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

What if a major economy enacts universal basic income?

UBI funded into an automation backdrop is a fiscal-reflation signal: breakevens and the nominal-real wedge widen, the long end cheapens, and the Fed leans against rising inflation expectations. Closest analogue is the 2021 stimulus-cheque inflation impulse that lifted breakevens and steepened the curve. Forward angle: the deflationary automation force partly offsets the inflationary transfer, so the net rate move is smaller and slower than a pure helicopter-money episode — a 3-10y theme, not a tradable shock.

11%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 11% · 90% range 2–19% · 40 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 5% of the class5%
Pooled · weight 87%11%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)11%
Published11%

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. A major economy enacts Universal Basic Income in response to automation-driven displacement. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Inflation expectations ▲ — 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
1S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.1%
hist -0.27–+0.03% · other way -1.53% (n=12)
2Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.2%
model prior · unmeasured
330y Treasury yield DGS30 📈 chartRate▲ +2bp
hist -1.34–+5.29% · other way +4.9% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -8.13–+2.17% · other way +5.11% (n=12)
5Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.1%
hist -0.79–+0.24% · other way -0.98% (n=12)
6Gold XAUon Hyperliquid 📈 chartCommodity▼ -0.1%
hist -0.19–+0.31% · other way +-0.0% (n=12)
710y Treasury yield DGS10 📈 chartRate▲ +2bp
hist -2.24–+8.73% · other way +2.3% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Long
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): 30y Treasury yield +2bp · 10y Treasury yield +2bp

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.

Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Iranian rial slides to a new record low 2025-12 H5N1 bird flu record US egg prices 2025-04 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Nasdaq Composite first close above 20000 2024-12 Marvell's Q3 FY2025 AI-silicon results drive a record surge 2024-12 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 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 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 Nvidia becomes world's most valuable company 2024-06 Nikkei 225 surpasses its 1989 bubble peak 2024-02 Hot January CPI delays Fed-cut hopes 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 Cool October 2022 CPI sparks huge bond-and-bank rally 2022-11 Hot September 2022 CPI sends yields and curve to cycle extremes 2022-10 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Inflation Reduction Act signed into law 2022-08 CHIPS and Science Act signed 2022-07 June 2022 CPI prints 9.1% 2022-07 May 2022 US CPI sends S&P into a bear market 2022-06 Sri Lanka suspends external debt payments 2022-04 Bank of England's first post-pandemic rate hike 2021-12 Fed retires 'transitory' 2021-11 Turkish lira record low on rate cuts 2021-11 October 2021 US CPI shock 2021-11 European gas crisis intraday record spike 2021-10 AlphaFold cracks the protein-folding problem 2020-11 Federal Reserve adopts average inflation targeting at Jackson Hole 2020-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-7.2% · 5d -7.1%66%40 0.22✓ matches cascade
10y yield DGS10LONG+7bp · 5d +2bp61%40 0.18✓ matches cascade
Gold XAULONG+0.4% · 5d -0.5% ↺ fades59%40 0.14⚠ differs
NDX NDXSHORT-0.7% · 5d -0.9%56%40 0.09✓ matches cascade
30y yield DGS30LONG+4bp · 5d +1bp54%40 0.06✓ matches cascade
High-yield credit HYGSHORT-0.1% · 5d +-0.0%54%40 0.06·
SPX SPXSHORT-0.2% · 5d -0.2%39%40 0.00✓ matches cascade
Volatility VIXLONG+0.8% · 5d -0.1% ↺ fades49%40 0.00·
US dollar DXYLONG+0.1% · 5d -0.1% ↺ fades44%40 0.00·
Bitcoin BTCLONG+1.3% · 5d -2.5% ↺ fades49%40 0.00·

Why this probability

Full UBI enactment by major economy structurally rare; politically distant even over 3-10yr. 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.