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

What if Italian PAYG indexation collides with a falling contributor base?

Inflation-linked pension indexation raises Italy's outlays while a shrinking workforce shrinks contributions, a demographic scissors that markets price as widening peripheral spreads.

25%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 25% · 90% range 14–36% · 36 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 86%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 risk-off shock. Inflation-linked pension indexation raises Italy's outlays while a shrinking workforce shrinks contributions, a demographic scissors that markets price as widening peripheral spreads. The trigger decomposes into signed root‑shocks — Credit spreads ▲ · Inflation expectations ▲ · 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▼ -0.7%
hist -5.25–+1.18% · other way +31.87% (n=12)
2Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -7.69–+5.55% · other way -2.3% (n=11)
3High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.61–-0.02% · other way -0.23% (n=12)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
5Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.4%
hist -1.62–+3.78% · other way -7.61% (n=12)
6Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -0.53–-0.03% · other way -0.08% (n=12)
7Financials XLF 📈 chartEquity▼ -0.4%
hist -0.69–+0.06% · other way -0.02% (n=12)
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -3.0–+2.08% · other way +4.16% (n=11)
9Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -2.71–+1.76% · other way +7.7% (n=11)
10S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.3%
hist -1.92–+0.69% · other way +0.73% (n=12)
11JPMorgan JPM 📈 chartEquity▼ -0.3%
hist -0.56–+0.05% · other way +0.83% (n=12)
12Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.3%
hist -3.29–+3.67% · other way +24.19% (n=11)
13Tech sector XLK 📈 chartEquity▼ -0.2%
hist -0.43–+0.62% · other way +0.02% (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 -0.5% · Financials -0.4% · JPMorgan -0.3% · Tech sector -0.2%

Historical precedent — what analogous events actually did

Across 36 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.

Greece first EU/IMF bailout 2010-05 Northern Rock bank run 2007-09 1976 UK sterling crisis / IMF bailout 1976-09 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Kaisa Group offshore default 2021-12 Turkish lira record low on rate cuts 2021-11 February 2018 hot wage print triggers rate scare 2018-02 China-led global 'Black Monday' rout 2015-08 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 Bankia nationalised in Spain's banking crisis 2012-05 Portugal requests EU-IMF bailout 2011-04 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 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06 New Century Financial bankruptcy 2007-04 HSBC subprime profit warning 2007-02 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 1990-91 recession onset 1990-07 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12 1973-75 recession onset 1973-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
JPM JPMSHORT-0.4% · 5d -1.4%65%31 0.25✓ matches cascade
COIN COINLONG+4.2% · 5d +7.2%67%6 0.25⚠ differs
MSTR MSTRSHORT-4.4% · 5d -3.4%65%26 0.23✓ matches cascade
SOL SOLSHORT-7.7% · 5d -9.8%67%6 0.22✓ matches cascade
High-yield credit HYGSHORT-0.3% · 5d +0.1% ↺ fades61%23 0.18✓ matches cascade
10y yield DGS10SHORT-9bp · 5d -4bp59%36 0.17·
Gold XAUSHORT-0.6% · 5d -0.3%58%26 0.14·
ETH ETHSHORT-2.8% · 5d -2.4%57%7 0.09✓ matches cascade
Bitcoin BTCSHORT-2.5% · 5d -3.4%56%9 0.09✓ matches cascade
US dollar DXYLONG+0.6% · 5d +0.3%55%36 0.08·
XLF XLFSHORT-0.4% · 5d -1.3%54%26 0.07✓ matches cascade
SPX SPXSHORT-1.7% · 5d -0.6%53%36 0.07✓ matches cascade
XLK XLKLONG+0.7% · 5d -0.6% ↺ fades54%26 0.06⚠ differs
Volatility VIXLONG+3.5% · 5d +6.4%50%28 0.00✓ 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.