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

What if Analog/MCU chip cycle troughs and inflects higher?

After a deep destocking, analog and microcontroller orders inflect as auto and industrial inventories normalize, marking a broad-based chip-cycle recovery.

50%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 50% · 90% range 26–75% · 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 96% of the class55%
Pooled · weight 87%52%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)52%
Published50%

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. After a deep destocking, analog and microcontroller orders inflect as auto and industrial inventories normalize, marking a broad-based chip-cycle recovery. The trigger decomposes into signed root‑shocks — Industrial demand ▲ · Risk appetite ▲ · Semiconductor supply risk ▼ — 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▲ +0.7%
hist -9.9–+2.02% · other way +4.67% (n=5)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.7%
hist -6.56–+19.84% · other way -2.01% (n=11)
3TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.32–+1.8% · other way -1.8% (n=11)
4Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.6%
model prior · unmeasured
5Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +0.5%
hist -1.17–+3.67% · other way +0.74% (n=11)
6Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.5%
hist +0.16–+0.36% · other way -2.25% (n=5)
7Freeport (copper) FCX 📈 chartEquity▲ +0.4%
hist -0.58–+0.5% · other way -0.63% (n=11)
8Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.4%
hist -0.11–+0.36% · other way +0.64% (n=12)
9Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.4%
hist -0.49–+1.66% · other way +0.26% (n=11)
10Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.4%
hist -1.4–+3.28% · other way +2.64% (n=7)
11Volatility (VIX) VIXon Hyperliquid 📈 chartVol▼ -0.4%
hist -0.81–+0.15% · other way +11.03% (n=11)
12ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.3%
hist -1.95–+0.65% · other way -0.45% (n=11)
13Tech sector XLK 📈 chartEquity▲ +0.3%
hist +0.09–+0.17% · other way +0.78% (n=11)
14AMD AMDon Hyperliquid 📈 chartEquity▲ +0.3%
hist -1.53–+0.65% · other way -1.43% (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): Freeport (copper) +0.4% · 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.

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 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 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 India RBI growth-pivot rate cut 2025-12 Fatal mud-rush halts Freeport's Grasberg, tightening copper supply 2025-09 Trump's 50% copper tariff sends Comex copper to a record 2025-07 Anglo American demerges Valterra Platinum 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 DRC suspends cobalt exports 2025-02 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 S&P 500 first close above 6000 2024-11 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Nikkei 225 record single-day rebound 2024-08 Megacap AI-capex doubt selloff 2024-07 India slashes gold import duty from 15% to 6% in 2024 budget 2024-07 Nvidia becomes world's most valuable company 2024-06 BHP abandons $49bn takeover bid for Anglo American 2024-05 Comex copper hits record on New York short squeeze 2024-05 Alphabet announces its first-ever dividend 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 Nikkei 225 surpasses its 1989 bubble peak 2024-02 S&P 500 first close above 5000 2024-02 ARM's first earnings as a public company spark a huge rally 2024-02 Panama Supreme Court voids Cobre Panama copper concession 2023-11 Newmont completes $15bn Newcrest takeover to lead global gold 2023-11 Nifty 50 first crosses 20000 2023-09 RTX takes $3B charge on Pratt & Whitney GTF engine flaw 2023-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-8.6% · 5d -7.0%72%36 0.32⚠ differs
SPX SPXLONG+0.8% · 5d +0.3%69%40 0.31✓ matches cascade
AVGO AVGOLONG+2.3% · 5d -1.2% ↺ fades64%38 0.27✓ matches cascade
ASML ASMLSHORT-1.9% · 5d -2.3%66%38 0.24⚠ differs
QCOM QCOMSHORT-2.3% · 5d -1.6%66%38 0.24⚠ differs
High-yield credit HYGSHORT-0.3% · 5d -0.0%66%38 0.22⚠ differs
MSTR MSTRLONG+17.9% · 5d +1.0%60%38 0.19✓ matches cascade
TSM TSMLONG+1.4% · 5d -1.2% ↺ fades62%38 0.18✓ matches cascade
AMD AMDSHORT-1.5% · 5d -2.4%61%39 0.17⚠ differs
Gold XAULONG+0.8% · 5d -0.7% ↺ fades60%38 0.15·
NVDA NVDALONG+3.2% · 5d -1.3% ↺ fades57%38 0.12✓ matches cascade
XLK XLKSHORT-0.0% · 5d -0.6%57%38 0.11⚠ differs
US dollar DXYSHORT-0.2% · 5d -0.1%57%40 0.11·
FCX FCXSHORT-0.8% · 5d -1.3%55%38 0.08⚠ 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.