🏛 Central Banks & Macro mixed · 3–10 years
A what‑if from the future

What if Japan's demographic deflation keeps real yields pinned negative?

A shrinking, aging Japan keeps domestic demand and inflation structurally soft, forcing the BoJ to hold real yields negative far longer than peers and keeping the yen a low-yield funder.

25%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 25% · 90% range 13–37% · 31 analogues · measured class recession 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — recession ≈1.9335/yr → 100% in 10 yr100%
Analyst prior · editorial share 28% of the class28%
Pooled · weight 84%26%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)26%
Published25%

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 shrinking, aging Japan keeps domestic demand and inflation structurally soft, forcing the BoJ to hold real yields negative far longer than peers and keeping the yen a low-yield funder. The trigger decomposes into signed root‑shocks — FX carry appetite ▲ · Global growth ▼ · Real yields ▼ · 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
1Tech sector XLK 📈 chartEquity▲ +0.3%
hist -0.4–+1.52%
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.4%
hist +0.05–+0.39%
3Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.3%
hist -0.3–+1.14%
430y Treasury yield DGS30 📈 chartRate▼ -3bp
hist -8.31–+1.33%
5Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.3%
hist -1.75–+0.91%
610y Treasury yield DGS10 📈 chartRate▼ -3bp
hist -8.0–+1.74%
7Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.2%
hist -1.91–+1.6%
8Arm ARMon Hyperliquid 📈 chartEquity▲ +0.2%
hist -0.44–+0.65%
9Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.2%
hist -0.54–+0.85%
10Homebuilders XHB 📈 chartEquity▲ +0.2%
hist -0.91–+0.47%

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Short
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): Tech sector +0.3% · 30y Treasury yield -3bp · 10y Treasury yield -3bp · Homebuilders +0.2%

Historical precedent — what analogous events actually did

Across 31 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.

August 24, 2015 ETF flash crash 2015-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 Turkish lira record low on rate cuts 2021-11 Turkey fires central-bank governor Agbal, sparking lira plunge 2021-03 Turkish lira crash 2018-08 Jacob Zuma resigns as president 2018-02 Pravin Gordhan fired in midnight cabinet reshuffle 2017-03 Mexican peso crash on Trump 2016 win 2016-11 Russian ruble 'Black Tuesday' 2014-12 Russia annexation crisis: Moscow market plunge 2014-03 SNB imposes EUR/CHF 1.20 floor 2011-09 EU/IMF EUR750bn rescue weekend 2010-05 Greek sovereign debt crisis / first EU-IMF bailout 2010-05 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Turkey lets the lira float 2001-02 Fed surprise inter-meeting cut 2001-01 Colombia floats the peso 1999-09 Russia GKO default and ruble moratorium 1998-08 Hong Kong defends the peg with sky-high HIBOR 1997-10 Philippines peso float 1997-07 Thai baht float 1997-07 Mexico $50bn international rescue package 1995-01 Mexican peso devaluation / Tequila Crisis 1994-12 Soviet August coup attempt against Gorbachev 1991-08 Louvre Accord 1987-02 1976 UK sterling crisis / IMF bailout 1976-09 Cuban Missile Crisis 1962-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
High-yield credit HYGSHORT-0.3% · 5d -0.1%67%18 0.25·
ARM ARMSHORT-0.6% · 5d -4.2%67%3 0.21⚠ differs
30y yield DGS30SHORT-6bp · 5d -1bp62%29 0.19✓ matches cascade
XHB XHBSHORT-0.9% · 5d -1.7%61%18 0.18⚠ differs
XLK XLKLONG+1.2% · 5d -0.1% ↺ fades57%21 0.14✓ matches cascade
10y yield DGS10SHORT-6bp · 5d -1bp57%30 0.11✓ matches cascade
NDX NDXLONG+0.9% · 5d -0.4% ↺ fades55%29 0.10✓ matches cascade
Gold XAUSHORT-1.8% · 5d -1.5%55%20 0.08⚠ differs
Bitcoin BTCSHORT-2.2% · 5d -2.4%54%13 0.06⚠ differs
Volatility VIXSHORT-3.7% · 5d -0.8%54%28 0.06·
MSTR MSTRLONG+0.2% · 5d -3.1% ↺ fades41%22 0.00✓ matches cascade
SOL SOLLONG+0.7% · 5d -6.3% ↺ fades29%7 0.00✓ matches cascade
US dollar DXYLONG+0.7% · 5d +0.5%47%30 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.