🛢 Energy & Commodities risk-off · 6–18 months
A what‑if from the future

What if a demand shock collapses global jet-fuel consumption and deepens a crude glut?

A demand shock (recession or pandemic-style event) collapses global jet-fuel consumption, removing a key product-demand pillar and deepening a crude glut.

10%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 10% · 90% range 0–22% · 36 analogues · measured class deflation 44% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — deflation ≈0.3895/yr → 44% in 18 mo44%
Analyst prior · editorial share 20% of the class9%
Pooled · weight 86%11%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)11%
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 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. A demand shock (recession or pandemic-style event) collapses global jet-fuel consumption, removing a key product-demand pillar and deepening a crude glut. The trigger decomposes into signed root‑shocks — Consumer spending ▼ · Jet fuel ▼ · Oil demand ▼ · Recession signal ▲ — 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
1United Airlines UAL 📈 chartEquity▲ +0.6%
hist -2.15–+5.24% · other way +18.31% (n=11)
2Delta DAL 📈 chartEquity▲ +0.5%
hist -1.21–+3.31% · other way +11.2% (n=11)
3Financials XLF 📈 chartEquity▼ -0.3%
hist -1.38–+0.22% · other way +1.86% (n=11)
4MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.4%
hist -1.61–+3.36% · other way +8.68% (n=11)
5WTI crude CLon Hyperliquid 📈 chartCommodity▼ -0.3%
hist -0.66–+0.84% · other way -1.54% (n=11)
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -4.39–+4.73% · other way +3.67% (n=8)
7Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.3%
hist -0.35–+0.5% · other way -0.13% (n=11)
8Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured
9High-yield credit HYG 📈 chartRate▼ -0.3%
hist -0.56–+0.73% · other way -0.58% (n=11)
10Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -0.85–+0.39% · other way +3.79% (n=8)
11Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.2%
hist -1.88–+1.12% · other way -3.86% (n=11)
12Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -0.95–+1.3% · other way +5.05% (n=8)
13Energy sector XLEon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.66–+0.13% · other way +0.3% (n=11)
14ExxonMobil XOM 📈 chartEquity▼ -0.2%
hist -0.41–+0.09% · other way -0.39% (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 +0.6% · Delta +0.5% · Financials -0.3% · High-yield credit -0.3% · ExxonMobil -0.2% · Chevron -0.2%

Historical precedent — what analogous events actually did

Across 36 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.

Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 WTI crude futures settle negative as demand collapses 2020-04 Oil collapses from $147 to the $30s as the GFC craters demand 2008-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Niger coup d'etat 2023-07 PJM grid emergency during Winter Storm Elliott 2022-12 Texas grid failure during Winter Storm Uri 2021-02 Gold closes above $2,000/oz for the first time 2020-08 Norilsk Nickel Arctic diesel spill 2020-05 Saudi-Russia oil price war 2020-03 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 China rout & circuit-breaker / yuan slide 2016-01 China-led global 'Black Monday' rout 2015-08 SNB introduces negative interest rates 2014-12 Russian ruble 'Black Tuesday' 2014-12 Gold futures velocity-logic flash crash 2014-01 Gold all-time peak of $1,921/oz 2011-09 Egyptian revolution / Mubarak uprising 2011-01 Greek sovereign debt crisis / first EU-IMF bailout 2010-05 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 Chernobyl disaster 1986-04 1986 oil price collapse 1986-02 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11 Three Mile Island partial meltdown 1979-03 1979 Iranian Revolution oil shock 1979-01
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
10y yield DGS10SHORT-6bp · 5d +1bp ↺ fades68%36 0.31·
XLF XLFSHORT-1.1% · 5d -0.5%66%28 0.28✓ matches cascade
Gold XAULONG+1.1% · 5d -0.1% ↺ fades62%28 0.24·
XLE XLESHORT-0.5% · 5d +0.3% ↺ fades59%28 0.18✓ matches cascade
NDX NDXLONG+0.6% · 5d -0.8% ↺ fades57%31 0.11⚠ differs
XLK XLKLONG+0.7% · 5d -0.5% ↺ fades56%28 0.11⚠ differs
MSTR MSTRLONG+3.4% · 5d -4.4% ↺ fades56%28 0.10⚠ differs
SPX SPXLONG+0.2% · 5d +0.1%55%36 0.09⚠ differs
CVX CVXSHORT-0.2% · 5d +0.6% ↺ fades55%36 0.09✓ matches cascade
DAL DALLONG+2.9% · 5d +1.2%53%26 0.06✓ matches cascade
US dollar DXYLONG+0.2% · 5d +0.1%53%36 0.05·
UAL UALLONG+4.8% · 5d -0.9% ↺ fades52%27 0.03✓ matches cascade
CL CLLONG+1.0% · 5d -1.2% ↺ fades44%28 0.00⚠ differs
SOL SOLLONG+5.4% · 5d -6.9% ↺ fades50%11 0.00⚠ differs

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.