⚔ Geopolitics risk-off · 6–18 months
A what‑if from the future

What if a new outbreak locks down Shanghai's ports?

A Shanghai-Ningbo COVID-style lockdown is a China demand-destruction shock first: WTI -1.3% on mobility collapse and copper softer, with safe-haven gold bid on stimulus expectations - the rare risk-off here that sells oil rather than buying it. Rhymes directly with the H1-2022 Shanghai lockdown that crushed crude demand and rebuilt the container backlog. China is the demand sink; trade partners feel it via re-spiked freight. The forward angle is post-zero-COVID Beijing is loath to re-lock, so probability is low but the supply-chain replay is the right mechanism.

14%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 14% · 90% range 3–24% · 37 analogues · measured class pandemic 72% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 72% in 18 mo72%
Analyst prior · editorial share 20% of the class14%
Pooled · weight 86%14%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)14%
Published14%

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 risk-off shock. A new outbreak triggers a Shanghai-Ningbo port lockdown, rebuilding the 2022 container backlog and freight spike. The trigger decomposes into signed root‑shocks — China growth ▼ · 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▼ -1.3%
hist -6.41–+1.12% · other way +0.27% (n=12)
2Energy sector XLEon Hyperliquid 📈 chartEquity▼ -0.8%
hist -2.3–+0.26% · other way -3.66% (n=12)
3Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.5%
hist -0.13–+0.94% · other way +1.05% (n=12)
4United Airlines UAL 📈 chartEquity▲ +0.7%
hist +0.06–+0.53% · other way -1.43% (n=12)
5ExxonMobil XOM 📈 chartEquity▼ -0.6%
hist -0.46–-0.18% · other way -2.39% (n=12)
6Chevron CVX 📈 chartEquity▼ -0.5%
hist -1.5–+0.22% · other way -2.06% (n=12)
7Freeport (copper) FCX 📈 chartEquity▼ -0.5%
hist -1.43–+0.39% · other way +6.61% (n=12)
8Delta DAL 📈 chartEquity▲ +0.6%
hist -0.27–+0.6% · other way -1.5% (n=12)
9Copper XCUon Hyperliquid 📈 chartCommodity▼ -0.4%
hist -0.35–-0.08% · other way +3.98% (n=12)
10China internet KWEBon Hyperliquid 📈 chartEquity▼ -0.4%
hist -2.97–+1.0% · other way +3.82% (n=12)
11Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -8.41–+3.83% · other way +3.54% (n=12)
12Alibaba BABAon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.29–-0.07% · other way -1.4% (n=12)
13MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -1.49–+2.91% · other way +17.29% (n=12)
14Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured

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 +0.7% · ExxonMobil -0.6% · Chevron -0.5% · Freeport (copper) -0.5% · Delta +0.6% · Aussie dollar -0.2%

Why we may diverge from history

Trust the cascade long on VIX: the -8% realized averages in calming windows like bird-flu and ASML, masking a Shanghai port lockdown's genuine vol-spike — the analogue set is too heterogeneous to trust.

Historical precedent — what analogous events actually did

Across 37 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 H5N1 bird flu record US egg prices 2025-04 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 ASML bookings-miss crash 2024-10 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 China fires ballistic missiles into Japan's EEZ during Taiwan drills 2022-08 Tesla Q2 2022 deliveries fall on Shanghai COVID lockdown 2022-07 Alibaba upsizes buyback to record $25 billion 2022-03 Bank of England's first post-pandemic rate hike 2021-12 Kaisa Group offshore default 2021-12 Omicron variant Black Friday selloff 2021-11 Turkish lira record low on rate cuts 2021-11 Evergrande debt crisis - global selloff 2021-09 Didi removed from China app stores after NYSE IPO 2021-07 Bitcoin May 2021 crash 2021-05 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 Chinese yuan breaks 7 per dollar; US names China manipulator 2019-08 Apple cuts revenue guidance on China weakness 2019-01 China's first African Swine Fever outbreak confirmed 2018-08 February 2018 hot wage print triggers rate scare 2018-02 China stock-market circuit-breaker fiasco 2016-01 August 24, 2015 ETF flash crash 2015-08 Shanghai A-share bubble peak / crash begins 2015-06 Ebola US-case market scare 2014-10 SARS Hang Seng trough 2003-04 October 27, 1997 mini-crash 1997-10 Asian financial crisis - Thai baht float 1997-07 Tiananmen Square crackdown 1989-06 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLE XLESHORT-1.7% · 5d -2.7%66%29 0.31✓ matches cascade
CL CLSHORT-5.1% · 5d -3.6%66%29 0.30✓ matches cascade
ETH ETHSHORT-6.1% · 5d -6.3%67%24 0.29✓ matches cascade
CVX CVXSHORT-1.1% · 5d -2.3%63%37 0.24✓ matches cascade
SOL SOLSHORT-8.0% · 5d -12.5%60%17 0.15✓ matches cascade
10y yield DGS10SHORT-8bp · 5d -7bp57%37 0.14·
KWEB KWEBSHORT-2.6% · 5d -2.6%56%28 0.12✓ matches cascade
Bitcoin BTCSHORT-3.6% · 5d -5.2%58%28 0.12✓ matches cascade
CNY CNYSHORT-0.3% · 5d -0.2%54%29 0.08✓ matches cascade
XCU XCUSHORT-0.1% · 5d -0.7%54%29 0.07✓ matches cascade
MSTR MSTRLONG+3.0% · 5d -3.9% ↺ fades54%29 0.07⚠ differs
US dollar DXYLONG+0.0% · 5d -0.0% ↺ fades53%37 0.06·
BABA BABASHORT-0.1% · 5d -2.9%53%28 0.05✓ matches cascade
High-yield credit HYGSHORT-0.1% · 5d +0.2% ↺ fades53%28 0.04·

Why this probability

China abandoned zero-COVID; full Shanghai-Ningbo port lockdown now politically improbable even over 18mo. 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.