🌍 Society & Frontier risk-off · 6–18 months
A what‑if from the future

What if US mass-deportation supply shock: stagflationary GDP hit?

A large-scale deportation drive removes millions of workers from construction, agriculture and hospitality, cutting output while pushing wages and goods prices up; equities de-rate as a stagflationary growth-minus, prices-plus mix hits margins.

31%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 31% · 90% range 5–56% · 40 analogues · measured class labor 40% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — labor ≈0.3374/yr → 40% in 18 mo40%
Analyst prior · editorial share 86% of the class34%
Pooled · weight 87%32%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)32%
Published31%

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 6–18 months 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 large-scale deportation drive removes millions of workers from construction, agriculture and hospitality, cutting output while pushing wages and goods prices up; equities de-rate as a stagflationary growth-minus, prices-plus mix hits margins. The trigger decomposes into signed root‑shocks — Consumer spending ▼ · Inflation surprise ▲ · Labor shortage ▲ · 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
1Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.3%
hist -1.13–-0.23% · other way -0.56% (n=12)
2Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.2%
hist -4.92–+1.28% · other way -8.46% (n=12)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.3%
hist -1.17–+0.29% · other way +27.71% (n=12)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.1%
model prior · unmeasured
5Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.9%
hist -5.59–+1.35% · other way +0.49% (n=12)
6Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -0.59–-0.06% · other way +5.06% (n=12)
7Tech sector XLK 📈 chartEquity▼ -0.9%
hist -0.58–-0.29% · other way -0.33% (n=12)
8S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.7%
hist -2.34–+0.59% · other way +2.38% (n=12)
9Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.7%
hist -1.17–+3.58% · other way -3.9% (n=12)
10Financials XLF 📈 chartEquity▼ -0.5%
hist -0.32–+1.82% · other way -0.19% (n=12)
11Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.08–+0.17% · other way +17.09% (n=12)
12High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.41–+0.26% · other way -0.52% (n=12)
13Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.27–-0.11% · other way +0.43% (n=12)
1430y Treasury yield DGS30 📈 chartRate▲ +4bp
hist -1.88–+10.87% · other way -0.3% (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): Tech sector -0.9% · Financials -0.5% · High-yield credit -0.5% · 30y Treasury yield +4bp · Homebuilders -0.3% · 10y Treasury yield +4bp

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.

Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Turkish lira record low on rate cuts 2021-11 February 2018 hot wage print triggers rate scare 2018-02 August 24, 2015 ETF flash crash 2015-08 Greece first EU/IMF bailout 2010-05 1990-91 recession onset 1990-07 1982 unemployment peaks at 10.8% 1983-01 Silver Thursday 1980-03 Gold peaks at $850 1980-01 1979 Iranian Revolution oil shock 1979-01 Iranian Revolution oil shock 1978-12 1976 UK sterling crisis / IMF bailout 1976-09 1973-75 recession onset 1973-11 Iranian rial slides to a new record low 2025-12 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 H5N1 bird flu record US egg prices 2025-04 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 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 ASML bookings-miss crash 2024-10 Strong September 2024 jobs report reprices the Fed path 2024-10 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 record single-day rebound 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 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 Homebuilders rally as cool June CPI fuels rate-cut bets 2024-07 USD/JPY hits a 38-year high before a CPI-driven intervention 2024-07 India's Modi loses single-party majority 2024-06
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLF XLFLONG+1.6% · 5d +0.3%76%32 0.44⚠ differs
JPM JPMLONG+2.4% · 5d +0.8%74%35 0.40⚠ differs
ARM ARMSHORT-5.9% · 5d -6.0%74%26 0.34✓ matches cascade
AMD AMDSHORT-1.8% · 5d -0.7%70%35 0.30✓ matches cascade
NVDA NVDASHORT-1.6% · 5d -2.4%68%32 0.23✓ matches cascade
ETH ETHSHORT-4.7% · 5d -5.7%63%30 0.19✓ matches cascade
MU MUSHORT-1.9% · 5d -1.5%62%33 0.19✓ matches cascade
MRVL MRVLLONG+2.4% · 5d -1.5% ↺ fades59%32 0.15⚠ differs
COIN COINSHORT-0.8% · 5d -0.1%58%29 0.14✓ matches cascade
30y yield DGS30LONG+8bp · 5d +4bp57%38 0.14✓ matches cascade
NDX NDXSHORT-0.4% · 5d -0.9%59%33 0.13✓ matches cascade
Gold XAULONG+0.5% · 5d -0.7% ↺ fades57%32 0.11⚠ differs
SOL SOLSHORT-4.0% · 5d -6.6%58%29 0.10✓ matches cascade
INR INRSHORT-0.1% · 5d +0.4% ↺ fades57%32 0.10✓ 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.