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

What if Credit-cycle turn: HY default rate climbs past 7%?

A maturity wall meets slowing growth, pushing the high-yield default rate above 7% and forcing loss recognition across leveraged balance sheets. Widening spreads and falling equity prices mark the cycle turn.

20%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 20% · 90% range 8–32% · 39 analogues · measured class vol_spike 89% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — vol_spike ≈0.7371/yr → 89% in 3 yr89%
Analyst prior · editorial share 22% of the class20%
Pooled · weight 87%20%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)20%
Published20%

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. A maturity wall meets slowing growth, pushing the high-yield default rate above 7% and forcing loss recognition across leveraged balance sheets. Widening spreads and falling equity prices mark the cycle turn. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · Credit spreads ▲ · Recession signal ▲ · 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
1MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.8%
hist -4.24–+0.6% · other way +26.61% (n=12)
2Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +1.4%
hist -0.26–+0.97% · other way -3.49% (n=12)
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.4%
hist -14.62–+5.01% · other way -1.04% (n=11)
4Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.2%
hist -0.72–-0.39% · other way +0.35% (n=12)
5Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.1%
model prior · unmeasured
6High-yield credit HYG 📈 chartRate▼ -1.1%
hist -0.95–-0.2% · other way -0.16% (n=12)
7Ether ETHon Hyperliquid 📈 chartCrypto▼ -1.0%
hist -7.65–+3.86% · other way +4.87% (n=11)
8Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -1.0%
hist -1.04–-0.02% · other way +6.05% (n=11)
9Financials XLF 📈 chartEquity▼ -1.0%
hist -1.84–+0.17% · other way -0.09% (n=12)
10S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.8%
hist -1.09–+0.0% · other way -0.44% (n=12)
11Tech sector XLK 📈 chartEquity▼ -0.8%
hist -0.66–+0.25% · other way +0.36% (n=12)
12Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.7%
hist -3.75–+3.63% · other way +21.75% (n=11)
13JPMorgan JPM 📈 chartEquity▼ -0.6%
hist -1.28–+0.12% · other way +1.78% (n=12)
14Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.74–+1.78% · other way +2.88% (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 gold hedge.
Also moves (not yet on Hyperliquid): High-yield credit -1.1% · Financials -1.0% · Tech sector -0.8% · JPMorgan -0.6% · Aussie dollar -0.1%

Historical precedent — what analogous events actually did

Across 39 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.

China-led global 'Black Monday' rout 2015-08 Greece first EU/IMF bailout 2010-05 Northern Rock bank run 2007-09 Israel strikes Iran — Operation Rising Lion 2025-06 VIX third-highest spike on record 2024-08 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Kaisa Group offshore default 2021-12 Evergrande debt crisis - global selloff 2021-09 COVID-19 fourth circuit breaker 2020-03 COVID-19 second Level-1 circuit breaker 2020-03 Worst Christmas Eve selloff on record 2018-12 February 2018 hot wage print triggers rate scare 2018-02 North Korea 'fire and fury' nuclear scare 2017-08 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 SEC approves Limit Up-Limit Down plan and revised market-wide circuit breakers 2012-05 Bankia nationalised in Spain's banking crisis 2012-05 US-downgrade Black Monday equity rout and VIX spike to 48 2011-08 Portugal requests EU-IMF bailout 2011-04 Egyptian revolution / Mubarak uprising 2011-01 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 VIX record intraday high of 89.53 2008-10 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04 Shanghai Sneeze global selloff with then-record VIX spike 2007-02 HSBC subprime profit warning 2007-02 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 1976 UK sterling crisis / IMF bailout 1976-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-13.1% · 5d -10.6%100%6 0.59✓ matches cascade
AVGO AVGOLONG+4.6% · 5d -0.4% ↺ fades71%24 0.40⚠ differs
ETH ETHSHORT-7.1% · 5d -5.2%70%10 0.31✓ matches cascade
COIN COINLONG+4.5% · 5d +8.1%67%6 0.27⚠ differs
JPM JPMSHORT-0.9% · 5d -1.5%64%38 0.24✓ matches cascade
SMH SMHLONG+1.8% · 5d -0.2% ↺ fades63%35 0.22⚠ differs
XLF XLFSHORT-1.2% · 5d -1.3%61%35 0.20✓ matches cascade
CL CLSHORT-3.0% · 5d -2.4%62%35 0.19✓ matches cascade
MSTR MSTRSHORT-3.1% · 5d -3.1%62%35 0.17✓ matches cascade
High-yield credit HYGSHORT-0.4% · 5d -0.3%60%31 0.17✓ matches cascade
Volatility VIXSHORT-0.8% · 5d +4.6% ↺ fades56%36 0.12⚠ differs
Gold XAULONG+1.0% · 5d +0.0%56%35 0.12✓ matches cascade
Bitcoin BTCLONG+0.5% · 5d -3.1% ↺ fades56%13 0.10⚠ differs
NDX NDXLONG+0.0% · 5d -1.1% ↺ fades55%37 0.08⚠ 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.