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

What if rising antimicrobial resistance slowly worsens life insurers' mortality experience?

A slow rise in antimicrobial-resistant infection mortality structurally worsens life insurers' mortality experience, a creeping biological risk to long-dated mortality assumptions.

6%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 6% · 90% range 0–12% · 36 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 4% of the class4%
Pooled · weight 86%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 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. A slow rise in antimicrobial-resistant infection mortality structurally worsens life insurers' mortality experience, a creeping biological risk to long-dated mortality assumptions. The trigger decomposes into signed root‑shocks — Credit spreads ▲ · Pandemic shock ▲ · 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
1WTI crude CLon Hyperliquid 📈 chartCommodity▼ -1.7%
hist -7.17–+1.26% · other way +3.56% (n=12)
2Gold XAUon Hyperliquid 📈 chartCommodity▲ +1.1%
hist -0.03–+1.51% · other way +1.02% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▼ -1.1%
hist -4.44–+0.87% · other way -1.7% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -7.21–+6.82% · other way +1.94% (n=11)
5United Airlines UAL 📈 chartEquity▲ +0.9%
hist +0.21–+0.53% · other way +0.3% (n=12)
6ExxonMobil XOM 📈 chartEquity▼ -0.8%
hist -2.74–+0.68% · other way -0.97% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.6%
model prior · unmeasured
8Chevron CVX 📈 chartEquity▼ -0.7%
hist -2.57–+0.52% · other way -1.3% (n=12)
9MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.6%
hist -3.5–+1.09% · other way +11.78% (n=12)
10Delta DAL 📈 chartEquity▲ +0.8%
hist -0.06–+1.34% · other way +0.45% (n=12)
11Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -1.31–+0.75% · other way +3.9% (n=11)
12High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.88–+0.07% · other way -0.36% (n=12)
13Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.5%
hist -5.08–+10.65% · other way -3.97% (n=12)
14Financials XLF 📈 chartEquity▼ -0.4%
hist -2.28–+0.33% · other way +0.02% (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 +0.9% · ExxonMobil -0.8% · Chevron -0.7% · Delta +0.8% · High-yield credit -0.5% · Financials -0.4%

Historical precedent — what analogous events actually did

Across 36 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.

Greece first EU/IMF bailout 2010-05 Northern Rock bank run 2007-09 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 Offshore yuan hits a record low 2022-11 Kaisa Group offshore default 2021-12 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 China-led global 'Black Monday' rout 2015-08 HYG record outflows in 2014 high-yield rout 2014-10 Ebola US-case market scare 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Portugal requests EU-IMF bailout 2011-04 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04 HSBC subprime profit warning 2007-02 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 1976 UK sterling crisis / IMF bailout 1976-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
JPM JPMSHORT-1.7% · 5d -1.5%71%35 0.37✓ matches cascade
XLF XLFSHORT-1.8% · 5d -1.2%69%32 0.36✓ matches cascade
30y yield DGS30SHORT-14bp · 5d -6bp69%35 0.35✓ matches cascade
XHB XHBSHORT-1.4% · 5d +0.2% ↺ fades68%31 0.31⚠ differs
SMH SMHLONG+2.5% · 5d -0.2% ↺ fades66%32 0.28⚠ differs
CL CLSHORT-5.7% · 5d -3.4%66%32 0.26✓ matches cascade
10y yield DGS10SHORT-18bp · 5d -8bp64%36 0.26✓ matches cascade
XLE XLESHORT-3.5% · 5d -2.4%62%32 0.23✓ matches cascade
DAL DALLONG+0.8% · 5d -1.2% ↺ fades62%29 0.23✓ matches cascade
High-yield credit HYGSHORT-0.6% · 5d -0.1%62%29 0.21✓ matches cascade
CVX CVXSHORT-2.0% · 5d -1.8%61%36 0.20✓ matches cascade
Bitcoin BTCSHORT-3.4% · 5d -3.0%60%15 0.17✓ matches cascade
UAL UALSHORT-0.1% · 5d -1.6%58%31 0.14⚠ differs
Gold XAULONG+0.9% · 5d +0.5%56%32 0.12✓ 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.