Society & Frontier risk-off · 1–3 years
A what‑if from the future

What if California's FAIR Plan breaks under wildfire losses?

A California FAIR Plan failure forcing a statewide policyholder assessment is an insurance-capital and housing-finance shock — it raises carrying costs and impairs wildfire-zone collateral — with essentially no link to grain markets; the modeled wheat/corn +0.7% via crop-stress is a category error from over-broad climate_supply mapping. Rhymes with the post-2017/2018 wildfire insurer retreat (and PG&E's bankruptcy). Correct the roots to credit/financial-conditions and a small property-insurance climate component, dropping the food-crop channel entirely.

27%
our model probability
over 1–3 years
prediction markets — the market's odds
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Anchored to measured history 27% · 90% range 16–38% · 40 dated precedents behind it — a wider range means thinner evidence

Every number ships with its receipt — the odds, the range, the precedents, and a public grade at Reality Check. The statistical machinery that produces it is proprietary.

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 (electric blue) over time vs the market's (Polymarket, amber), 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. Loading the probability audit trail…

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What it would mean

If this plays out, it is a risk-off shock. Wildfire losses overwhelm California's insurer of last resort, forcing an assessment on all policyholders statewide. The trigger decomposes into signed root‑shocks — Credit spreads ▲ · Financial conditions ▲ · Risk appetite ▼ — which propagate through our causal graph to the markets below.

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Market odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-08-13.