11.12% · other way -7.36% (n=12)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -2.24–+0.63% · other way +8.75% (n=10)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small gold hedge.
Also moves (not yet on Hyperliquid): United Airlines +0.5% · ExxonMobil -0.4% · High-yield credit -0.3% · Chevron -0.4% · Delta +0.4% · Financials -0.2%

Historical precedent — what analogous events actually did

Across 40 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.

H5N1 bird flu record US egg prices 2025-04 Gold closes above $2,000/oz for the first time 2020-08 Chernobyl disaster 1986-04 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Offshore yuan hits a record low 2022-11 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Tin hits nominal record on LME above $48,000/t 2022-03 Bank of England's first post-pandemic rate hike 2021-12 Kaisa Group offshore default 2021-12 Omicron variant Black Friday selloff 2021-11 Turkish lira record low on rate cuts 2021-11 Vietnam suspends new rice export contracts 2020-03 COVID-19 fourth circuit breaker 2020-03 Saudi-Russia oil price war 2020-03 S&P 500 ends longest bull market with record high before COVID 2020-02 IPBES warns ~1 million species face extinction 2019-05 China's first African Swine Fever outbreak confirmed 2018-08 February 2018 hot wage print triggers rate scare 2018-02 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 HYG record outflows in 2014 high-yield rout 2014-10 Ebola US-case market scare 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Gold futures velocity-logic flash crash 2014-01 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Gold all-time peak of $1,921/oz 2011-09 Portugal requests EU-IMF bailout 2011-04 Egyptian revolution / Mubarak uprising 2011-01 Greece first EU/IMF bailout 2010-05
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLE XLESHORT-2.9% · 5d -1.9%73%36 0.45✓ matches cascade
CL CLSHORT-6.9% · 5d -4.3%72%36 0.39✓ matches cascade
ETH ETHSHORT-2.0% · 5d -3.5%65%22 0.25✓ matches cascade
CVX CVXSHORT-0.8% · 5d -0.8%60%40 0.20✓ matches cascade
Bitcoin BTCSHORT-1.9% · 5d -4.2%61%26 0.20✓ matches cascade
30y yield DGS30SHORT-4bp · 5d -2bp60%40 0.20✓ matches cascade
XLF XLFSHORT-1.1% · 5d -0.5%61%36 0.19✓ matches cascade
NDX NDXLONG+0.6% · 5d -0.8% ↺ fades58%37 0.13⚠ differs
XOM XOMSHORT-1.2% · 5d -1.6%56%40 0.11✓ matches cascade
Volatility VIXLONG+10.4% · 5d +6.9%55%36 0.11✓ matches cascade
10y yield DGS10SHORT-4bp · 5d -4bp56%40 0.11✓ matches cascade
NG NGSHORT-1.8% · 5d -3.3%55%36 0.09⚠ differs
SOL SOLSHORT-5.5% · 5d -7.2%56%15 0.09✓ matches cascade
COIN COINSHORT-5.1% · 5d +0.2% ↺ fades55%14 0.08✓ matches cascade

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.