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

What if a delayed then abrupt climate transition paradoxically spikes oil prices through underinvestment?

A delayed-then-abrupt climate transition raises carbon costs and curbs upstream investment, the NGFS 'disorderly' path that paradoxically spikes oil prices via underinvestment.

10%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 10% · 90% range 2–17% · 40 analogues · measured class growth 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — growth ≈1.8868/yr → 100% in 10 yr100%
Analyst prior · editorial share 7% of the class7%
Pooled · weight 87%10%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)10%
Published10%

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 mixed shock. A delayed-then-abrupt climate transition raises carbon costs and curbs upstream investment, the NGFS 'disorderly' path that paradoxically spikes oil prices via underinvestment. The trigger decomposes into signed root‑shocks — Climate/crop supply ▲ · Industrial demand ▼ · 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▲ +2.4%
hist -1.52–+1.69% · other way +0.29% (n=11)
2WTI crude CLon Hyperliquid 📈 chartCommodity▲ +2.0%
hist -3.34–+1.72% · other way +5.14% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▲ +1.4%
hist -0.68–+0.92% · other way +0.73% (n=12)
4United Airlines UAL 📈 chartEquity▼ -1.2%
hist -2.09–+5.28% · other way +5.35% (n=11)
5ExxonMobil XOM 📈 chartEquity▲ +1.0%
hist +0.29–+0.79% · other way -2.22% (n=12)
6Chevron CVX 📈 chartEquity▲ +0.9%
hist +0.12–+0.66% · other way -0.45% (n=12)
7Delta DAL 📈 chartEquity▼ -1.0%
hist -1.29–+3.68% · other way +5.96% (n=11)
8Wheat WHEATon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.24–+0.67% · other way +1.2% (n=12)
9Corn CORNon Hyperliquid 📈 chartCommodity▲ +0.7%
hist -0.08–+1.1% · other way +2.79% (n=12)
1030y Treasury yield DGS30 📈 chartRate▲ +6bp
hist -3.19–+17.72% · other way +4.1% (n=12)
11Gold XAUon Hyperliquid 📈 chartCommodity▼ -0.5%
hist -0.29–-0.15% · other way +1.69% (n=12)
1210y Treasury yield DGS10 📈 chartRate▲ +5bp
hist -3.38–+19.52% · other way +3.0% (n=12)
13Tech sector XLK 📈 chartEquity▼ -0.3%
hist -0.28–+0.11% · other way +1.66% (n=12)
14Freeport (copper) FCX 📈 chartEquity▼ -0.2%
hist -1.6–+0.54% · other way +8.45% (n=12)

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: Mixed for a typical portfolio — the move is more about rotation than direction. Favour the winners over the losers below rather than net exposure.
Also moves (not yet on Hyperliquid): United Airlines -1.2% · ExxonMobil +1.0% · Chevron +0.9% · Delta -1.0% · 30y Treasury yield +6bp · 10y Treasury yield +5bp

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
DAL DALLONG+3.6% · 5d +0.0%66%30 0.29⚠ differs
Volatility VIXLONG+2.5% · 5d +3.6%66%31 0.29·
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
BRENT BRENTSHORT-2.5% · 5d -1.6%60%30 0.18⚠ differs
NG NGSHORT-2.1% · 5d -1.9%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
Gold XAUSHORT-0.0% · 5d -0.8%59%30 0.15✓ matches cascade
NDX NDXSHORT-0.2% · 5d -1.0%60%33 0.14✓ 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.