🌍 Society & Frontier mixed · 1–3 years
A what‑if from the future

What if a crop-disease outbreak threatens the global food supply?

A crop-disease/agri-contamination crisis lifts grains first - wheat and corn on yield loss - feeding food CPI and pressuring food-importing EM FX. Rhymes with the 2010-11 Russian wheat-export-ban spike and the 2022 Ukraine grain shock, both of which drove sharp grain rallies and EM food-inflation stress. Transmission: the squeeze hits net food importers (MENA, parts of Asia/Africa) hardest via the currency and the subsidy bill. Forward angle: today's higher baseline stocks-to-use and substitution cushion the move versus 2022, so favor the grain/fertilizer long over the broad inflation trade.

15%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 15% · 90% range 5–25% · 40 analogues · measured class pandemic 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 92% in 3 yr92%
Analyst prior · editorial share 16% of the class15%
Pooled · weight 87%16%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)16%
Published15%

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 1–3 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 mixed shock. A crop-disease / agri-bio contamination crisis threatens the food supply. 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 -3.17–+0.89%
2Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.8%
hist -1.46–+1.04%
3Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.74–+0.17%
4Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.2%
hist -1.96–+4.98%
5Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.55–+0.15%

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's WHEAT/CORN longs: history's negatives are regime noise from tin, gold-squeeze and rice-ban windows unrelated to crop disease — thin off-channel sample; an agri-bio supply shock is mechanically grain-bullish.

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 Tin hits nominal record on LME above $48,000/t 2022-03 Gold closes above $2,000/oz for the first time 2020-08 Vietnam suspends new rice export contracts 2020-03 IPBES warns ~1 million species face extinction 2019-05 China's first African Swine Fever outbreak confirmed 2018-08 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 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 Mpox clade Ib WHO public health emergency 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 Ethiopia defaults on its only Eurobond 2023-12 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 Brookfield defaults on LA office towers 2023-02 PJM grid emergency during Winter Storm Elliott 2022-12 Offshore yuan hits a record low 2022-11 OPEC+ cuts output 2 million bpd despite US pressure 2022-10 Mpox 2022 WHO public health emergency 2022-07 Tesla Q2 2022 deliveries fall on Shanghai COVID lockdown 2022-07
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
WHEAT WHEATSHORT-3.0% · 5d -1.4%69%39 0.37⚠ differs
Volatility VIXLONG+3.0% · 5d -1.3% ↺ fades67%39 0.27·
Bitcoin BTCSHORT-1.0% · 5d -3.4%60%39 0.16·
SMH SMHSHORT-0.6% · 5d -1.8%58%39 0.14✓ matches cascade
10y yield DGS10SHORT-1bp · 5d 0bp57%40 0.13·
CORN CORNSHORT-1.8% · 5d -1.4%56%39 0.10⚠ differs
NG NGLONG+4.6% · 5d -2.1% ↺ fades56%39 0.10✓ matches cascade
US dollar DXYSHORT-0.2% · 5d -0.2%55%40 0.09·
NVDA NVDASHORT-0.4% · 5d -4.1%51%39 0.02✓ matches cascade
Gold XAULONG+0.5% · 5d -0.8% ↺ fades51%39 0.02·
High-yield credit HYGLONG+0.1% · 5d +0.3%51%39 0.02·

Why this probability

Crop-disease/agri-bio shocks recur (ASF, H5N1); a food-supply-threatening crisis moderate over 1-3yr. 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.