What if China's provincial pension funds run out of money?
Provincial pension funds running dry a decade early is a slow fiscal-demographic drag on China: the China-beta cascade (copper, KWEB, AUD lower) is directionally right but this plays out over years via weaker structural growth, not a market break. No clean analogue — closest is Japan's demographic deflation trap. Transmission: benefit cuts and fiscal transfers crowd out stimulus, capping the China demand impulse that drives copper and AUD. Forward: the shrinking working-age base makes this a one-way structural headwind, not a cyclical dip to fade.
how we built this number — every step
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 3–10 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. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.
What it would mean
If this plays out, it is a mixed shock. Provincial pension funds run dry a decade early as the working-age population shrinks, forcing benefit cuts and fiscal transfers. The trigger decomposes into signed root‑shocks — China growth ▼ · Labor shortage ▲ — 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.
| Market | Class | Projected move | |
|---|---|---|---|
| 1 | Freeport (copper) FCX 📈 chart | Equity | ▼ -0.7% hist -1.83–+0.42% · other way +3.37% (n=12) |
| 2 | Copper XCUon Hyperliquid 📈 chart | Commodity | ▼ -0.6% hist -0.5–+0.06% · other way +2.39% (n=12) |
| 3 | China internet KWEBon Hyperliquid 📈 chart | Equity | ▼ -0.5% hist -2.65–+0.65% · other way +1.76% (n=12) |
| 4 | Alibaba BABAon Hyperliquid 📈 chart | Equity | ▼ -0.5% hist -0.41–+0.07% · other way -1.63% (n=12) |
| 5 | Aussie dollar AUD 📈 chart | FX | ▼ -0.4% hist -0.51–+0.01% · other way -0.67% (n=12) |
| 6 | Chinese yuan CNY 📈 chart | FX | ▼ -0.3% hist -0.55–+0.06% · other way -0.84% (n=12) |
| 7 | Homebuilders XHB 📈 chart | Equity | ▼ -0.1% hist -0.95–+0.31% · other way +0.53% (n=12) |
| 8 | 30y Treasury yield DGS30 📈 chart | Rate | ▲ +1bp hist -0.03–+1.04% · other way -0.3% (n=12) |
| 9 | 10y Treasury yield DGS10 📈 chart | Rate | ▲ +1bp hist -0.55–+1.19% · other way +3.3% (n=12) |
Probable recommendation
Why we may diverge from history
Trust the cascade short on FCX: the +4.8% history is swamped — the +27% analogue is the 2022 record-low-yuan reflation window, a weak-CNY copper driver, not a China pension insolvency that saps metals demand.
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.
| Asset | History says | Abnormal (20d · 5d) | Hit | n | Confidence | vs cascade |
|---|---|---|---|---|---|---|
| KWEB KWEB | SHORT | -2.2% · 5d -2.5% | 60% | 32 | 0.19 | ✓ matches cascade |
| US dollar DXY | LONG | +0.3% · 5d +0.0% | 62% | 40 | 0.19 | · |
| Volatility VIX | SHORT | -1.8% · 5d +5.7% ↺ fades | 60% | 34 | 0.18 | · |
| AUD AUD | SHORT | -0.3% · 5d -0.2% | 60% | 32 | 0.16 | ✓ matches cascade |
| Bitcoin BTC | SHORT | -3.5% · 5d -4.8% | 60% | 32 | 0.15 | · |
| XHB XHB | SHORT | -0.8% · 5d -1.0% | 56% | 32 | 0.10 | ✓ matches cascade |
| CNY CNY | SHORT | -0.4% · 5d -0.2% | 54% | 32 | 0.08 | ✓ matches cascade |
| FCX FCX | SHORT | -1.4% · 5d -2.0% | 45% | 34 | 0.00 | ✓ matches cascade |
| XCU XCU | LONG | +0.3% · 5d -0.9% ↺ fades | 46% | 32 | 0.00 | ⚠ differs |
| BABA BABA | LONG | +0.3% · 5d -2.7% ↺ fades | 36% | 32 | 0.00 | ⚠ differs |
| 30y yield DGS30 | SHORT | -1bp · 5d -4bp | 45% | 40 | 0.00 | ⚠ differs |
| 10y yield DGS10 | SHORT | -1bp · 5d -5bp | 48% | 40 | 0.00 | ⚠ differs |
| Gold XAU | LONG | +0.5% · 5d +0.2% | 48% | 32 | 0.00 | · |
| High-yield credit HYG | LONG | +0.1% · 5d +0.3% | 48% | 32 | 0.00 | · |
Why this probability
Working-age decline makes provincial pension shortfalls near-baked over 3-10yr; transfers/cuts likely. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.