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

What if Avian-flu containment normalizes US egg & poultry prices?

Effective biosecurity and vaccination contain avian influenza, allowing flocks to rebuild and egg and poultry prices to normalize, easing US food inflation.

19%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 19% · 90% range 1–38% · 40 analogues · measured class deflation 44% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — deflation ≈0.3895/yr → 44% in 18 mo44%
Analyst prior · editorial share 45% of the class20%
Pooled · weight 87%20%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)20%
Published19%

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. Effective biosecurity and vaccination contain avian influenza, allowing flocks to rebuild and egg and poultry prices to normalize, easing US food inflation. The trigger decomposes into signed root‑shocks — Biosecurity risk ▼ · Consumer spending ▲ · Food inflation ▼ · 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
1Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.5%
hist -4.3–+1.28% · other way +0.88% (n=12)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.4%
hist -1.66–+3.85% · other way +14.38% (n=12)
3Volatility (VIX) VIXon Hyperliquid 📈 chartVol▼ -0.3%
hist -4.92–+9.25% · other way +4.41% (n=12)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.3%
model prior · unmeasured
5Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.3%
hist -0.25–+0.92% · other way -1.41% (n=12)
6Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.3%
hist -2.23–+0.85% · other way +7.53% (n=12)
7Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.2%
hist -0.5–+0.23% · other way +3.26% (n=12)
8Coinbase COINon Hyperliquid 📈 chartEquity▲ +0.2%
hist -2.75–+0.8% · other way +2.71% (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.

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.

Nikkei 225 record single-day rebound 2024-08 Offshore yuan hits a record low 2022-11 Bank of England's first post-pandemic rate hike 2021-12 Omicron variant Black Friday selloff 2021-11 S&P 500 first close above 4000 2021-04 First mRNA COVID-19 vaccine authorized 2020-12 Gold closes above $2,000/oz for the first time 2020-08 Nasdaq Composite first close above 10000 2020-06 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 He Jiankui announces CRISPR-edited babies 2018-11 SNB introduces negative interest rates 2014-12 Ebola US-case market scare 2014-10 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Soviet August coup attempt against Gorbachev 1991-08 Cuban Missile Crisis 1962-10 India RBI growth-pivot rate cut 2025-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Israel strikes Iran — Operation Rising Lion 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 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 S&P 500 first close above 6000 2024-11 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 ASML bookings-miss crash 2024-10 October 2024 Iranian ballistic-missile attack on Israel 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 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
US dollar DXYSHORT-0.4% · 5d -0.1%67%39 0.30·
COIN COINSHORT-2.5% · 5d -1.9%65%27 0.28⚠ differs
Gold XAULONG+1.4% · 5d -0.1% ↺ fades66%38 0.27·
SOL SOLSHORT-4.0% · 5d -8.2%67%31 0.25⚠ differs
Bitcoin BTCSHORT-0.5% · 5d -4.4%65%37 0.24⚠ differs
ETH ETHSHORT-2.1% · 5d -5.2%62%35 0.18⚠ differs
10y yield DGS10SHORT-7bp · 5d 0bp58%39 0.14·
MSTR MSTRLONG+3.5% · 5d -4.1% ↺ fades47%38 0.00✓ matches cascade
Volatility VIXLONG+9.3% · 5d -0.5% ↺ fades47%39 0.00⚠ differs
NDX NDXLONG+0.7% · 5d -0.4% ↺ fades47%39 0.00✓ matches cascade
High-yield credit HYGSHORT-0.2% · 5d -0.1%49%38 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.