🧠 Technology & AI risk-off · 6–18 months
A what‑if from the future

What if AI data-center power-cost shock squeezes hyperscaler margins?

Surging electricity prices and grid-connection delays inflate the cost of running AI data centers, compressing hyperscaler cloud margins and reviving doubts about AI-capex returns.

20%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 20% · 90% range 4–36% · 24 analogues · measured class vol_spike 67% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — vol_spike ≈0.7371/yr → 67% in 18 mo67%
Analyst prior · editorial share 33% of the class22%
Pooled · weight 80%21%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)21%
Published20%

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 6–18 months 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.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Surging electricity prices and grid-connection delays inflate the cost of running AI data centers, compressing hyperscaler cloud margins and reviving doubts about AI-capex returns. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · AI capex ▼ · Growth surprise ▼ · 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.

MarketClassProjected move
1Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -16.48–+2.75% · other way -17.09% (n=11)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.54–+0.28% · other way +10.05% (n=12)
3Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
4Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.5%
hist -4.76–+2.29% · other way -2.93% (n=12)
5Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.94–+0.1% · other way +4.19% (n=12)
6Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -11.46–+3.11% · other way +0.11% (n=11)
7Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.4%
hist -1.1–+3.46% · other way +5.73% (n=12)
8Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.42–+0.52% · other way +1.37% (n=12)
9Micron MUon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.91–+0.18% · other way -1.63% (n=12)
10Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.3%
hist -0.32–+0.13% · other way +0.03% (n=12)
11Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -2.14–+0.91% · other way +3.62% (n=12)
12Tech sector XLK 📈 chartEquity▼ -0.2%
hist -0.21–+0.06% · other way +0.4% (n=12)
13AMD AMDon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.49–+0.71% · other way -3.31% (n=12)
14TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.68–+0.65% · other way +1.86% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small cash hedge.
Also moves (not yet on Hyperliquid): Tech sector -0.2%

Historical precedent — what analogous events actually did

Across 24 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.

China-led global 'Black Monday' rout 2015-08 Israel strikes Iran — Operation Rising Lion 2025-06 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 VIX third-highest spike on record 2024-08 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Evergrande debt crisis - global selloff 2021-09 Didi removed from China app stores after NYSE IPO 2021-07 COVID-19 fourth circuit breaker 2020-03 COVID-19 second Level-1 circuit breaker 2020-03 Worst Christmas Eve selloff on record 2018-12 Nvidia crypto-glut guidance crash 2018-11 February 2018 hot wage print triggers rate scare 2018-02 North Korea 'fire and fury' nuclear scare 2017-08 SEC approves Limit Up-Limit Down plan and revised market-wide circuit breakers 2012-05 US-downgrade Black Monday equity rout and VIX spike to 48 2011-08 Egyptian revolution / Mubarak uprising 2011-01 Greek sovereign debt crisis / first EU-IMF bailout 2010-05 VIX record intraday high of 89.53 2008-10 Shanghai Sneeze global selloff with then-record VIX spike 2007-02
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-13.6% · 5d -5.1%100%11 0.63✓ matches cascade
ETH ETHSHORT-10.1% · 5d -5.5%75%16 0.41✓ matches cascade
AVGO AVGOLONG+3.2% · 5d -1.6% ↺ fades64%22 0.26⚠ differs
Gold XAULONG+1.6% · 5d -0.3% ↺ fades65%24 0.26·
High-yield credit HYGLONG+0.3% · 5d -0.3% ↺ fades62%23 0.18·
SPX SPXSHORT-1.8% · 5d -1.9%59%24 0.17✓ matches cascade
NVDA NVDASHORT-0.7% · 5d -1.8%61%24 0.15✓ matches cascade
MRVL MRVLLONG+0.5% · 5d +0.5%57%24 0.12⚠ differs
MU MUSHORT-0.7% · 5d -0.7%57%24 0.11✓ matches cascade
Volatility VIXSHORT-4.8% · 5d +8.3% ↺ fades55%24 0.09⚠ differs
SMH SMHLONG+0.7% · 5d -0.1% ↺ fades55%24 0.09⚠ differs
US dollar DXYLONG+0.4% · 5d +0.6%55%24 0.08·
Bitcoin BTCSHORT-1.9% · 5d -3.1%54%18 0.07✓ matches cascade
TSM TSMSHORT-1.5% · 5d -0.9%53%24 0.05✓ matches cascade

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.