🛢 Energy & Commodities mixed · 0–6 months
A what‑if from the future

What if a lethal wet-bulb heat event strikes northern India?

A lethal wet-bulb event in northern India halts outdoor labor and spikes power demand for cooling — the tradable legs are Indian power/coal stress and a wheat/rice supply scare, not a global food-CPI move. Rhymes with the 2022 pre-monsoon heatwave that cut Indian wheat yields and triggered an export ban. Transmission runs through India's wheat-export stance (it supplies regional importers) and grid strain; the modeled EM-FX leg is second-order.

18%
our model probability
over 0–6 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 18% · 90% range 5–32% · 40 analogues · measured class agriculture 62% in 6 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 62% in 6 mo62%
Analyst prior · editorial share 32% of the class20%
Pooled · weight 87%19%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)19%
Published18%

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 0–6 months 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 mixed shock. A wet-bulb heat event crosses human survivability limits across northern India, killing thousands and halting outdoor labor. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ — 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
1Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.8%
hist +0.14–+0.87%
2Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.8%
hist +0.08–+0.88%
3Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.17–-0.06%
4Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.2%
hist -2.13–+4.88%
5Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.02–+0.34%

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: Mixed for a typical portfolio — the move is more about rotation than direction. Favour the winners over the losers below rather than net exposure.

Why we may diverge from history

Trust the cascade longs on NG and WHEAT: negatives stem from gold, copper-tariff and egg windows off-channel to a heat-driven power/crop shock; SMH's +2.2% is AI-capex swamping the chip channel.

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.

IPBES warns ~1 million species face extinction 2019-05 Chernobyl disaster 1986-04 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Fatal mud-rush halts Freeport's Grasberg, tightening copper supply 2025-09 Trump's 50% copper tariff sends Comex copper to a record 2025-07 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Anglo American demerges Valterra Platinum 2025-06 H5N1 bird flu record US egg prices 2025-04 US egg prices hit record on persistent H5N1 2025-03 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 USDA five-pronged plan to combat avian flu and egg prices 2025-02 DRC suspends cobalt exports 2025-02 Cocoa sets fresh all-time high above $12,000 2024-12 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 India slashes gold import duty from 15% to 6% in 2024 budget 2024-07 BHP abandons $49bn takeover bid for Anglo American 2024-05 Comex copper hits record on New York short squeeze 2024-05 Cocoa breaches $10,000/ton on West African crop failure 2024-04 Brazil orange-fruit prices hit record 2023-11 Panama Supreme Court voids Cobre Panama copper concession 2023-11 Newmont completes $15bn Newcrest takeover to lead global gold 2023-11 RTX takes $3B charge on Pratt & Whitney GTF engine flaw 2023-09 Niger coup d'etat 2023-07 India bans non-basmati white rice exports 2023-07 Russia terminates the Black Sea Grain Initiative 2023-07 PJM grid emergency during Winter Storm Elliott 2022-12 Indonesia announces palm-oil export ban 2022-04 LME nickel short squeeze and trading halt 2022-03 Tin hits nominal record on LME above $48,000/t 2022-03 Russia invasion sends wheat to record high 2022-03 Russia central-bank reserves frozen 2022-02 US H5N1 avian flu detected in commercial poultry 2022-02 Burkina Faso coup d'etat 2022-01 Copper tops $10,000 a tonne for the first time since 2011 2021-04 Texas grid failure during Winter Storm Uri 2021-02 Reddit silver squeeze 2021-02 JPMorgan pays record $920m to settle precious-metals spoofing case 2020-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
US dollar DXYLONG+0.1% · 5d +0.2%57%40 0.12·
Gold XAULONG+0.3% · 5d -0.9% ↺ fades55%39 0.09·
NVDA NVDASHORT-0.9% · 5d -4.3%55%39 0.07✓ matches cascade
CORN CORNLONG+0.4% · 5d -0.6% ↺ fades53%39 0.05✓ matches cascade
NG NGLONG+4.6% · 5d -0.8% ↺ fades53%39 0.05✓ matches cascade
WHEAT WHEATLONG+0.3% · 5d +0.1%42%39 0.00✓ matches cascade
SMH SMHSHORT-0.0% · 5d -1.9%50%39 0.00✓ matches cascade
Volatility VIXSHORT-1.4% · 5d +0.3% ↺ fades50%39 0.00·
Bitcoin BTCLONG+3.0% · 5d -0.9% ↺ fades50%39 0.00·
High-yield credit HYGSHORT-0.2% · 5d +0.0% ↺ fades50%39 0.00·
10y yield DGS10LONG+5bp · 5d +2bp48%40 0.00·

Why this probability

Lethal wet-bulb crossing survivability killing thousands in one season remains rare though warming-lifted. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.

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.