🛢 Energy & Commodities mixed · 1–3 years
A what‑if from the future

What if marine heat waves collapse key fisheries and aquaculture output globally?

Marine heatwaves and ocean warming collapse key fisheries and aquaculture output, a protein-supply and coastal-economy channel the FAO and IMF increasingly flag.

11%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 11% · 90% range 3–20% · 36 analogues · measured class agriculture 100% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 100% in 3 yr100%
Analyst prior · editorial share 11% of the class11%
Pooled · weight 86%12%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)12%
Published11%

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. Marine heatwaves and ocean warming collapse key fisheries and aquaculture output, a protein-supply and coastal-economy channel the FAO and IMF increasingly flag. The trigger decomposes into signed root‑shocks — EM currencies ▼ · Climate/crop supply ▲ · Food inflation ▲ · Recession signal ▲ — 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▲ +0.6%
hist -0.24–+1.29% · other way -1.94% (n=12)
2Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.6%
hist -0.32–+1.65% · other way -0.85% (n=12)
3Turkish lira TRY 📈 chartFX▼ -0.3%
hist -1.42–+0.53% · other way -0.59% (n=12)
4Indian rupee INR 📈 chartFX▼ -0.2%
hist -1.03–+0.36% · other way -0.42% (n=12)
5Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.1%
hist -0.49–+1.13% · other way +1.0% (n=12)
6Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.1%
hist -3.44–+1.07% · other way +13.7% (n=12)

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.
Also moves (not yet on Hyperliquid): Turkish lira -0.3% · Indian rupee -0.2%

Historical precedent — what analogous events actually did

Across 36 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.

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 H5N1 bird flu record US egg prices 2025-04 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 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Turkish lira record low on rate cuts 2021-11 Gold closes above $2,000/oz for the first time 2020-08 WTI crude futures settle negative as demand collapses 2020-04 IPBES warns ~1 million species face extinction 2019-05 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 China-led global 'Black Monday' rout 2015-08 Gold futures velocity-logic flash crash 2014-01 Gold all-time peak of $1,921/oz 2011-09 Egyptian revolution / Mubarak uprising 2011-01 Greek sovereign debt crisis / first EU-IMF bailout 2010-05 Oil collapses from $147 to the $30s as the GFC craters demand 2008-12 Crude oil all-time high 2008-07 2008 global rice / food price crisis peak 2008-04 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Soviet August coup attempt against Gorbachev 1991-08 1990-91 recession onset 1990-07 Iran hostage crisis / US freezes Iranian assets 1979-11 Volcker Saturday Night Special 1979-10 Three Mile Island partial meltdown 1979-03 Iranian Revolution oil shock 1978-12 1976 UK sterling crisis / IMF bailout 1976-09 1974 sugar price spike to record 65+ cents 1974-11 1973-75 recession onset 1973-11 Nixon Shock 1971-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
NG NGSHORT-3.1% · 5d -3.6%64%22 0.23⚠ differs
CORN CORNLONG+1.3% · 5d -1.1% ↺ fades59%22 0.17✓ matches cascade
Volatility VIXLONG+2.8% · 5d +8.3%58%24 0.15·
SMH SMHLONG+1.1% · 5d -0.3% ↺ fades59%22 0.14⚠ differs
Bitcoin BTCLONG+5.7% · 5d -1.1% ↺ fades57%14 0.12·
Gold XAUSHORT-0.5% · 5d -0.2%55%22 0.09·
High-yield credit HYGLONG+0.8% · 5d -0.1% ↺ fades55%22 0.08·
WHEAT WHEATLONG+0.9% · 5d -2.7% ↺ fades45%22 0.00✓ matches cascade
TRY TRYSHORT-1.2% · 5d +1.0% ↺ fades45%22 0.00✓ matches cascade
INR INRSHORT-0.9% · 5d +0.3% ↺ fades41%22 0.00✓ matches cascade
US dollar DXYLONG+0.4% · 5d +0.3%50%36 0.00·
10y yield DGS10LONG+1bp · 5d +2bp45%36 0.00·

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.