🧠 Technology & AI risk-off · 1–3 years
A what‑if from the future

What if an anti-robot labour backlash disrupts major industries?

A neo-Luddite backlash is a risk-off automation-disruption event: high-beta tech and crypto majors sell, consumer-credit spreads widen on displacement stress, and the disinflation thesis stalls. No clean modern analogue; the closest sentiment rhyme is the July-2024 megacap AI-capex doubt selloff when automation enthusiasm briefly reversed. Forward angle: strikes that physically halt robot lines are a supply shock too, so the cleanest expression is short the disrupted operators, not a broad index — the cascade's crypto-beta leg is noise relative to the labor-action core.

21%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 21% · 90% range 6–36% · 40 analogues · measured class tech_ai_bull 57% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 57% in 3 yr57%
Analyst prior · editorial share 35% of the class20%
Pooled · weight 87%21%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)21%
Published21%

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. Strikes and a neo-Luddite backlash against robot labor disrupt major industries. The trigger decomposes into signed root‑shocks — Job displacement ▲ · 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
1Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -11.57–+0.83% · other way -1.54% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -0.32–-0.19% · other way -0.13% (n=12)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.5%
hist -5.39–+12.43% · other way +21.92% (n=12)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.4%
model prior · unmeasured
5Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -6.79–+1.95% · other way +2.81% (n=12)
6S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.3%
hist -0.24–+1.73% · other way +0.47% (n=12)
7Tech sector XLK 📈 chartEquity▼ -0.3%
hist -0.27–+0.06% · other way +0.04% (n=12)
8Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -1.09–+0.29% · other way +4.82% (n=12)
9Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.2%
hist -0.67–+2.09% · other way +2.3% (n=12)
10High-yield credit HYG 📈 chartRate▼ -0.2%
hist -0.36–+0.01% · other way -0.38% (n=12)
11Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.2%
hist -2.2–+4.06% · other way +16.32% (n=12)
12Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.53–+0.93% · other way +1.8% (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 -0.3% · High-yield credit -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.

TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Megacap AI-capex doubt selloff 2024-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 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 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 Marvell's Q3 FY2025 AI-silicon results drive a record surge 2024-12 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 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 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 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 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 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Nvidia becomes world's most valuable company 2024-06 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Nikkei 225 surpasses its 1989 bubble peak 2024-02 ARM's first earnings as a public company spark a huge rally 2024-02 Blowout January 2024 jobs report lifts yields 2024-02 Neuralink implants its first human brain-computer interface 2024-01 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 OpenAI releases GPT-4 2023-03 Regional-bank panic deepens after Signature seizure 2023-03 India Adani-Hindenburg rout 2023-01 TSMC cuts 2023 capex on chip-demand downturn 2023-01 Solana craters toward $8 on FTX/Alameda overhang 2022-12 ChatGPT launches 2022-11 Offshore yuan hits a record low 2022-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SPX SPXLONG+1.4% · 5d +0.1%77%40 0.47⚠ differs
SOL SOLSHORT-9.0% · 5d -7.0%79%40 0.45✓ matches cascade
US dollar DXYSHORT-0.6% · 5d -0.1%65%40 0.26·
Gold XAULONG+1.4% · 5d -0.0% ↺ fades65%40 0.24·
ETH ETHSHORT-6.0% · 5d -4.7%63%40 0.20✓ matches cascade
High-yield credit HYGSHORT-0.2% · 5d +0.1% ↺ fades60%40 0.16✓ matches cascade
Volatility VIXLONG+1.8% · 5d -0.7% ↺ fades58%40 0.13✓ matches cascade
MSTR MSTRLONG+12.1% · 5d +0.3%56%40 0.11⚠ differs
Bitcoin BTCSHORT-0.9% · 5d -2.1%56%40 0.09✓ matches cascade
10y yield DGS10LONG+2bp · 5d +1bp56%40 0.09·
SMH SMHLONG+1.0% · 5d +0.2%53%40 0.06⚠ differs
NDX NDXLONG+0.0% · 5d -0.6% ↺ fades44%40 0.00⚠ differs
XLK XLKLONG+0.2% · 5d -0.3% ↺ fades44%40 0.00⚠ differs
COIN COINLONG+4.1% · 5d +1.1%44%40 0.00⚠ differs

Why this probability

Labor backlash plausible as deployment grows but industry-disrupting strikes still nascent. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.

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.