📈 Markets & Finance risk-on · 1–3 years
A what‑if from the future

What if Data-center power deals re-rate utilities, REITs and gas together?

AI-data-center demand simultaneously lifts utility rate-base growth, data-center REIT leasing and gas-fired generation, re-rating all three; the compute-to-power-to-real-estate chain becomes a coordinated AI-infrastructure trade.

28%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 28% · 90% range 10–45% · 40 analogues · measured class tech_ai_bull 57% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 57% in 3 yr57%
Analyst prior · editorial share 49% of the class28%
Pooled · weight 87%28%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)28%
Published28%

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-on shock. AI-data-center demand simultaneously lifts utility rate-base growth, data-center REIT leasing and gas-fired generation, re-rating all three; the compute-to-power-to-real-estate chain becomes a coordinated AI-infrastructure trade. The trigger decomposes into signed root‑shocks — Natural gas ▲ · AI capex ▲ · Industrial demand ▲ · 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▲ +1.1%
hist -0.74–+1.22% · other way +2.0% (n=11)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.9%
hist -0.2–+1.62% · other way +0.26% (n=10)
3Micron MUon Hyperliquid 📈 chartEquity▲ +0.8%
hist -1.35–+1.16% · other way +6.66% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.7%
hist -0.05–+1.02% · other way +0.29% (n=11)
5Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.7%
hist -5.08–+1.76% · other way +2.97% (n=5)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.7%
hist -4.22–+11.22% · other way -3.25% (n=11)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.6%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.5%
hist -0.26–+1.23% · other way +0.76% (n=5)
9Freeport (copper) FCX 📈 chartEquity▲ +0.4%
hist -0.46–+1.64% · other way +3.17% (n=11)
10Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.4%
hist +0.08–+0.38% · other way +0.78% (n=12)
11AMD AMDon Hyperliquid 📈 chartEquity▲ +0.5%
hist -2.86–+1.02% · other way -0.99% (n=12)
12TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.43–+1.68% · other way -1.23% (n=11)
13Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.25–+0.47% · other way +1.57% (n=11)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.4%
hist -1.23–+2.95% · other way +6.22% (n=7)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Freeport (copper) +0.4% · Tech sector +0.3% · High-yield credit +0.2%

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.

Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Neuralink implants its first human brain-computer interface 2024-01 Niger coup d'etat 2023-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 OpenAI releases GPT-4 2023-03 PJM grid emergency during Winter Storm Elliott 2022-12 ChatGPT launches 2022-11 European TTF gas hits all-time record high 2022-08 Texas grid failure during Winter Storm Uri 2021-02 AlphaFold cracks the protein-folding problem 2020-11 Norilsk Nickel Arctic diesel spill 2020-05 AlphaGo defeats Lee Sedol 2016-03 Silver hits 30-year high as JPMorgan and HSBC face manipulation suits 2010-10 Henry Hub natural gas spot price peaks during 2008 commodity boom 2008-07 Platinum hits all-time record near $2,290 on South African power crisis 2008-03 South Africa Eskom power emergency spikes platinum/PGMs 2008-01 Amaranth Advisors natural-gas blowup 2006-09 Northeast blackout cascading grid failure hits ~55 million 2003-08 Soviet August coup attempt against Gorbachev 1991-08 Volcker Saturday Night Special 1979-10 India RBI growth-pivot rate cut 2025-12 Fatal mud-rush halts Freeport's Grasberg, tightening copper supply 2025-09 Trump's 50% copper tariff sends Comex copper to a record 2025-07 Anglo American demerges Valterra Platinum 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 Iberian Peninsula total blackout 2025-04 DRC suspends cobalt exports 2025-02 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 DeepSeek shock crushes AI-power utilities Vistra and Constellation 2025-01 Russian gas transit through Ukraine ends 2025-01 Nasdaq Composite first close above 20000 2024-12 Marvell's Q3 FY2025 AI-silicon results drive a record surge 2024-12 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 S&P 500 first close above 6000 2024-11 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 Constellation-Microsoft Three Mile Island restart powers AI-utility trade 2024-09 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SPX SPXLONG+0.3% · 5d +0.0%65%40 0.25✓ matches cascade
QCOM QCOMSHORT-1.4% · 5d -1.2%66%38 0.24⚠ differs
AMD AMDSHORT-2.8% · 5d -2.0%64%39 0.23⚠ differs
INTC INTCLONG+1.7% · 5d -0.1% ↺ fades62%39 0.22✓ matches cascade
SOL SOLSHORT-4.8% · 5d -8.4%64%31 0.21⚠ differs
NDX NDXLONG+0.1% · 5d -0.7% ↺ fades62%39 0.17✓ matches cascade
High-yield credit HYGSHORT-0.3% · 5d -0.0%62%36 0.16⚠ differs
COIN COINLONG+12.6% · 5d +3.2%56%28 0.12✓ matches cascade
MSTR MSTRLONG+10.3% · 5d -1.0% ↺ fades56%38 0.11✓ matches cascade
Volatility VIXSHORT-2.7% · 5d -3.1%57%39 0.11✓ matches cascade
10y yield DGS10LONG+10bp · 5d +3bp57%40 0.11·
TSM TSMLONG+1.4% · 5d -0.7% ↺ fades56%38 0.10✓ matches cascade
Gold XAULONG+0.2% · 5d -0.6% ↺ fades56%38 0.10·
XCU XCULONG+1.8% · 5d -0.1% ↺ fades54%38 0.08✓ 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.