What if Automation offsets aging but widens inequality and political risk?
Robotics neutralizes the demographic growth drag, yet the displacement of routine workers widens inequality and stokes political backlash, a productivity win with a social-risk tail.
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. Robotics neutralizes the demographic growth drag, yet the displacement of routine workers widens inequality and stokes political backlash, a productivity win with a social-risk tail. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Geopolitical risk ▲ · 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 | Volatility (VIX) VIXon Hyperliquid 📈 chart | Vol | ▲ +2.5% hist -0.29–+4.65% · other way -2.4% (n=12) |
| 2 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -0.01–+0.64% · other way +5.21% (n=12) |
| 3 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.4% hist -0.52–+0.01% · other way -2.33% (n=12) |
| 4 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -0.3% hist -0.46–+0.98% · other way -0.99% (n=12) |
| 5 | Gold XAUon Hyperliquid 📈 chart | Commodity | ▲ +0.3% hist -0.15–+0.84% · other way -2.11% (n=11) |
| 6 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -0.3% hist -2.13–+5.32% · other way +6.61% (n=12) |
| 7 | Tech sector XLK 📈 chart | Equity | ▼ -0.2% hist -0.12–-0.06% · other way -0.6% (n=12) |
| 8 | Lockheed LMT 📈 chart | Equity | ▲ +0.2% hist -0.57–+1.43% · other way +3.26% (n=12) |
| 9 | Northrop NOC 📈 chart | Equity | ▲ +0.2% hist -0.64–+1.49% · other way +0.27% (n=12) |
| 10 | High-yield credit HYG 📈 chart | Rate | ▼ -0.2% hist -0.64–+0.12% · other way -0.34% (n=7) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 38 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 |
|---|---|---|---|---|---|---|
| Volatility VIX | LONG | +3.1% · 5d +1.1% | 65% | 29 | 0.26 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.5% · 5d -0.0% | 63% | 34 | 0.23 | · |
| SPX SPX | LONG | +1.0% · 5d +0.0% | 61% | 34 | 0.20 | ⚠ differs |
| High-yield credit HYG | SHORT | -0.5% · 5d -0.2% | 63% | 24 | 0.20 | ✓ matches cascade |
| Gold XAU | LONG | +0.6% · 5d -0.5% ↺ fades | 60% | 26 | 0.18 | ✓ matches cascade |
| NDX NDX | SHORT | -0.3% · 5d -0.9% | 61% | 31 | 0.16 | ✓ matches cascade |
| MSTR MSTR | LONG | +5.1% · 5d -1.4% ↺ fades | 58% | 26 | 0.14 | ⚠ differs |
| 10y yield DGS10 | LONG | +4bp · 5d +2bp | 56% | 34 | 0.11 | · |
| Bitcoin BTC | SHORT | -1.9% · 5d -2.9% | 56% | 22 | 0.09 | · |
| LMT LMT | LONG | +1.3% · 5d +0.3% | 51% | 34 | 0.02 | ✓ matches cascade |
| NVDA NVDA | LONG | +0.4% · 5d -2.1% ↺ fades | 40% | 26 | 0.00 | ✓ matches cascade |
| XLK XLK | LONG | +0.0% · 5d -0.3% ↺ fades | 43% | 26 | 0.00 | ⚠ differs |
| NOC NOC | LONG | +1.4% · 5d +0.9% | 50% | 31 | 0.00 | ✓ matches cascade |