📈 Markets & Finance risk-off · 1–3 years
A what‑if from the future

What if doubts over Japan's debt sent JGB yields soaring?

A JGB sustainability scare spikes long yields and forces a yen-carry unwind: as JGB yields rise and BoJ control wobbles, Japanese capital repatriates, draining the funding currency and hitting global carry/EM FX. The sharpest recent rhyme is the Aug-2024 yen-carry unwind that briefly cratered global risk and the Nikkei. Forward angle: with BoJ now hiking off YCC and Japan the world's largest creditor, a disorderly JGB move transmits through global duration and USD/JPY faster than markets price — the cleanest expression is long yen/short carry, not the muted HY-credit leg shown.

27%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 27% · 90% range 16–38% · 40 analogues · measured class banking_crisis 100% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — banking_crisis ≈4.5338/yr → 100% in 3 yr100%
Analyst prior · editorial share 30% of the class30%
Pooled · weight 87%28%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)28%
Published27%

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. Japan's debt sustainability is questioned; JGB yields spike and the yen swings. The trigger decomposes into signed root‑shocks — FX carry appetite ▼ · Credit spreads ▲ — 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
1High-yield credit HYG 📈 chartRate▼ -0.3%
hist -0.68–+0.05% · other way -0.23% (n=12)
2USD/JPY USDJPYon Hyperliquid 📈 chartFX▼ -0.2%
hist -0.41–+0.52% · other way +0.37% (n=12)
3Aussie dollar AUD 📈 chartFX▼ -0.2%
hist -1.19–+0.25% · other way -1.81% (n=12)
4Financials XLF 📈 chartEquity▼ -0.2%
hist -0.18–+0.02% · other way -0.27% (n=12)
5MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.2%
hist -6.49–+1.5% · other way +23.24% (n=12)
6Turkish lira TRY 📈 chartFX▼ -0.2%
hist -3.32–+1.14% · other way -0.66% (n=12)
7JPMorgan JPM 📈 chartEquity▼ -0.2%
hist -0.44–+0.62% · other way +0.99% (n=12)
8Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.2%
hist -0.1–+0.41% · other way -7.07% (n=12)
9Indian rupee INR 📈 chartFX▼ -0.2%
hist -0.86–+0.23% · other way -0.75% (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): High-yield credit -0.3% · Aussie dollar -0.2% · Financials -0.2% · Turkish lira -0.2% · JPMorgan -0.2% · Indian rupee -0.2%

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.

Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Nikkei 225 worst single-day crash since 1987 2024-08 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Egypt's third flotation and 600bp rate hike 2024-03 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Egypt floats the pound for a new IMF program 2022-10 South Korea Legoland default 2022-10 Bank of England emergency gilt intervention 2022-09 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 Turkey fires central-bank governor Agbal, sparking lira plunge 2021-03 Argentina PASO primary shock 2019-08 Turkish lira crash 2018-08 Pravin Gordhan fired in midnight cabinet reshuffle 2017-03 Mexican peso crash on Trump 2016 win 2016-11 Egypt floats the pound for the $12bn IMF deal 2016-11 August 24, 2015 ETF flash crash 2015-08 Russian ruble 'Black Tuesday' 2014-12 HYG record outflows in 2014 high-yield rout 2014-10 Russia annexation crisis: Moscow market plunge 2014-03 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 SNB imposes EUR/CHF 1.20 floor 2011-09 Portugal requests EU-IMF bailout 2011-04 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 Northern Rock bank run 2007-09 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
Bitcoin BTCSHORT-7.9% · 5d -4.5%71%21 0.35·
High-yield credit HYGSHORT-0.5% · 5d -0.0%68%37 0.28✓ matches cascade
MSTR MSTRSHORT-5.6% · 5d -3.0%67%39 0.28✓ matches cascade
AUD AUDSHORT-1.0% · 5d -0.3%63%38 0.25✓ matches cascade
TRY TRYSHORT-3.0% · 5d +0.1% ↺ fades58%38 0.15✓ matches cascade
INR INRSHORT-0.7% · 5d -0.1%58%38 0.15✓ matches cascade
US dollar DXYLONG+0.7% · 5d +0.4%57%40 0.13·
USDJPY USDJPYLONG+0.7% · 5d -0.0% ↺ fades52%39 0.03⚠ differs
10y yield DGS10SHORT-1bp · 5d +1bp ↺ fades51%40 0.02·
Gold XAUSHORT-0.8% · 5d -0.6%51%39 0.01·
XLF XLFLONG+0.1% · 5d -0.7% ↺ fades49%39 0.00⚠ differs
JPM JPMLONG+0.7% · 5d -1.0% ↺ fades44%40 0.00⚠ differs
Volatility VIXLONG+0.3% · 5d -0.7% ↺ fades48%40 0.00✓ matches cascade

Why this probability

BoJ normalizing, JGB yields rising; debt-sustainability scare already developing. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.

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.