🌍 Society & Frontier risk-off · 1–3 years
A what‑if from the future

What if Anti-immigration shock thins US tech and STEM talent pipeline?

Sharp restrictions on student and skilled-worker visas thin the US STEM talent pipeline, slowing AI and research output; the talent-supply hit dents long-run productivity and weighs on growth-sensitive equities.

18%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 18% · 90% range 4–31% · 39 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 28% of the class16%
Pooled · weight 87%18%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)18%
Published18%

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. Sharp restrictions on student and skilled-worker visas thin the US STEM talent pipeline, slowing AI and research output; the talent-supply hit dents long-run productivity and weighs on growth-sensitive equities. The trigger decomposes into signed root‑shocks — AI breakthrough ▼ · Growth surprise ▼ · Labor shortage ▲ · 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
1Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.1%
hist -2.34–+3.96% · other way -2.13% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.0%
hist -0.72–+0.25% · other way -0.72% (n=12)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.7%
hist -1.07–+1.23% · other way -0.48% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -17.28–+0.54% · other way +18.24% (n=8)
5Tech sector XLK 📈 chartEquity▼ -0.6%
hist -0.81–+0.69% · other way -0.26% (n=12)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.6%
hist -2.74–+5.16% · other way +11.62% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.6%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -3.14–+1.21% · other way +8.71% (n=9)
9AMD AMDon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.68–+0.68% · other way -0.86% (n=12)
10Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.2–+2.39% · other way -0.85% (n=12)
11Micron MUon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.2–+0.27% · other way +0.2% (n=12)
12TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.47–+2.24% · other way -0.84% (n=12)
13Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -2.02–+3.78% · other way -1.93% (n=12)
14ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.45–+0.27% · other way -1.99% (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 -0.6%

Historical precedent — what analogous events actually did

Across 39 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.

Neuralink implants its first human brain-computer interface 2024-01 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Nasdaq Composite first close above 20000 2024-12 Nikkei 225 record single-day rebound 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Megacap AI-capex doubt selloff 2024-07 LK-99 room-temperature superconductor claim 2023-07 Strong May 2023 jobs report jolts yields higher 2023-06 TSMC cuts 2023 capex on chip-demand downturn 2023-01 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Bank of England's first post-pandemic rate hike 2021-12 Turkish lira record low on rate cuts 2021-11 Wegovy 2021-06 First mRNA COVID-19 vaccine authorized 2020-12 He Jiankui announces CRISPR-edited babies 2018-11 February 2018 hot wage print triggers rate scare 2018-02 SpaceX lands an orbital rocket booster 2015-12 China-led global 'Black Monday' rout 2015-08 Bank of Japan Kuroda QQE 'bazooka' 2013-04 Greek sovereign debt crisis / first EU-IMF bailout 2010-05 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Fed surprise inter-meeting cut 2001-01 Soviet August coup attempt against Gorbachev 1991-08 1990-91 recession onset 1990-07 1982 unemployment peaks at 10.8% 1983-01 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Volcker Saturday Night Special 1979-10 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 Cuban Missile Crisis 1962-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-13.0% · 5d -5.8%86%19 0.52✓ matches cascade
COIN COINSHORT-1.7% · 5d -1.0%76%17 0.44✓ matches cascade
QCOM QCOMSHORT-1.8% · 5d -1.7%66%28 0.21✓ matches cascade
AVGO AVGOLONG+2.5% · 5d +0.3%57%26 0.13⚠ differs
INTC INTCSHORT-1.4% · 5d -1.2%57%32 0.13✓ matches cascade
NDX NDXLONG+0.7% · 5d -0.3% ↺ fades58%30 0.12⚠ differs
Bitcoin BTCLONG+3.3% · 5d -2.9% ↺ fades56%24 0.09⚠ differs
High-yield credit HYGLONG+0.0% · 5d -0.0% ↺ fades57%27 0.09·
NVDA NVDALONG+4.4% · 5d +0.3%55%28 0.08⚠ differs
Gold XAUSHORT-0.8% · 5d -0.6%55%28 0.08·
10y yield DGS10LONG+7bp · 5d +1bp54%38 0.07·
MSTR MSTRLONG+5.4% · 5d -1.4% ↺ fades53%28 0.06⚠ differs
MRVL MRVLLONG+3.9% · 5d -0.1% ↺ fades53%28 0.06⚠ differs
SMH SMHLONG+1.6% · 5d +0.3%52%28 0.03⚠ differs

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.