What if AI capex crowds out buybacks, pressuring tech total returns?
Soaring AI spend diverts cash from buybacks and dividends, removing a key support for mega-cap tech total return and pressuring valuations on lower shareholder yield.
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. Soaring AI spend diverts cash from buybacks and dividends, removing a key support for mega-cap tech total return and pressuring valuations on lower shareholder yield. The trigger decomposes into signed root‑shocks — AI capex ▲ · Consumer spending ▼ · 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 -11.29–+1.22% · other way +1.39% (n=12) |
| 2 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -1.9–+4.43% · other way +3.05% (n=12) |
| 3 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -0.4% model prior · unmeasured |
| 4 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +0.4% hist -0.71–+1.9% · other way +1.25% (n=12) |
| 5 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -0.4% hist -4.18–+8.4% · other way +20.33% (n=12) |
| 6 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▼ -0.4% hist -7.47–+1.99% · other way +3.84% (n=12) |
| 7 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +0.3% hist -5.3–+1.09% · other way +6.09% (n=12) |
| 8 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -0.3% hist -0.21–-0.11% · other way +0.0% (n=12) |
| 9 | Volatility (VIX) VIXon Hyperliquid 📈 chart | Vol | ▲ +0.3% hist -0.45–+1.4% · other way +2.57% (n=12) |
| 10 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▼ -0.2% hist -1.74–+0.56% · other way +4.6% (n=12) |
| 11 | Tech sector XLK 📈 chart | Equity | ▼ -0.2% hist -0.21–+0.06% · other way +0.05% (n=12) |
| 12 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -0.1% hist -0.15–+0.88% · other way -0.29% (n=12) |
| 13 | Coinbase COINon Hyperliquid 📈 chart | Equity | ▼ -0.2% hist -2.02–+3.76% · other way +15.57% (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 | +0.8% · 5d -0.2% ↺ fades | 74% | 40 | 0.44 | ⚠ differs |
| SOL SOL | SHORT | -9.0% · 5d -6.2% | 76% | 40 | 0.41 | ✓ matches cascade |
| MU MU | SHORT | -4.6% · 5d -2.8% | 71% | 40 | 0.33 | ⚠ differs |
| US dollar DXY | SHORT | -0.5% · 5d -0.1% | 64% | 40 | 0.26 | · |
| ETH ETH | SHORT | -6.5% · 5d -4.3% | 64% | 40 | 0.23 | ✓ matches cascade |
| Gold XAU | LONG | +1.2% · 5d +0.0% | 62% | 40 | 0.20 | · |
| Bitcoin BTC | SHORT | -1.5% · 5d -1.8% | 57% | 40 | 0.11 | ✓ matches cascade |
| High-yield credit HYG | SHORT | -0.1% · 5d +0.1% ↺ fades | 57% | 40 | 0.11 | · |
| Volatility VIX | LONG | +1.2% · 5d -1.1% ↺ fades | 55% | 40 | 0.08 | ✓ matches cascade |
| 10y yield DGS10 | LONG | +2bp · 5d +1bp | 55% | 40 | 0.08 | · |
| MSTR MSTR | LONG | +8.4% · 5d -0.9% ↺ fades | 52% | 40 | 0.05 | ⚠ differs |
| NVDA NVDA | LONG | +4.1% · 5d -0.8% ↺ fades | 48% | 40 | 0.00 | ✓ matches cascade |
| AVGO AVGO | LONG | +1.6% · 5d -1.7% ↺ fades | 45% | 40 | 0.00 | ✓ matches cascade |
| NDX NDX | LONG | +0.0% · 5d -0.8% ↺ fades | 45% | 40 | 0.00 | ⚠ differs |