🌍 Society & Frontier risk-off · 3–10 years
A what‑if from the future

What if Antibiotic resistance outpaces R&D?

Drug-resistant infections rise faster than new antibiotics arrive, raising mortality, healthcare costs and a slow-burn drag on growth.

28%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 28% · 90% range 17–39% · 40 analogues · measured class pandemic 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 100% in 10 yr100%
Analyst prior · editorial share 30% of the class30%
Pooled · weight 87%29%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)29%
Published28%

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 3–10 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. Drug-resistant infections rise faster than new antibiotics arrive, raising mortality, healthcare costs and a slow-burn drag on growth. The trigger decomposes into signed root‑shocks — Biosecurity risk ▲ · Recession signal ▲ · 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▼ -1.3%
hist -0.81–-0.45% · other way +0.81% (n=12)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.2%
hist -0.78–-0.09% · other way +12.12% (n=12)
3Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +1.1%
hist -4.41–+11.86% · other way +0.36% (n=12)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.1%
model prior · unmeasured
5Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.9%
hist -5.34–+0.77% · other way +1.74% (n=12)
6Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.9%
hist -0.87–+0.91% · other way +0.13% (n=12)
7Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -3.48–+0.81% · other way +2.9% (n=12)
8Financials XLF 📈 chartEquity▼ -0.5%
hist -1.74–+0.37% · other way +0.14% (n=12)
9High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.52–-0.09% · other way -0.46% (n=12)
10Tech sector XLK 📈 chartEquity▼ -0.5%
hist -0.62–+1.3% · other way +0.15% (n=12)
11S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -1.24–+0.3% · other way +0.87% (n=12)
12Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.5%
hist -5.3–+1.55% · other way +10.49% (n=9)
13Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.74–+1.1% · other way +0.91% (n=12)
14Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.3%
hist -0.41–+2.38% · other way +0.97% (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): Financials -0.5% · High-yield credit -0.5% · Tech sector -0.5% · JPMorgan -0.3%

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.

Brookfield defaults on LA office towers 2023-02 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 Chevron agrees to acquire Noble Energy for $5 billion 2020-07 NBER declares Feb 2020 peak 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 August 24, 2015 ETF flash crash 2015-08 Ebola US-case market scare 2014-10 Greece first EU/IMF bailout 2010-05 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 Weak July 2024 jobs report triggers Sahm-rule growth scare 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
CL CLSHORT-7.0% · 5d -3.0%75%40 0.42✓ matches cascade
US dollar DXYSHORT-0.6% · 5d -0.1%71%40 0.36·
ETH ETHSHORT-4.2% · 5d -3.9%70%37 0.33✓ matches cascade
Gold XAULONG+1.9% · 5d +0.5%69%40 0.31✓ matches cascade
XLK XLKLONG+1.4% · 5d -0.0% ↺ fades63%40 0.22⚠ differs
COIN COINSHORT-4.6% · 5d -0.4%61%30 0.20✓ matches cascade
Bitcoin BTCSHORT-2.9% · 5d -3.5%62%39 0.19✓ matches cascade
10y yield DGS10SHORT-11bp · 5d -2bp61%40 0.18·
XLF XLFSHORT-1.4% · 5d -0.4%59%40 0.17✓ matches cascade
NDX NDXLONG+1.3% · 5d -0.4% ↺ fades57%40 0.11⚠ differs
Volatility VIXLONG+10.8% · 5d +4.4%55%40 0.10✓ matches cascade
MSTR MSTRLONG+0.3% · 5d -2.6% ↺ fades55%40 0.09⚠ differs
NVDA NVDALONG+3.6% · 5d -0.5% ↺ fades55%40 0.07⚠ differs
High-yield credit HYGSHORT-0.2% · 5d -0.0%53%40 0.05✓ 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.