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

What if African swine fever resurges and culls China's hog herd at 2018 scale?

A renewed African swine fever outbreak culls China's hog herd (a 2018-19-scale event), spiking pork and feed-grain prices and lifting China and global food inflation, a livestock-disease scenario.

10%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 10% · 90% range 2–18% · 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 10% of the class9%
Pooled · weight 87%10%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)10%
Published10%

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 renewed African swine fever outbreak culls China's hog herd (a 2018-19-scale event), spiking pork and feed-grain prices and lifting China and global food inflation, a livestock-disease scenario. The trigger decomposes into signed root‑shocks — Corn ▲ · Food inflation ▲ · Inflation surprise ▲ · Pandemic shock ▲ — 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
1WTI crude CLon Hyperliquid 📈 chartCommodity▼ -1.2%
hist -9.59–+0.08% · other way -0.15% (n=12)
2Energy sector XLEon Hyperliquid 📈 chartEquity▼ -0.8%
hist -3.88–+0.48% · other way -2.3% (n=12)
3Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.22–+1.49% · other way +1.01% (n=12)
4United Airlines UAL 📈 chartEquity▲ +0.7%
hist +0.09–+0.79% · other way +2.23% (n=12)
5ExxonMobil XOM 📈 chartEquity▼ -0.6%
hist -1.93–+0.42% · other way -1.56% (n=12)
6Chevron CVX 📈 chartEquity▼ -0.5%
hist -2.29–+0.34% · other way -0.67% (n=12)
7Delta DAL 📈 chartEquity▲ +0.6%
hist -1.17–+0.98% · other way +0.85% (n=12)
8Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.3%
hist -0.9–+0.48% · other way +4.25% (n=12)
9Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -4.84–+1.67% · other way +2.06% (n=12)
10MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.19–+0.01% · other way +19.38% (n=12)
11Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.2%
model prior · unmeasured
12Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -4.22–+1.06% · other way +2.16% (n=12)
1330y Treasury yield DGS30 📈 chartRate▼ -2bp
hist -1.1–-0.36% · other way +0.8% (n=12)
14EUR/USD EURUSDon Hyperliquid 📈 chartFX▲ +0.2%
hist -0.11–+0.67% · other way -0.16% (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): United Airlines +0.7% · ExxonMobil -0.6% · Chevron -0.5% · Delta +0.6% · 30y Treasury yield -2bp · 10y Treasury yield -2bp

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 Offshore yuan hits a record low 2022-11 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Bank of England's first post-pandemic rate hike 2021-12 Omicron variant Black Friday selloff 2021-11 Turkish lira record low on rate cuts 2021-11 Gold closes above $2,000/oz for the first time 2020-08 COVID-19 fourth circuit breaker 2020-03 Saudi-Russia oil price war 2020-03 S&P 500 ends longest bull market with record high before COVID 2020-02 February 2018 hot wage print triggers rate scare 2018-02 Ebola US-case market scare 2014-10 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12 Iranian rial slides to a new record low 2025-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 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 ASML bookings-miss crash 2024-10 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 Mpox clade Ib WHO public health emergency 2024-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
CL CLSHORT-7.0% · 5d -3.0%82%36 0.56✓ matches cascade
XLE XLESHORT-3.0% · 5d -1.6%69%36 0.38✓ matches cascade
CVX CVXSHORT-1.8% · 5d -1.6%67%40 0.33✓ matches cascade
EURUSD EURUSDLONG+0.5% · 5d +0.3%65%36 0.26✓ matches cascade
ETH ETHSHORT-3.7% · 5d -4.3%66%35 0.24✓ matches cascade
US dollar DXYSHORT-0.3% · 5d +-0.0%61%40 0.20·
Gold XAULONG+1.1% · 5d +0.1%59%36 0.15✓ matches cascade
XOM XOMSHORT-1.5% · 5d -1.6%58%40 0.15✓ matches cascade
CORN CORNSHORT-1.0% · 5d -0.6%59%36 0.15⚠ differs
SOL SOLSHORT-4.4% · 5d -6.3%59%31 0.13✓ matches cascade
High-yield credit HYGLONG+0.2% · 5d +0.1%57%36 0.11·
10y yield DGS10SHORT-4bp · 5d 0bp54%40 0.09✓ matches cascade
Bitcoin BTCSHORT-1.0% · 5d -4.0%55%36 0.08·
DAL DALSHORT-1.5% · 5d -1.3%51%36 0.02⚠ differs

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.