What if Automation-displacement backlash drives anti-AI labor regulation?
Rapid job displacement triggers political backlash and rules slowing AI deployment in sensitive sectors, raising compliance costs and capping the productivity dividend; the regulatory drag tempers AI-margin optimism.
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. Rapid job displacement triggers political backlash and rules slowing AI deployment in sensitive sectors, raising compliance costs and capping the productivity dividend; the regulatory drag tempers AI-margin optimism. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Risk appetite ▼ · Robotics productivity ▼ — 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 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.9% hist -0.54–-0.32% · other way -0.13% (n=12) |
| 2 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▼ -0.8% hist -2.87–+4.59% · other way +2.28% (n=12) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▼ -0.6% hist -0.67–+0.71% · other way +1.8% (n=12) |
| 4 | Tech sector XLK 📈 chart | Equity | ▼ -0.5% hist -0.4–-0.02% · other way +0.04% (n=12) |
| 5 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▼ -0.4% hist -11.53–+0.85% · other way -1.54% (n=12) |
| 6 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -0.4% hist -0.25–+1.71% · other way +0.47% (n=12) |
| 7 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -0.4% hist -5.36–+12.49% · other way +21.92% (n=12) |
| 8 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -0.3% model prior · unmeasured |
| 9 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▼ -0.3% hist -6.75–+1.97% · other way +2.81% (n=12) |
| 10 | AMD AMDon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -1.73–+0.34% · other way -1.59% (n=12) |
| 11 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -1.13–+1.75% · other way +1.73% (n=12) |
| 12 | Micron MUon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -6.46–+0.84% · other way +4.28% (n=12) |
| 13 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -0.97–+1.85% · other way +2.79% (n=12) |
| 14 | Marvell MRVLon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -1.38–+2.86% · other way +1.76% (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 |
|---|---|---|---|---|---|---|
| SPX SPX | LONG | +1.4% · 5d +0.1% | 77% | 40 | 0.47 | ⚠ differs |
| SOL SOL | SHORT | -9.0% · 5d -7.0% | 79% | 40 | 0.45 | ✓ matches cascade |
| MU MU | SHORT | -5.2% · 5d -3.2% | 74% | 40 | 0.38 | ✓ matches cascade |
| INTC INTC | SHORT | -4.8% · 5d -3.8% | 67% | 40 | 0.34 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.6% · 5d -0.1% | 65% | 40 | 0.26 | · |
| Gold XAU | LONG | +1.4% · 5d -0.0% ↺ fades | 65% | 40 | 0.24 | · |
| AMD AMD | SHORT | -1.4% · 5d -1.3% | 65% | 40 | 0.23 | ✓ matches cascade |
| QCOM QCOM | SHORT | -3.0% · 5d -2.3% | 65% | 40 | 0.22 | ✓ matches cascade |
| ETH ETH | SHORT | -6.0% · 5d -4.7% | 63% | 40 | 0.20 | ✓ matches cascade |
| ASML ASML | SHORT | -3.4% · 5d -1.4% | 60% | 40 | 0.17 | ✓ matches cascade |
| High-yield credit HYG | SHORT | -0.2% · 5d +0.1% ↺ fades | 60% | 40 | 0.16 | · |
| Volatility VIX | LONG | +1.8% · 5d -0.7% ↺ fades | 58% | 40 | 0.13 | ✓ matches cascade |
| MSTR MSTR | LONG | +12.1% · 5d +0.3% | 56% | 40 | 0.11 | ⚠ differs |
| TSM TSM | LONG | +1.9% · 5d +1.1% | 56% | 40 | 0.10 | ⚠ differs |