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

What if Aging entrenches secular stagnation, r* sinks below 0.5%?

Demographic dissaving fears prove wrong as aging keeps desired saving above investment, pushing the equilibrium real rate below 0.5% and validating long-duration bonds and quality growth equities.

39%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 39% · 90% range 24–54% · 40 analogues · measured class deflation 98% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — deflation ≈0.3895/yr → 98% in 10 yr98%
Analyst prior · editorial share 41% of the class40%
Pooled · weight 87%41%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)41%
Published39%

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-on shock. Demographic dissaving fears prove wrong as aging keeps desired saving above investment, pushing the equilibrium real rate below 0.5% and validating long-duration bonds and quality growth equities. The trigger decomposes into signed root‑shocks — Global growth ▼ · Inflation expectations ▼ · 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▲ +0.7%
hist -0.18–+1.3% · other way -0.75% (n=12)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.7%
hist -4.29–+9.47% · other way +14.38% (n=12)
3Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.7%
hist +0.02–+0.85% · other way -1.41% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.6%
hist -7.92–+1.88% · other way +0.88% (n=12)
530y Treasury yield DGS30 📈 chartRate▼ -5bp
hist -3.28–+0.97% · other way -3.1% (n=12)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.5%
model prior · unmeasured
710y Treasury yield DGS10 📈 chartRate▼ -5bp
hist -3.46–+0.8% · other way -4.1% (n=12)
8Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.4%
hist -4.47–+1.67% · other way +7.53% (n=12)
9Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.4%
hist +0.09–+0.37% · other way +3.26% (n=12)
10Gold XAUon Hyperliquid 📈 chartCommodity▲ +0.3%
hist -0.15–+0.81% · other way +0.72% (n=12)
11S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +0.3%
hist -0.18–+1.08% · other way -0.7% (n=12)
12Volatility (VIX) VIXon Hyperliquid 📈 chartVol▼ -0.3%
hist -0.76–+0.2% · other way +4.41% (n=12)
13Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.3%
hist -0.31–+1.26% · other way -0.18% (n=12)
14Coinbase COINon Hyperliquid 📈 chartEquity▲ +0.3%
hist -1.9–+4.13% · other way +2.71% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Tech sector +0.7% · 30y Treasury yield -5bp · 10y Treasury yield -5bp · Homebuilders +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.

Nikkei 225 record single-day rebound 2024-08 August 24, 2015 ETF flash crash 2015-08 SNB introduces negative interest rates 2014-12 Greece first EU/IMF bailout 2010-05 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Fed surprise inter-meeting cut 2001-01 Soviet August coup attempt against Gorbachev 1991-08 Cuban Missile Crisis 1962-10 India RBI growth-pivot rate cut 2025-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Israel strikes Iran — Operation Rising Lion 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 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 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 Nasdaq Composite first close above 20000 2024-12 S&P 500 first close above 6000 2024-11 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 ASML bookings-miss crash 2024-10 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Alphabet announces its first-ever dividend 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 S&P 500 first close above 5000 2024-02 Neuralink implants its first human brain-computer interface 2024-01 Nifty 50 first crosses 20000 2023-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
MRVL MRVLLONG+6.4% · 5d -1.2% ↺ fades67%38 0.30✓ matches cascade
SOL SOLSHORT-7.0% · 5d -7.0%71%33 0.27⚠ differs
SPX SPXLONG+0.8% · 5d +0.1%66%39 0.26✓ matches cascade
TSM TSMLONG+3.0% · 5d +0.7%64%38 0.23✓ matches cascade
ARM ARMSHORT-2.2% · 5d -5.9%64%32 0.21⚠ differs
HOOD HOODLONG+8.8% · 5d +0.0%62%33 0.21✓ matches cascade
XHB XHBSHORT-1.7% · 5d -2.0%62%37 0.20⚠ differs
ETH ETHSHORT-4.3% · 5d -6.1%62%33 0.18⚠ differs
SMH SMHLONG+1.0% · 5d -0.5% ↺ fades60%38 0.17✓ matches cascade
30y yield DGS30LONG+3bp · 5d +4bp59%39 0.15⚠ differs
MU MUSHORT-1.0% · 5d -1.9%59%39 0.15⚠ differs
AVGO AVGOLONG+1.6% · 5d -0.6% ↺ fades58%36 0.14✓ matches cascade
Gold XAULONG+0.6% · 5d -1.0% ↺ fades55%38 0.08✓ matches cascade
10y yield DGS10LONG+3bp · 5d +4bp55%39 0.07⚠ 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.