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

What if Deloitte automates audit and tax with AI agents?

Deloitte AI audit/tax cutting graduate intake threatens the CPA pipeline and trims entry-level white-collar demand, with a light AI-silicon bid. Rhymes with prior audit-analytics automation (KPMG Clara, 2017) that reshaped staffing without macro effect. Forward angle: the second-order risk is CPA-supply scarcity inflating audit fees later — a contrarian inflation-not-deflation angle the disinflationary cascade misses.

29%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 29% · 90% range 8–50% · 24 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 52% of the class30%
Pooled · weight 80%30%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)30%
Published29%

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. Deloitte deploys AI agents for full audit and tax prep, cutting graduate intake and triggering CPA-pipeline collapse fears. The trigger decomposes into signed root‑shocks — AI capex ▲ · Job displacement ▲ — 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▲ +0.7%
hist -1.7–+4.24% · other way -3.19% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.5%
hist -0.47–+1.89% · other way -0.43% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▲ +0.5%
hist -7.23–+2.02% · other way +0.87% (n=12)
4Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -0.5–-0.01% · other way -1.07% (n=12)
5S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.3%
hist -0.29–+1.83% · other way -1.13% (n=12)
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -16.05–+0.72% · other way +5.03% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured
8Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.2%
hist -0.09–+0.47% · other way -0.28% (n=12)
9MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -8.22–+21.86% · other way +11.68% (n=12)
10Tech sector XLK 📈 chartEquity▼ -0.3%
hist -0.35–-0.01% · other way -0.7% (n=12)
11Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -1.8–+0.69% · other way +2.67% (n=12)
12High-yield credit HYG 📈 chartRate▼ -0.2%
hist -0.67–+0.1% · other way +0.09% (n=12)
13ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.2%
hist -5.23–+0.5% · other way -2.54% (n=12)
14AMD AMDon Hyperliquid 📈 chartEquity▲ +0.2%
hist -2.56–+0.52% · other way -0.96% (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 -0.3% · High-yield credit -0.2%

Why we may diverge from history

Trust the cascade SHORT on SPX; the positive history is contaminated by 2023-24 AI-capex rally windows, not the consumption drag from automating the accounting-graduate pipeline.

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
SPX SPXLONG+1.6% · 5d +0.4%76%24 0.41⚠ 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✓ matches cascade
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

Big Four piloting AI audit; graduate-intake cuts emerging but full automation gradual. 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.