Central Banks & Macro risk-off · 0–6 months
A what‑if from the future

What if the pension-fund margin-call cascade of 2022 returns?

A sharp gilt selloff triggering LDI fire-sales is a self-reinforcing UK pension-margin spiral — long-gilt yields gap, GBP falls, sell UK financials; this is a gilt/sterling event, not the crypto-first move shown. Rhymes exactly with the Sept 2022 LDI doom loop that forced the BoE's emergency long-gilt purchases to halt collateral fire-sales. Transmission: UK DB pensions' levered LDI hedges are the conduit; forced selling begets more selling. Forward angle: post-2022 regulators raised LDI collateral buffers, so the threshold for a cascade is higher — but the tail, if breached, is just as violent.

12%
our model probability
over 0–6 months
prediction markets — the market's odds
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Anchored to measured history 12% · 90% range 3–20% · 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 0–6 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. Loading the probability audit trail…

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What it would mean

If this plays out, it is a risk-off shock. Sharp gilt selloff triggers pension liability-driven-investment fire sales, echoing the 2022 doom loop. 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.