🌍 Society & Frontier risk-off · 1–3 years
A what‑if from the future

What if the Nipah virus reaches a dense Asian megacity?

Direct chain: a 70%-fatality Nipah outbreak in an Asian megacity sparks lockdowns — regional mobility/oil-demand hit, gold and duration bid, biotech vaccine names (Moderna-type platforms) spike. Rhymes with SARS-2003's Asia-localized demand shock plus the COVID-2020 haven bid. Because fatality is high but transmissibility (vs. COVID) is the open question, the tail is bimodal — the moderate pandemic 1.0 / no-recession-root calibration sensibly stops short of the full global-recession cascade.

6%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 6% · 90% range 0–12% · 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 4% of the class4%
Pooled · weight 87%6%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)6%
Published6%

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. Nipah encephalitis virus jumps to a dense Asian megacity with 70% fatality, sparking lockdowns and biotech vaccine scramble. The trigger decomposes into signed root‑shocks — Pandemic shock ▲ · 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
1WTI crude CLon Hyperliquid 📈 chartCommodity▼ -4.0%
hist -10.89–+0.0% · other way +3.31% (n=12)
2Gold XAUon Hyperliquid 📈 chartCommodity▲ +3.0%
hist +0.51–+2.76% · other way +0.97% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▼ -2.8%
hist -6.18–-0.17% · other way -0.51% (n=12)
4United Airlines UAL 📈 chartEquity▲ +2.4%
hist -0.38–+1.72% · other way +0.75% (n=12)
5ExxonMobil XOM 📈 chartEquity▼ -2.0%
hist -4.72–+0.35% · other way +0.14% (n=12)
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.6%
hist -8.73–+1.59% · other way +0.81% (n=12)
7Chevron CVX 📈 chartEquity▼ -1.8%
hist -5.06–+0.16% · other way +0.3% (n=12)
8Delta DAL 📈 chartEquity▲ +2.0%
hist -1.52–+1.87% · other way +0.7% (n=12)
9Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.2%
model prior · unmeasured
10Ether ETHon Hyperliquid 📈 chartCrypto▼ -1.0%
hist -7.41–+1.31% · other way +1.74% (n=12)
11Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.9%
hist -4.96–+11.43% · other way +0.36% (n=12)
12MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.0%
hist -0.72–-0.12% · other way +12.12% (n=12)
1330y Treasury yield DGS30 📈 chartRate▼ -12bp
hist -10.08–-2.54% · other way +7.4% (n=12)
14USD/JPY USDJPYon Hyperliquid 📈 chartFX▼ -0.9%
hist -1.11–-0.08% · other way +0.72% (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): United Airlines +2.4% · ExxonMobil -2.0% · Chevron -1.8% · Delta +2.0% · 30y Treasury yield -12bp · 10y Treasury yield -10bp

Why we may diverge from history

Trust the measured history on UAL/DAL: -14% across pristine COVID pandemic analogues kills the cascade's 'LONG/up'; the NVDA/AMD/MRVL 'up' is just 2020 V-recovery rebound, off-channel for a lethal outbreak.

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.

Offshore yuan hits a record low 2022-11 Omicron variant Black Friday selloff 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 Ebola US-case market scare 2014-10 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 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 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 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Ethiopia defaults on its only Eurobond 2023-12 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Brookfield defaults on LA office towers 2023-02 India Adani-Hindenburg rout 2023-01 Solana craters toward $8 on FTX/Alameda overhang 2022-12 CoinDesk exposes Alameda's FTT-heavy balance sheet 2022-11 OPEC+ cuts output 2 million bpd despite US pressure 2022-10 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLE XLESHORT-4.2% · 5d -2.0%79%40 0.56✓ matches cascade
CL CLSHORT-7.6% · 5d -3.1%79%40 0.50✓ matches cascade
CVX CVXSHORT-3.6% · 5d -2.1%74%40 0.48✓ matches cascade
XOM XOMSHORT-3.4% · 5d -1.9%68%40 0.35✓ matches cascade
EURUSD EURUSDLONG+0.6% · 5d +0.1%68%40 0.32✓ matches cascade
ETH ETHSHORT-6.0% · 5d -4.3%69%39 0.30✓ matches cascade
SOL SOLSHORT-7.0% · 5d -6.4%67%36 0.28✓ matches cascade
INTC INTCSHORT-2.6% · 5d -2.0%64%40 0.26✓ matches cascade
US dollar DXYSHORT-0.5% · 5d -0.1%64%40 0.25✓ matches cascade
KRW KRWLONG+0.7% · 5d +0.2%64%40 0.25✓ matches cascade
MU MUSHORT-3.7% · 5d -1.6%66%40 0.24✓ matches cascade
XHB XHBSHORT-1.6% · 5d -0.4%62%40 0.20⚠ differs
ARM ARMSHORT-4.1% · 5d -5.4%64%22 0.19⚠ differs
GBPUSD GBPUSDLONG+0.5% · 5d -0.3% ↺ fades62%40 0.19✓ matches cascade

Why this probability

Nipah urban megacity jump with 70% fatality extremely rare; outbreaks stay small, rural. 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.