🧠 Technology & AI risk-off · 3–10 years
A what‑if from the future

What if labour's share of GDP plunges as automation lifts profits?

A falling labor share lifting corporate profits bids the automation winners (Nvidia, Tesla, semis) even as it ignites tax-the-robots politics — the cascade rightly nets out risk-off sentiment against the capex bid. Rhymes with the post-2000 secular labor-share decline that fattened margins and equity returns for two decades. Forward angle: the embedded tail is policy reversal (robot tax/redistribution) that the +1.1% Nvidia leg doesn't discount.

22%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 22% · 90% range 8–37% · 24 analogues · measured class tech_ai_bull 94% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 94% in 10 yr94%
Analyst prior · editorial share 17% of the class16%
Pooled · weight 80%23%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)23%
Published22%

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. Labor's share of GDP plunges as automation lifts profits, igniting redistribution politics and tax-the-robots momentum. The trigger decomposes into signed root‑shocks — Job displacement ▲ · 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▲ +1.1%
hist -1.53–+4.52% · other way -3.19% (n=12)
2Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.7%
hist +0.09–+0.77% · other way -0.28% (n=12)
3Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.5%
hist -0.06–+0.37% · other way -1.07% (n=12)
4AMD AMDon Hyperliquid 📈 chartEquity▲ +0.5%
hist -2.44–+0.59% · other way -0.96% (n=12)
5Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.47–+1.9% · other way -0.43% (n=12)
6Micron MUon Hyperliquid 📈 chartEquity▲ +0.5%
hist -7.21–+2.03% · other way +0.87% (n=12)
7TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.5%
hist +-0.0–+0.72% · other way -1.8% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.09–+0.35% · other way +0.5% (n=12)
9ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.5%
hist -5.15–+0.55% · other way -2.54% (n=12)
10Qualcomm QCOMon Hyperliquid 📈 chartEquity▲ +0.4%
hist -3.51–+0.84% · other way -1.82% (n=12)
11Tech sector XLK 📈 chartEquity▲ +0.3%
hist -0.09–+0.17% · other way -0.7% (n=12)
12Intel INTCon Hyperliquid 📈 chartEquity▲ +0.3%
hist -4.06–+0.97% · other way -4.71% (n=12)
13Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -16.05–+0.72% · other way +5.03% (n=12)
14Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured

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%

Why we may diverge from history

Trust the cascade on ASML/AMD: the -5% history is 2024 Fed-repricing and NVDA-earnings contamination, off-channel to a labor-share/redistribution shock — regime-biased analogues, not signal.

Historical precedent — what analogous events actually did

Across 24 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 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 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 Strong September 2024 jobs report reprices the Fed path 2024-10 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Megacap AI-capex doubt selloff 2024-07 Nvidia becomes world's most valuable company 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 Strong May 2023 jobs report jolts yields higher 2023-06 OpenAI releases GPT-4 2023-03 TSMC cuts 2023 capex on chip-demand downturn 2023-01 ChatGPT launches 2022-11 CHIPS and Science Act signed 2022-07 AlphaFold cracks the protein-folding problem 2020-11 Trump threatens escalating tariffs on Mexico over migration 2019-05 AlphaGo defeats Lee Sedol 2016-03 Fed announces QE3 2012-09 Venezuela PDVSA oil strike / lockout 2002-12 1982 unemployment peaks at 10.8% 1983-01
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-12.3% · 5d -6.4%85%19 0.51✓ matches cascade
ASML ASMLSHORT-4.2% · 5d -2.6%79%23 0.43⚠ differs
INTC INTCSHORT-3.6% · 5d -3.5%68%24 0.35⚠ differs
AMD AMDSHORT-2.2% · 5d -1.6%72%24 0.34⚠ differs
Gold XAULONG+1.8% · 5d +0.1%71%23 0.34·
QCOM QCOMSHORT-3.1% · 5d -2.2%71%23 0.30⚠ differs
MU MUSHORT-6.5% · 5d -4.2%67%23 0.26⚠ differs
XLK XLKSHORT-0.2% · 5d -0.4%67%23 0.24⚠ differs
US dollar DXYSHORT-0.4% · 5d -0.3%64%24 0.23·
High-yield credit HYGSHORT-0.5% · 5d -0.0%65%22 0.22✓ matches cascade
MSTR MSTRLONG+20.5% · 5d +2.7%58%23 0.16⚠ differs
10y yield DGS10LONG+8bp · 5d +0bp60%24 0.16·
MRVL MRVLSHORT-0.3% · 5d -0.0%58%23 0.13⚠ differs
AVGO AVGOLONG+1.5% · 5d -1.2% ↺ fades57%22 0.12✓ matches cascade

Why this probability

Labor-share decline plausible long-run but sharp shock plus tax-the-robots politics over 3-10yr uncertain. 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.