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

What if Automation-supplier re-rating as factories buy robots over workers?

Reshoring plus labor scarcity drives capital substitution toward industrial robots and machine vision, lifting orders at automation vendors; the robot-productivity capex cycle re-rates the factory-automation cohort.

29%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 29% · 90% range 4–55% · 12 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 52% of the class30%
Pooled · weight 67%30%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)30%
Published29%

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-on shock. Reshoring plus labor scarcity drives capital substitution toward industrial robots and machine vision, lifting orders at automation vendors; the robot-productivity capex cycle re-rates the factory-automation cohort. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Industrial demand ▲ · Risk appetite ▲ · Robotics productivity ▲ — 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
1Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +1.3%
hist -3.2–+6.32% · other way +0.3% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +1.1%
hist +0.41–+1.15% · other way -0.18% (n=12)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +1.0%
hist -0.23–+1.85% · other way -1.37% (n=12)
4Tech sector XLK 📈 chartEquity▲ +0.8%
hist +0.46–+0.82% · other way +0.0% (n=12)
5AMD AMDon Hyperliquid 📈 chartEquity▲ +0.7%
hist -4.22–+2.73% · other way +1.87% (n=12)
6Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.7%
hist -1.1–+3.41% · other way -0.8% (n=12)
7Micron MUon Hyperliquid 📈 chartEquity▲ +0.7%
hist -6.81–+4.05% · other way -5.17% (n=12)
8TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.7%
hist -0.18–+1.1% · other way -2.76% (n=12)
9Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.7%
hist -0.5–+1.01% · other way +0.35% (n=12)
10ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.6%
hist -3.4–+2.54% · other way -4.65% (n=12)
11Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.4%
hist -19.37–+8.79% · other way -7.7% (n=12)
12Qualcomm QCOMon Hyperliquid 📈 chartEquity▲ +0.5%
hist -2.94–+1.98% · other way -2.52% (n=12)
13Freeport (copper) FCX 📈 chartEquity▲ +0.4%
hist +0.18–+0.41% · other way -1.5% (n=12)
14S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +0.4%
hist -0.48–+1.44% · other way -1.45% (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 +0.8% · Freeport (copper) +0.4%

Historical precedent — what analogous events actually did

Across 12 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.

Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Neuralink implants its first human brain-computer interface 2024-01 Strong May 2023 jobs report jolts yields higher 2023-06 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 Silver hits 30-year high as JPMorgan and HSBC face manipulation suits 2010-10 Soviet August coup attempt against Gorbachev 1991-08 Volcker Saturday Night Special 1979-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
MSTR MSTRLONG+21.0% · 5d +0.8%81%10 0.57✓ matches cascade
SOL SOLSHORT-18.9% · 5d -11.8%88%8 0.55⚠ differs
AVGO AVGOLONG+2.9% · 5d +0.6%81%10 0.53✓ matches cascade
High-yield credit HYGSHORT-0.9% · 5d -0.2%81%10 0.41·
10y yield DGS10LONG+15bp · 5d +3bp76%12 0.40·
MU MUSHORT-7.2% · 5d -1.5%74%11 0.35⚠ differs
AMD AMDSHORT-4.6% · 5d +0.1% ↺ fades74%11 0.33⚠ differs
QCOM QCOMSHORT-3.3% · 5d -0.4%76%10 0.33⚠ differs
ASML ASMLSHORT-3.9% · 5d -0.7%71%10 0.30⚠ differs
SPX SPXLONG+1.2% · 5d +0.7%68%12 0.30✓ matches cascade
MRVL MRVLSHORT-0.9% · 5d +2.0% ↺ fades67%10 0.24⚠ differs
Volatility VIXSHORT-4.4% · 5d -6.3%65%11 0.21✓ matches cascade
Bitcoin BTCLONG+5.7% · 5d -2.2% ↺ fades63%9 0.20✓ matches cascade
NVDA NVDALONG+5.6% · 5d +1.8%62%10 0.19✓ 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.