📈 Markets & Finance mixed · 6–18 months
A what‑if from the future

What if Jet-fuel crack spike squeezes Delta and United fuel costs?

A blowout in the jet-fuel crack raises non-hedged fuel costs for carriers like Delta and United, compressing airline margins and pressuring DAL and UAL even with firm passenger demand.

19%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 19% · 90% range 8–31% · 38 analogues · measured class energy 89% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — energy ≈1.4869/yr → 89% in 18 mo89%
Analyst prior · editorial share 22% of the class20%
Pooled · weight 86%20%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)20%
Published19%

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 mixed shock. A blowout in the jet-fuel crack raises non-hedged fuel costs for carriers like Delta and United, compressing airline margins and pressuring DAL and UAL even with firm passenger demand. The trigger decomposes into signed root‑shocks — Consumer spending ▼ · Jet fuel ▲ · 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
1United Airlines UAL 📈 chartEquity▼ -0.4%
hist -4.4–+9.33% · other way +10.36% (n=12)
2Delta DAL 📈 chartEquity▼ -0.4%
hist -1.79–+3.92% · other way +6.49% (n=12)
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -4.13–+7.11% · other way +0.61% (n=11)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured
5MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.77–+0.18% · other way +27.66% (n=12)
6Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -0.4–+0.35% · other way +4.65% (n=11)
7Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.2%
hist -0.2–+0.47% · other way -0.39% (n=12)
8Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -1.77–+2.6% · other way +7.67% (n=11)
9Tech sector XLK 📈 chartEquity▼ -0.1%
hist -0.31–+0.54% · other way -0.44% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Long
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 -0.4% · Delta -0.4% · Tech sector -0.1%

Historical precedent — what analogous events actually did

Across 38 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.

Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 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 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 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 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Turkish lira record low on rate cuts 2021-11 European gas crisis intraday record spike 2021-10 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 WTI crude futures settle negative as demand collapses 2020-04 February 2018 hot wage print triggers rate scare 2018-02 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 Gold futures velocity-logic flash crash 2014-01 Gold all-time peak of $1,921/oz 2011-09 Egyptian revolution / Mubarak uprising 2011-01 Oil collapses from $147 to the $30s as the GFC craters demand 2008-12 Crude oil all-time high 2008-07 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 Argentina hyperinflation peak / Alfonsin early handover 1989-07 Chernobyl disaster 1986-04 Iran hostage crisis / US freezes Iranian assets 1979-11 Volcker Saturday Night Special 1979-10 Three Mile Island partial meltdown 1979-03 Iranian Revolution oil shock 1978-12 Nixon Shock 1971-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
NDX NDXLONG+0.5% · 5d -0.9% ↺ fades67%30 0.26⚠ differs
SOL SOLLONG+7.3% · 5d -4.5% ↺ fades64%14 0.20⚠ differs
ETH ETHLONG+0.5% · 5d -2.2% ↺ fades60%15 0.13⚠ differs
DAL DALLONG+3.9% · 5d +2.9%56%25 0.12⚠ differs
Volatility VIXLONG+2.6% · 5d +4.1%57%28 0.11·
XLK XLKLONG+0.6% · 5d -0.7% ↺ fades56%27 0.09⚠ differs
US dollar DXYLONG+0.3% · 5d +0.2%54%38 0.08·
UAL UALLONG+9.2% · 5d +1.2%54%26 0.07⚠ differs
Gold XAUSHORT-0.6% · 5d -0.3%52%27 0.04·
MSTR MSTRSHORT-0.6% · 5d -2.1%52%27 0.03✓ matches cascade
Bitcoin BTCLONG+2.8% · 5d -0.7% ↺ fades47%17 0.00⚠ differs
High-yield credit HYGLONG+0.5% · 5d -0.1% ↺ fades44%25 0.00·
10y yield DGS10LONG+5bp · 5d +3bp49%38 0.00·

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.