🧠 Technology & AI risk-off · 1–3 years
A what‑if from the future

What if soaring electricity prices in AI hubs push data-center costs above plan?

Soaring electricity prices in AI hubs push data-center operating costs above plan, eroding project economics and the debt service on AI-infra loans.

11%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 11% · 90% range 2–20% · 40 analogues · measured class tech_ai_bear 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 92% in 3 yr92%
Analyst prior · editorial share 11% of the class10%
Pooled · weight 87%11%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)11%
Published11%

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.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Soaring electricity prices in AI hubs push data-center operating costs above plan, eroding project economics and the debt service on AI-infra loans. The trigger decomposes into signed root‑shocks — AI capex ▼ · Credit spreads ▲ · Inflation 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
1Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.01–+0.44% · other way +3.39% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.8%
hist -1.53–+2.65% · other way +4.6% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▼ -0.7%
hist -1.46–+2.31% · other way -1.63% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.74–+0.99% · other way +1.18% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -14.3–+3.22% · other way -17.69% (n=10)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -4.14–+0.78% · other way +11.37% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
8High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.32–-0.19% · other way -0.36% (n=12)
9Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -8.84–+3.24% · other way +0.32% (n=10)
10Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.5%
hist -1.41–+3.42% · other way -6.08% (n=12)
11Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -0.67–+0.03% · other way +0.15% (n=12)
12Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -6.57–+1.9% · other way +3.99% (n=11)
13Financials XLF 📈 chartEquity▼ -0.4%
hist -0.24–+0.06% · other way -1.5% (n=12)
14Tech sector XLK 📈 chartEquity▼ -0.4%
hist -0.34–+0.1% · other way +0.55% (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): High-yield credit -0.5% · Financials -0.4% · Tech sector -0.4% · JPMorgan -0.3% · 30y Treasury yield +2bp · 10y Treasury yield +2bp

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.

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 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 Didi removed from China app stores after NYSE IPO 2021-07 Nvidia crypto-glut guidance crash 2018-11 February 2018 hot wage print triggers rate scare 2018-02 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Portugal requests EU-IMF bailout 2011-04 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 Northern Rock bank run 2007-09 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-12.2% · 5d -6.6%86%14 0.48✓ matches cascade
Bitcoin BTCSHORT-5.8% · 5d -2.8%71%17 0.33✓ matches cascade
MSTR MSTRSHORT-3.4% · 5d -2.4%67%33 0.27✓ matches cascade
ETH ETHSHORT-8.1% · 5d -3.7%69%16 0.27✓ matches cascade
30y yield DGS30SHORT-7bp · 5d -3bp57%40 0.15⚠ differs
10y yield DGS10SHORT-10bp · 5d -4bp57%40 0.15⚠ differs
SMH SMHLONG+1.3% · 5d -1.3% ↺ fades58%33 0.13⚠ differs
XLF XLFLONG+0.2% · 5d -0.7% ↺ fades58%33 0.13⚠ differs
AVGO AVGOLONG+2.9% · 5d -1.5% ↺ fades56%25 0.11⚠ differs
TSM TSMSHORT-0.0% · 5d -2.0%58%33 0.11✓ matches cascade
AMD AMDSHORT-0.1% · 5d -2.5%57%37 0.10✓ matches cascade
US dollar DXYLONG+0.5% · 5d +0.3%55%40 0.09·
MU MULONG+2.6% · 5d -4.0% ↺ fades54%35 0.07⚠ differs
ASML ASMLSHORT-1.3% · 5d -3.8%55%33 0.07✓ 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.