🧠 Technology & AI mixed · 6–18 months
A what‑if from the future

What if PC demand falls off a cliff once the refresh cycle ends?

A post-refresh PC-shipment cliff is a client-end demand shock — short Dell/HP/AMD-client and PC-exposed memory, not the AI-capex complex. The cascade wrongly sells NVDA/Broadcom/HBM, which ride datacenter, not consumer PCs; Micron's Dec-2024 weak FQ2 guide (the cited analogue) was the PC/consumer-NAND leg selling off while AI-HBM held. Forward: AI-PC upgrade cycle could backstop the trough sooner than the 2001 post-Y2K air-pocket.

19%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 19% · 90% range 1–36% · 40 analogues · measured class supply_chain 26% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — supply_chain ≈0.2052/yr → 26% in 18 mo26%
Analyst prior · editorial share 76% of the class20%
Pooled · weight 87%19%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)19%
Published19%

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 6–18 months 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 mixed shock. Enterprise PC refresh ends abruptly, sending shipments into a steep decline and gutting Dell, HP, and AMD client revenue. The trigger decomposes into signed root‑shocks — Growth surprise ▼ · 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
1TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.59–+0.6% · other way +1.64% (n=12)
2Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.3%
hist -1.02–+1.58% · other way +4.13% (n=12)
3ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.2%
hist -2.42–+1.02% · other way -0.91% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.46–+1.01% · other way +1.4% (n=12)
5MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.1%
hist -1.72–+3.87% · other way +8.12% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Long
For a common-man portfolio: Mixed for a typical portfolio — the move is more about rotation than direction. Favour the winners over the losers below rather than net exposure.

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.

TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Didi removed from China app stores after NYSE IPO 2021-07 Nvidia crypto-glut guidance crash 2018-11 August 24, 2015 ETF flash crash 2015-08 Greece first EU/IMF bailout 2010-05 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Report of a Blackwell design flaw signals a multi-month delay 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Nikkei 225 surpasses its 1989 bubble peak 2024-02 ARM debuts on Nasdaq with a 25% first-day pop 2023-09 China imposes gallium and germanium export controls 2023-07 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 Alibaba announces historic split into six business units 2023-03 Regional-bank panic deepens after Signature seizure 2023-03 Brookfield defaults on LA office towers 2023-02 India Adani-Hindenburg rout 2023-01 TSMC cuts 2023 capex on chip-demand downturn 2023-01 Solana craters toward $8 on FTX/Alameda overhang 2022-12 Offshore yuan hits a record low 2022-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
Gold XAULONG+1.1% · 5d -0.1% ↺ fades67%40 0.28·
US dollar DXYSHORT-0.3% · 5d +0.0% ↺ fades61%40 0.19·
SMH SMHLONG+1.0% · 5d -0.4% ↺ fades59%40 0.16⚠ differs
Volatility VIXLONG+1.2% · 5d +1.2%57%40 0.12·
MSTR MSTRLONG+3.8% · 5d +0.3%55%40 0.10⚠ differs
Bitcoin BTCSHORT-3.2% · 5d -2.5%56%39 0.10·
10y yield DGS10SHORT-4bp · 5d +1bp ↺ fades53%40 0.05·
TSM TSMLONG+0.8% · 5d +0.2%51%40 0.02⚠ differs
ASML ASMLSHORT-2.2% · 5d -2.0%51%40 0.02✓ matches cascade
NVDA NVDALONG+1.8% · 5d -2.5% ↺ fades41%40 0.00⚠ differs
High-yield credit HYGLONG+0.2% · 5d +0.2%49%40 0.00·

Why this probability

Cyclical PC swings common, but an abrupt cliff gutting AMD/Dell client rev is less typical; AI-PC refresh supports demand. 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.