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

What if a new COVID variant fully escapes existing vaccines?

Cleanest chain: a full vaccine-escape COVID variant restarts boosters/mandates — renewed mobility drag hits crude and travel, gold and duration bid, mRNA reformulators (Moderna/Pfizer) re-rate higher. This is the Omicron-Nov-2021 template (Black-Friday crude/airline selloff, fast partial reversal). Forward twist: vastly higher baseline immunity and antiviral availability cap the downside vs. 2020, so fade the initial crude spike-down; pandemic 0.9 roots are reasonable.

26%
our model probability
over 1–3 years
prediction markets — the market's odds
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Anchored to measured history 26% · 90% range 14–38% · 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. New COVID variant fully escapes existing vaccines and prior immunity, restarting boosters, masking mandates, and reformulation races. The trigger decomposes into signed root‑shocks — Pandemic shock ▲ · Recession signal ▲ · 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.