Central Banks & Macro risk-off · 1–3 years
A what‑if from the future

What if Beijing assumes trillions in local-government debt?

Beijing assuming LGFV debt is a backstop that removes tail risk — net risk-on for China-linked cyclicals (copper, EM FX, industrials) even as it confirms the underlying weakness; the stimulus impulse outweighs the credit headline. Rhymes with the 2015 local-government debt swap program, which stabilized the system and supported commodities. China is the marginal importer for industrial metals and oil; the forward twist is that mutualizing LGFV debt onto the sovereign balance sheet pressures CGB supply and the yuan over time — a slow drag rather than the acute Kaisa-style contagion the analogues imply.

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. Beijing nationally assumes trillions in local-government financing-vehicle debt to prevent cascading defaults. The trigger decomposes into signed root‑shocks — China growth ▼ · China stimulus ▲ · Credit spreads ▲ — 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.