🛢 Energy & Commodities risk-off · 3–10 years
A what‑if from the future

What if years of constrained oil capex leave spare capacity too thin to absorb any demand surge?

Years of constrained oil-and-gas capex under transition pressure leave spare capacity thin, so any demand resilience produces sharp price spikes and volatility.

8%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 8% · 90% range 1–15% · 40 analogues · measured class agriculture 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — agriculture ≈1.9132/yr → 100% in 10 yr100%
Analyst prior · editorial share 7% of the class7%
Pooled · weight 87%8%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)8%
Published8%

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.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Years of constrained oil-and-gas capex under transition pressure leave spare capacity thin, so any demand resilience produces sharp price spikes and volatility. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Inflation surprise ▲ · Oil supply risk ▲ — 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
1Brent crude BRENTon Hyperliquid 📈 chartCommodity▲ +3.6%
hist -1.16–+2.29% · other way -1.58% (n=12)
2WTI crude CLon Hyperliquid 📈 chartCommodity▲ +3.0%
hist -2.88–+1.99% · other way +2.16% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▲ +2.1%
hist -0.47–+1.27% · other way +0.73% (n=12)
4United Airlines UAL 📈 chartEquity▼ -1.8%
hist -2.26–+5.0% · other way +7.09% (n=12)
5ExxonMobil XOM 📈 chartEquity▲ +1.5%
hist +0.48–+1.1% · other way -1.76% (n=12)
6Chevron CVX 📈 chartEquity▲ +1.4%
hist +0.29–+0.94% · other way -0.14% (n=12)
7Delta DAL 📈 chartEquity▼ -1.5%
hist -1.42–+3.46% · other way +6.3% (n=12)
8Gold XAUon Hyperliquid 📈 chartCommodity▼ -0.8%
hist -0.42–-0.23% · other way +1.61% (n=12)
930y Treasury yield DGS30 📈 chartRate▲ +8bp
hist -2.63–+18.65% · other way +1.3% (n=12)
1010y Treasury yield DGS10 📈 chartRate▲ +7bp
hist -2.89–+20.33% · other way -0.2% (n=12)
11Tech sector XLK 📈 chartEquity▼ -0.7%
hist -0.47–+0.0% · other way +0.03% (n=12)
12Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.5%
hist -0.33–+0.52% · other way +0.9% (n=12)
13Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.4%
hist -0.16–+0.98% · other way +2.88% (n=12)
14Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -0.47–-0.09% · other way -0.17% (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): United Airlines -1.8% · ExxonMobil +1.5% · Chevron +1.4% · Delta -1.5% · 30y Treasury yield +8bp · 10y Treasury yield +7bp

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.

Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11 1979 Iranian Revolution oil shock 1979-01 Israel strikes Iran — Operation Rising Lion 2025-06 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Saudi-Russia oil price war 2020-03 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 OPEC abandons output defense, opting for market share vs US shale 2014-11 Egyptian revolution / Mubarak uprising 2011-01 Soviet August coup attempt against Gorbachev 1991-08 Chernobyl disaster 1986-04 1986 oil price collapse 1986-02 Silver Thursday 1980-03 Soviet invasion of Afghanistan 1979-12 Volcker Saturday Night Special 1979-10 Iranian Revolution oil shock 1978-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 H5N1 bird flu record US egg prices 2025-04 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Hezbollah pager and device explosions across Lebanon 2024-09 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 April 2024 Iranian drone-and-missile barrage on Israel 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 Niger coup d'etat 2023-07 Wagner Group mutiny against the Kremlin 2023-06 ExxonMobil posts most profitable year for any US oil company 2023-01 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 US-led 240-million-barrel SPR release answers the Ukraine spike 2022-03 Houthi drone-and-missile strike on Aramco's Jeddah depot 2022-03 Tin hits nominal record on LME above $48,000/t 2022-03 Russia invasion sends wheat to record high 2022-03 Burkina Faso coup d'etat 2022-01 Houthi drone-and-missile attack on Abu Dhabi oil sites lifts Brent to 7-year high 2022-01 Turkish lira record low on rate cuts 2021-11 Mali coup d'etat 2020-08 Gold closes above $2,000/oz for the first time 2020-08 Abqaiq-Khurais strike triggers the biggest Brent spike on record 2019-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
USDJPY USDJPYLONG+1.8% · 5d +0.2%71%30 0.38✓ matches cascade
DAL DALLONG+3.6% · 5d +0.0%66%30 0.29⚠ differs
Volatility VIXLONG+2.5% · 5d +3.6%66%31 0.29·
HOOD HOODLONG+6.2% · 5d -0.2% ↺ fades66%22 0.28⚠ differs
10y yield DGS10LONG+15bp · 5d +8bp64%40 0.27✓ matches cascade
High-yield credit HYGSHORT-0.8% · 5d -0.2%68%30 0.27·
CL CLSHORT-3.8% · 5d -2.4%65%30 0.25⚠ differs
UAL UALLONG+5.2% · 5d +0.2%63%30 0.22⚠ differs
30y yield DGS30LONG+14bp · 5d +6bp61%40 0.21✓ matches cascade
XLE XLESHORT-1.2% · 5d -0.6%60%30 0.20⚠ differs
COIN COINLONG+6.0% · 5d +1.5%62%22 0.20⚠ differs
BRENT BRENTSHORT-2.5% · 5d -1.6%60%30 0.18⚠ differs
SOL SOLLONG+2.6% · 5d -5.3% ↺ fades63%24 0.17⚠ differs
GBPUSD GBPUSDSHORT-0.5% · 5d -0.2%60%30 0.17✓ 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.