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

What if Horn of Africa drought triggers famine emergency?

Repeated failed rainy seasons across Somalia, Ethiopia and Kenya push tens of millions into acute hunger, spiking regional food inflation and humanitarian-driven geopolitical risk.

15%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 15% · 90% range 6–24% · 40 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 15% of the class15%
Pooled · weight 87%15%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)15%
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 risk-off shock. Repeated failed rainy seasons across Somalia, Ethiopia and Kenya push tens of millions into acute hunger, spiking regional food inflation and humanitarian-driven geopolitical risk. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Food inflation ▲ · Geopolitical risk ▲ · Risk appetite ▼ — 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
1Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +3.2%
hist +0.46–+3.16% · other way -4.53% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.3%
hist -0.87–+0.11% · other way -0.47% (n=12)
3Tech sector XLK 📈 chartEquity▼ -0.9%
hist -0.52–+0.46% · other way -0.31% (n=12)
4S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.7%
hist -1.41–+0.22% · other way +1.73% (n=12)
5Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.51–-0.03% · other way +1.33% (n=12)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -1.36–+2.87% · other way +33.18% (n=12)
7Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -2.15–+4.59% · other way -2.41% (n=11)
8Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.01–+0.16% · other way +2.5% (n=12)
9Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.5%
hist -1.35–+1.01% · other way -2.15% (n=12)
10Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.4%
model prior · unmeasured
11Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.4%
hist -0.98–+0.8% · other way -0.6% (n=12)
12Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -0.61–+0.69% · other way +5.23% (n=11)
13Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -0.34–+0.13% · other way +9.23% (n=11)
14AMD AMDon Hyperliquid 📈 chartEquity▼ -0.4%
hist -1.19–+0.18% · other way -0.63% (n=12)

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): Tech sector -0.9% · High-yield credit -0.4% · Financials -0.2% · Lockheed +0.2% · Turkish lira -0.2% · Northrop +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.

Gold peaks at $850 1980-01 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 Egyptian revolution / Mubarak uprising 2011-01 Soviet August coup attempt against Gorbachev 1991-08 Chernobyl disaster 1986-04 Silver Thursday 1980-03 Iran hostage crisis / US freezes Iranian assets 1979-11 Volcker Saturday Night Special 1979-10 1979 Iranian Revolution oil shock 1979-01 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 H5N1 bird flu record US egg prices 2025-04 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Niger coup d'etat 2023-07 Wagner Group mutiny against the Kremlin 2023-06 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 Russia invasion sends wheat to record high 2022-03 Burkina Faso coup d'etat 2022-01 Turkish lira record low on rate cuts 2021-11 Mali coup d'etat 2020-08 Gold closes above $2,000/oz for the first time 2020-08 Saudi-Russia oil price war 2020-03 Chinese yuan breaks 7 per dollar; US names China manipulator 2019-08 IPBES warns ~1 million species face extinction 2019-05 Bitcoin Cash hash war capitulation 2018-11 China retaliates: $50B tariff list incl. soybeans 2018-04 February 2018 hot wage print triggers rate scare 2018-02 OPEC abandons output defense, opting for market share vs US shale 2014-11 Gold futures velocity-logic flash crash 2014-01 Gold all-time peak of $1,921/oz 2011-09 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 US airline stocks plunge ~40% on first trading day after 9/11 2001-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
RTX RTXSHORT-1.8% · 5d -1.3%68%40 0.32⚠ differs
AMD AMDSHORT-0.9% · 5d -0.4%65%36 0.22✓ matches cascade
INTC INTCSHORT-2.1% · 5d -2.4%63%36 0.22✓ matches cascade
XLK XLKLONG+0.8% · 5d -0.6% ↺ fades64%33 0.21⚠ differs
SOL SOLLONG+4.6% · 5d -6.7% ↺ fades66%17 0.21⚠ differs
TSM TSMSHORT-2.4% · 5d -2.4%64%33 0.21✓ matches cascade
COIN COINLONG+7.7% · 5d +1.8%61%15 0.19⚠ differs
Volatility VIXLONG+1.4% · 5d +5.3%60%34 0.18✓ matches cascade
10y yield DGS10LONG+10bp · 5d +6bp59%40 0.18·
Gold XAUSHORT-0.8% · 5d -0.8%59%33 0.15⚠ differs
MSTR MSTRLONG+3.0% · 5d -2.0% ↺ fades60%33 0.14⚠ differs
INR INRSHORT-0.8% · 5d +0.1% ↺ fades57%32 0.14✓ matches cascade
TRY TRYSHORT-1.4% · 5d +0.8% ↺ fades57%32 0.13✓ matches cascade
XLF XLFSHORT-0.1% · 5d +0.2% ↺ fades57%33 0.12✓ 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.