What if AI-driven labor surplus forces a serious US UBI and tax debate?
Sustained automation-driven displacement and a rising capital share push universal-basic-income and capital-tax proposals into mainstream policy; the redistribution debate raises uncertainty over future corporate-profit taxation.
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 risk-off shock. Sustained automation-driven displacement and a rising capital share push universal-basic-income and capital-tax proposals into mainstream policy; the redistribution debate raises uncertainty over future corporate-profit taxation. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Labor surplus ▲ · Risk appetite ▼ — 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 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▼ -0.5% hist -9.14–+2.31% · other way -2.69% (n=12) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.5% hist -0.43–-0.09% · other way -0.6% (n=12) |
| 3 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -0.5% hist -0.57–+0.46% · other way +27.62% (n=12) |
| 4 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -0.4% model prior · unmeasured |
| 5 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▼ -0.4% hist -7.16–+1.64% · other way +2.16% (n=12) |
| 6 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -0.3% hist -0.93–+0.27% · other way +1.74% (n=12) |
| 7 | Tech sector XLK 📈 chart | Equity | ▼ -0.3% hist -0.31–-0.04% · other way -0.32% (n=12) |
| 8 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▼ -0.3% hist -1.49–+0.44% · other way +6.34% (n=12) |
| 9 | Volatility (VIX) VIXon Hyperliquid 📈 chart | Vol | ▲ +0.2% hist -1.03–+2.58% · other way -2.16% (n=12) |
| 10 | High-yield credit HYG 📈 chart | Rate | ▼ -0.2% hist -0.23–+0.23% · other way -0.45% (n=12) |
| 11 | Coinbase COINon Hyperliquid 📈 chart | Equity | ▼ -0.2% hist -2.23–+0.58% · other way +18.56% (n=12) |
Probable recommendation
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 |
|---|---|---|---|---|---|---|
| ETH ETH | SHORT | -6.1% · 5d -4.7% | 67% | 36 | 0.26 | ✓ matches cascade |
| COIN COIN | SHORT | -1.9% · 5d -0.9% | 63% | 35 | 0.24 | ✓ matches cascade |
| SOL SOL | SHORT | -7.9% · 5d -6.5% | 66% | 35 | 0.22 | ✓ matches cascade |
| Bitcoin BTC | SHORT | -1.3% · 5d -2.7% | 58% | 36 | 0.12 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.0% · 5d +0.2% ↺ fades | 55% | 40 | 0.08 | · |
| Volatility VIX | LONG | +2.4% · 5d +5.7% | 53% | 36 | 0.06 | ✓ matches cascade |
| Gold XAU | LONG | +0.4% · 5d -0.6% ↺ fades | 53% | 36 | 0.06 | · |
| 10y yield DGS10 | LONG | +4bp · 5d +3bp | 53% | 40 | 0.06 | · |
| NDX NDX | SHORT | -0.2% · 5d -0.8% | 53% | 36 | 0.05 | ✓ matches cascade |
| XLK XLK | SHORT | -0.1% · 5d -0.6% | 53% | 36 | 0.05 | ✓ matches cascade |
| High-yield credit HYG | LONG | +0.3% · 5d +0.3% | 53% | 36 | 0.05 | ⚠ differs |
| MSTR MSTR | LONG | +0.7% · 5d -1.6% ↺ fades | 44% | 36 | 0.00 | ⚠ differs |
| SPX SPX | SHORT | -0.7% · 5d -0.9% | 41% | 40 | 0.00 | ✓ matches cascade |