📈 Markets & Finance risk-off · 6–18 months
A what‑if from the future

What if wildfire destruction in Alberta and British Columbia concentrates Canadian mortgage losses?

Wildfire destruction of housing in Alberta and British Columbia concentrates mortgage and insurer losses, the flood/wildfire credit channel OSFI's B-15 scenario exercise stresses for Canadian banks.

12%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 12% · 90% range 3–21% · 40 analogues · measured class agriculture 94% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 94% in 18 mo94%
Analyst prior · editorial share 13% of the class12%
Pooled · weight 87%12%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)12%
Published12%

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. Wildfire destruction of housing in Alberta and British Columbia concentrates mortgage and insurer losses, the flood/wildfire credit channel OSFI's B-15 scenario exercise stresses for Canadian banks. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Credit spreads ▲ · Financial conditions ▲ · Mortgage rates ▲ — 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
1Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.26–+1.55% · other way -4.35% (n=11)
2Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.25–+0.63% · other way -2.96% (n=11)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.6%
hist -4.59–+1.4% · other way +27.34% (n=11)
4High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.7–+-0.0% · other way -0.33% (n=11)
5Financials XLF 📈 chartEquity▼ -0.3%
hist -0.95–+0.17% · other way -0.05% (n=11)
6Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.3%
hist -2.76–+8.02% · other way -6.09% (n=11)
7Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -0.3–-0.09% · other way +6.08% (n=9)
8JPMorgan JPM 📈 chartEquity▼ -0.3%
hist -1.63–+0.25% · other way +1.69% (n=11)
9Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -3.51–+2.22% · other way -3.19% (n=9)
10Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.56–+1.46% · other way +2.85% (n=11)
11Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -2.07–+1.84% · other way +4.1% (n=9)
12S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.2%
hist -0.38–+0.06% · other way -1.07% (n=12)
13Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.2%
hist -6.21–+5.55% · other way +26.15% (n=9)
14Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.2%
hist -0.78–+0.47% · other way +15.1% (n=11)

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 -0.3% · 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 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 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 Kaisa Group offshore default 2021-12 Gold closes above $2,000/oz for the first time 2020-08 IPBES warns ~1 million species face extinction 2019-05 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 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 New Century Financial bankruptcy 2007-04 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Soviet August coup attempt against Gorbachev 1991-08 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
JPM JPMSHORT-1.3% · 5d -1.8%69%38 0.32✓ matches cascade
SOL SOLSHORT-3.5% · 5d -8.4%71%7 0.30✓ matches cascade
Bitcoin BTCSHORT-0.1% · 5d -0.2%64%11 0.25✓ matches cascade
SMH SMHLONG+1.4% · 5d -1.0% ↺ fades62%32 0.21⚠ differs
High-yield credit HYGSHORT-0.4% · 5d -0.0%60%30 0.16✓ matches cascade
XLF XLFSHORT-0.7% · 5d -1.0%59%32 0.16✓ matches cascade
Volatility VIXLONG+7.3% · 5d +2.3%59%34 0.16✓ matches cascade
MSTR MSTRSHORT-4.0% · 5d -3.0%59%32 0.14✓ matches cascade
10y yield DGS10SHORT-11bp · 5d -5bp54%40 0.08·
WHEAT WHEATLONG+1.1% · 5d -1.4% ↺ fades53%32 0.06✓ matches cascade
NG NGSHORT-0.8% · 5d -3.1%53%32 0.05⚠ differs
US dollar DXYLONG+0.4% · 5d +0.2%51%40 0.01·
CORN CORNSHORT-0.6% · 5d -0.4%50%32 0.00⚠ differs
ETH ETHLONG+2.2% · 5d -2.2% ↺ fades38%8 0.00⚠ differs

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.