🛢 Energy & Commodities risk-off · 1–3 years
A what‑if from the future

What if a record severe-convective-storm year blows through reinsurers' aggregate covers?

A record severe-convective-storm year of hail and wind losses blows through reinsurers' aggregate covers, the 'secondary peril' that has driven recent loss creep and now drives primary-rate hardening.

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 agriculture 100% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 100% in 3 yr100%
Analyst prior · editorial share 5% of the class5%
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. A record severe-convective-storm year of hail and wind losses blows through reinsurers' aggregate covers, the 'secondary peril' that has driven recent loss creep and now drives primary-rate hardening. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Credit spreads ▲ · 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
1MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.9%
hist -2.38–+0.43% · other way +30.07% (n=12)
2Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -1.49–+0.29% · other way -2.27% (n=10)
3Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.4–+1.85% · other way -3.04% (n=12)
4Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.52–+0.75% · other way -1.11% (n=12)
5Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.6%
model prior · unmeasured
6Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.6%
hist -0.42–+0.49% · other way -0.08% (n=12)
7Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.5%
hist -2.38–+5.89% · other way -9.24% (n=12)
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -1.37–+0.93% · other way +3.01% (n=10)
9Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -0.92–+0.6% · other way +8.0% (n=10)
10High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.59–-0.05% · other way -0.41% (n=12)
11Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.64–+1.08% · other way +1.08% (n=12)
12S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -1.41–+0.44% · other way +0.96% (n=12)
13Financials XLF 📈 chartEquity▼ -0.4%
hist -0.47–-0.01% · other way +0.1% (n=12)
14Tech sector XLK 📈 chartEquity▼ -0.4%
hist -0.45–+0.66% · other way +0.04% (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 cash hedge.
Also moves (not yet on Hyperliquid): High-yield credit -0.5% · Financials -0.4% · Tech sector -0.4% · 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.

Chernobyl disaster 1986-04 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 H5N1 bird flu record US egg prices 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 Gold closes above $2,000/oz for the first time 2020-08 IPBES warns ~1 million species face extinction 2019-05 February 2018 hot wage print triggers rate scare 2018-02 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Gold futures velocity-logic flash crash 2014-01 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Gold all-time peak of $1,921/oz 2011-09 Portugal requests EU-IMF bailout 2011-04 Egyptian revolution / Mubarak uprising 2011-01 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 Fannie Mae and Freddie Mac conservatorship 2008-09 Crude oil all-time high 2008-07 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 2008 global rice / food price crisis peak 2008-04 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Northern Rock bank run 2007-09 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
NDX NDXLONG+0.7% · 5d -0.8% ↺ fades61%37 0.17⚠ differs
JPM JPMSHORT-0.1% · 5d -0.6%59%38 0.16✓ matches cascade
COIN COINLONG+0.1% · 5d +3.8%60%10 0.16⚠ differs
MU MULONG+1.0% · 5d -0.7% ↺ fades59%37 0.15⚠ differs
NG NGSHORT-3.8% · 5d -3.9%58%36 0.15⚠ differs
SMH SMHLONG+1.2% · 5d -0.6% ↺ fades58%36 0.14⚠ differs
High-yield credit HYGSHORT-0.3% · 5d +0.0% ↺ fades58%36 0.13✓ matches cascade
XLK XLKLONG+0.8% · 5d -0.7% ↺ fades58%36 0.13⚠ differs
US dollar DXYLONG+0.8% · 5d +0.2%57%40 0.13·
MSTR MSTRSHORT-1.8% · 5d -2.4%58%36 0.12✓ matches cascade
TSM TSMSHORT-0.1% · 5d -1.9%58%36 0.12✓ matches cascade
Gold XAUSHORT-0.6% · 5d -0.2%56%36 0.11·
AVGO AVGOLONG+2.8% · 5d -1.5% ↺ fades56%27 0.10⚠ differs
10y yield DGS10LONG+0bp · 5d +1bp55%40 0.09·

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.