🏛 Central Banks & Macro risk-off · 1–3 years
A what‑if from the future

What if an oil spike and weak yen blow out Japan's import bill and lift bank credit costs?

An oil or LNG price spike plus a weak yen blows out Japan's import bill, squeezing energy-intensive corporates and lifting bank credit costs across manufacturing and transport borrowers exposed to imported-energy inflation.

6%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 6% · 90% range 0–12% · 40 analogues · measured class recession 100% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — recession ≈1.9335/yr → 100% in 3 yr100%
Analyst prior · editorial share 5% of the class5%
Pooled · weight 87%6%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)6%
Published6%

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-off shock. An oil or LNG price spike plus a weak yen blows out Japan's import bill, squeezing energy-intensive corporates and lifting bank credit costs across manufacturing and transport borrowers exposed to imported-energy inflation. The trigger decomposes into signed root‑shocks — Credit spreads ▲ · Inflation surprise ▲ · Oil supply risk ▲ · 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
1Brent crude BRENTon Hyperliquid 📈 chartCommodity▲ +2.4%
hist -1.71–+1.44% · other way -4.58% (n=12)
2WTI crude CLon Hyperliquid 📈 chartCommodity▲ +1.9%
hist -3.13–+1.4% · other way -4.09% (n=12)
3Energy sector XLEon Hyperliquid 📈 chartEquity▲ +1.3%
hist -0.83–+0.8% · other way -1.79% (n=12)
4MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.1%
hist -2.33–+3.04% · other way +32.01% (n=12)
5United Airlines UAL 📈 chartEquity▼ -1.1%
hist -1.75–+3.45% · other way +11.69% (n=12)
6ExxonMobil XOM 📈 chartEquity▲ +0.9%
hist +0.34–+0.61% · other way -2.53% (n=12)
7Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.8%
hist -0.44–-0.26% · other way -0.01% (n=12)
8Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -5.26–+1.53% · other way +8.96% (n=11)
9Chevron CVX 📈 chartEquity▲ +0.8%
hist +0.02–+0.66% · other way -0.38% (n=12)
10Delta DAL 📈 chartEquity▼ -1.0%
hist -1.0–+3.3% · other way +7.24% (n=12)
11Tech sector XLK 📈 chartEquity▼ -0.8%
hist -0.61–+0.42% · other way +0.16% (n=12)
12High-yield credit HYG 📈 chartRate▼ -0.6%
hist -0.84–+0.01% · other way -0.25% (n=12)
13Financials XLF 📈 chartEquity▼ -0.6%
hist -0.46–-0.14% · other way +0.04% (n=12)
14Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -1.58–+0.44% · other way -2.33% (n=11)

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 -1.1% · ExxonMobil +0.9% · Chevron +0.8% · Delta -1.0% · Tech sector -0.8% · High-yield credit -0.6%

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.

Israel strikes Iran — Operation Rising Lion 2025-06 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Saudi-Russia oil price war 2020-03 OPEC abandons output defense, opting for market share vs US shale 2014-11 Greece first EU/IMF bailout 2010-05 Northern Rock bank run 2007-09 1990-91 recession onset 1990-07 1986 oil price collapse 1986-02 Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12 1976 UK sterling crisis / IMF bailout 1976-09 1973-75 recession onset 1973-11 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Hezbollah pager and device explosions across Lebanon 2024-09 April 2024 Iranian drone-and-missile barrage on Israel 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 Wagner Group mutiny against the Kremlin 2023-06 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 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 Houthi drone-and-missile attack on Abu Dhabi oil sites lifts Brent to 7-year high 2022-01 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 Abqaiq-Khurais strike triggers the biggest Brent spike on record 2019-09 Chinese yuan breaks 7 per dollar; US names China manipulator 2019-08 Houthi drones strike Saudi East-West crude pipeline 2019-05 Bitcoin Cash hash war capitulation 2018-11 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 China-led global 'Black Monday' rout 2015-08 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
COIN COINLONG+9.5% · 5d +4.6%74%18 0.41⚠ differs
DAL DALLONG+3.1% · 5d -0.6% ↺ fades69%32 0.33⚠ differs
CL CLSHORT-3.4% · 5d -2.6%68%32 0.29⚠ differs
GBPUSD GBPUSDSHORT-0.7% · 5d -0.3%68%32 0.28✓ matches cascade
BRENT BRENTSHORT-2.5% · 5d -1.9%65%32 0.24⚠ differs
XLE XLESHORT-1.3% · 5d -1.4%63%32 0.24⚠ differs
HOOD HOODLONG+4.2% · 5d -0.9% ↺ fades63%18 0.24⚠ differs
USDJPY USDJPYLONG+1.6% · 5d +0.1%62%32 0.22✓ matches cascade
INR INRSHORT-0.2% · 5d +0.3% ↺ fades62%32 0.19✓ matches cascade
ETH ETHSHORT-4.1% · 5d -3.5%63%24 0.18✓ matches cascade
High-yield credit HYGSHORT-0.5% · 5d +0.0% ↺ fades62%32 0.17✓ matches cascade
UAL UALLONG+3.7% · 5d -0.8% ↺ fades60%32 0.16⚠ differs
Volatility VIXLONG+0.8% · 5d +8.0%59%33 0.16✓ matches cascade
30y yield DGS30LONG+11bp · 5d +5bp58%38 0.16✓ 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.