What if Washington cancels federal student debt en masse?
A sweeping student-debt jubilee is a deficit/duration and ABS trade: added issuance and fiscal-impulse/inflation fears lift real yields and the long end, while loan-servicer (SLM, Nelnet) and student-ABS spreads reprice. No direct analogue; the rhyme is fiscal-supply tantrums (the 2023 deficit-driven long-end selloff after the Fitch downgrade). The forward twist: the inflationary impulse is debatable since cancellation boosts cash flow, not new spending — fade an overshoot in 30y yields.
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 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. 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 risk-off shock. Sweeping federal student-loan cancellation enacted, loan-servicer and ABS markets reprice, deficit and inflation fears rise. The trigger decomposes into signed root‑shocks — Fed policy path ▲ · Inflation expectations ▲ — 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 | Gold XAUon Hyperliquid 📈 chart | Commodity | ▼ -0.5% hist -0.35–+0.18% · other way +0.42% (n=11) |
| 2 | Tech sector XLK 📈 chart | Equity | ▼ -0.5% hist -0.69–-0.01% · other way -1.29% (n=12) |
| 3 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -0.6% hist -1.13–+0.1% · other way -1.72% (n=12) |
| 4 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.5% hist -1.15–+0.19% · other way -1.37% (n=12) |
| 5 | 30y Treasury yield DGS30 📈 chart | Rate | ▲ +5bp hist -2.98–+14.91% · other way +18.3% (n=12) |
| 6 | 10y Treasury yield DGS10 📈 chart | Rate | ▲ +4bp hist -3.95–+15.92% · other way +18.0% (n=12) |
| 7 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▼ -0.4% hist -5.58–+1.74% · other way -1.39% (n=9) |
| 8 | US dollar (DXY) DXYon Hyperliquid 📈 chart | FX | ▲ +0.3% hist -0.13–+0.77% · other way +0.12% (n=12) |
| 9 | 2y Treasury yield DGS2 | Rate | ▲ +3bp model prior · unmeasured |
| 10 | USD/JPY USDJPYon Hyperliquid 📈 chart | FX | ▲ +0.3% hist +0.04–+0.29% · other way +0.37% (n=12) |
| 11 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▼ -0.3% hist -7.78–+2.79% · other way +18.86% (n=8) |
| 12 | EUR/USD EURUSDon Hyperliquid 📈 chart | FX | ▼ -0.3% hist -0.39–+0.0% · other way +0.23% (n=10) |
| 13 | Arm ARMon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -12.26–+3.17% · other way -9.99% (n=5) |
| 14 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -0.2% model prior · unmeasured |
Probable recommendation
Why we may diverge from history
Trust history short on VIX: 0.93 hit-rate across clean recent CPI/Fed-hawkish windows where vol bled out, while the cascade's debt-jubilee vol spike leans on a weak deficit-fear path.
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 |
|---|---|---|---|---|---|---|
| ARM ARM | SHORT | -10.7% · 5d -10.3% | 91% | 11 | 0.62 | ✓ matches cascade |
| XLK XLK | SHORT | -0.4% · 5d -0.9% | 64% | 39 | 0.22 | ✓ matches cascade |
| MSTR MSTR | SHORT | -0.8% · 5d -2.4% | 62% | 39 | 0.22 | ✓ matches cascade |
| USDJPY USDJPY | LONG | +0.1% · 5d -0.1% ↺ fades | 60% | 39 | 0.19 | ✓ matches cascade |
| Gold XAU | LONG | +0.4% · 5d -0.4% ↺ fades | 60% | 39 | 0.18 | ⚠ differs |
| 30y yield DGS30 | LONG | +12bp · 5d +2bp | 60% | 40 | 0.17 | ✓ matches cascade |
| Bitcoin BTC | SHORT | -5.0% · 5d -5.1% | 60% | 38 | 0.17 | ✓ matches cascade |
| INR INR | SHORT | -0.1% · 5d +0.2% ↺ fades | 60% | 39 | 0.16 | ✓ matches cascade |
| US dollar DXY | LONG | +0.6% · 5d +0.1% | 57% | 40 | 0.14 | ✓ matches cascade |
| GBPUSD GBPUSD | SHORT | -0.2% · 5d +0.2% ↺ fades | 58% | 39 | 0.14 | ✓ matches cascade |
| 10y yield DGS10 | LONG | +13bp · 5d +3bp | 57% | 40 | 0.13 | ✓ matches cascade |
| SOL SOL | SHORT | -7.1% · 5d -8.6% | 59% | 36 | 0.13 | ✓ matches cascade |
| EURUSD EURUSD | SHORT | -0.2% · 5d +0.1% ↺ fades | 58% | 39 | 0.13 | ✓ matches cascade |
| XHB XHB | LONG | +1.2% · 5d -0.6% ↺ fades | 58% | 39 | 0.13 | ⚠ differs |
Why this probability
Broad student-debt jubilee blocked by courts/Congress; current admin opposed; low. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.