🛢 Energy & Commodities mixed · 6–18 months
A what‑if from the future

What if a hard frost devastates Brazil's coffee crop?

A hard Minas Gerais frost destroys arabica trees — the direct trade is coffee futures to multi-year highs (tree damage = multi-year supply loss), not the wheat/corn-led grain cascade the generic climate root produces. Rhymes with the Jul-2021 Brazil frost that roughly doubled arabica. Transmission: hits roasters (JM Smucker, Nestle) margins and lifts US/EU retail coffee CPI. Forward: a frost kills future crops, not just the current one, so the curve stays inverted for seasons — fade any quick mean-reversion in the front month.

23%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 23% · 90% range 11–35% · 40 analogues · measured class agriculture 94% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 94% in 18 mo94%
Analyst prior · editorial share 26% of the class25%
Pooled · weight 87%24%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)24%
Published23%

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 6–18 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 hard frost hits Minas Gerais coffee belts, destroying arabica trees and driving futures to multi-year highs. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Food inflation ▲ — 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▲ +1.1%
hist -0.65–+0.65% · other way -5.55% (n=9)
2Corn CORNon Hyperliquid 📈 chartCommodity▲ +1.1%
hist -2.3–+1.55% · other way +0.75% (n=9)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.33–+0.44% · other way -1.88% (n=9)
4Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.3%
hist -3.14–+0.7% · other way +0.52% (n=9)
5Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.64–+0.45% · other way +0.21% (n=10)
6AMD AMDon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.17–+0.05% · other way -4.71% (n=10)
7Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.49–+0.71% · other way -0.09% (n=7)
8Micron MUon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.8–+0.78% · other way -7.79% (n=10)
9TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.65–+1.02% · other way +0.66% (n=10)
10Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.2%
hist -2.82–+0.87% · other way -2.3% (n=9)
11Turkish lira TRY 📈 chartFX▼ -0.2%
hist -0.17–+0.1% · other way +1.31% (n=8)
12ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.49–+0.14% · other way -3.74% (n=10)

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 -0.2%

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 IPBES warns ~1 million species face extinction 2019-05 Crude oil all-time high 2008-07 Chernobyl disaster 1986-04 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Volcker Saturday Night Special 1979-10 1979 Iranian Revolution oil shock 1979-01 1974 sugar price spike to record 65+ cents 1974-11 Nixon Shock 1971-08 Iranian rial slides to a new record low 2025-12 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 Nasdaq Composite first close above 20000 2024-12 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 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 Homebuilders rally as cool June CPI fuels rate-cut bets 2024-07 USD/JPY hits a 38-year high before a CPI-driven intervention 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 Hot January CPI delays Fed-cut hopes 2024-02 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
NG NGSHORT-2.8% · 5d -4.2%69%33 0.36⚠ differs
WHEAT WHEATSHORT-1.0% · 5d -0.5%64%33 0.25⚠ differs
Volatility VIXLONG+3.5% · 5d +0.8%61%33 0.19·
NVDA NVDASHORT-1.4% · 5d -4.5%61%33 0.17✓ matches cascade
MRVL MRVLSHORT-2.5% · 5d -3.2%61%33 0.17✓ matches cascade
Gold XAULONG+0.6% · 5d -0.3% ↺ fades58%33 0.14·
10y yield DGS10SHORT0bp · 5d +1bp ↺ fades56%40 0.12·
CORN CORNSHORT-2.7% · 5d -2.2%56%33 0.11⚠ differs
SMH SMHLONG+0.6% · 5d -1.4% ↺ fades56%33 0.10⚠ differs
US dollar DXYSHORT-0.1% · 5d +0.0% ↺ fades54%40 0.07·
Bitcoin BTCLONG+3.3% · 5d -0.6% ↺ fades53%32 0.05·
AMD AMDLONG+0.1% · 5d -2.2% ↺ fades45%35 0.00⚠ differs
AVGO AVGOLONG+0.8% · 5d -2.6% ↺ fades47%32 0.00⚠ differs
MU MUSHORT-1.7% · 5d -2.9%47%34 0.00✓ matches cascade

Why this probability

Brazil arabica frost recurs but hard tree-killing frost is episodic; 6-18mo spans one winter, moderate odds. 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.