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234_023predictionLabor/JobsAI-timing

80% of audit tech team roles at big four firms to disappear

Predictor: Peter Diamandis · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
65.0%
Current probability
49.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2027-09-30
Edges in / out
9 / 5
Tickers exposed
33

Prediction text

80% of audit tech team roles at big four firms to disappear | Uh on the audit side of the business, goodbye. Uh the tech team was saying 80% goodbye.

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
Uh on the audit side of the business, goodbye. Uh the tech team was saying 80% goodbye.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).

Reference class

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

5 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.7%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 7 fired ✓ · 3 pending
  1. 2025-05-31hitPwC US lays off 1,500-1,800+ staff with AI transformation cited
    How: PwC US announces or confirms via press release/regulatory filing >=1,500 layoffs in calendar 2025, with AI/automation cited as a transformation driver
    Source: https://www.thestreet.com/markets/big-four-accounting-faces-reckoning-theyre-choosing-ai-over-humans-cutting-benefits-and-hiringconf 95%
    Notes: HIT (already-fired prereq) - PwC US laid off 1,800 in Oct-2024 + 1,500 in May-2025 = 3,300 cumulative, with AI/agent rollout (OpenAI partner) cited.
  2. 2025-11-12hitKPMG announces ~10% cut to US audit partners
    How: KPMG publicly announces or Storyboard18/CityAM confirms cutting >=10% of US audit partners (after voluntary retirement push fell short)
    Source: https://www.storyboard18.com/brand-marketing/kpmg-to-cut-10-of-us-audit-partners-after-voluntary-retirement-push-falls-short-96158.htmconf 90%
    Notes: HIT - KPMG cut 195 US audit jobs in late 2025 + 10% partner cut announced. Direct read on the audit-team-shrinks thesis.
  3. 2026-05-01 → 2027-03-31pendingBig Four publicly disclose AI agent doing audit work (workpaper generation / variance analysis)
    How: At least 2 of (Deloitte, PwC, EY, KPMG) publish case studies or 10-K/Form-AP filings disclosing AI agents producing audit workpapers or substantive procedures at scale (>=20% of audits)
    Source: https://emerj.com/ai-in-the-accounting-big-four-comparing-deloitte-pwc-kpmg-and-ey/; firm transparency reportsconf 70%
  4. 2026-09-01 → 2027-09-30pendingCumulative Big Four audit-tech headcount reduction >=50% from 2024 baseline
    How: Press releases, Companies House filings, or H-1B disclosures show combined Big Four audit-tech-team headcount down >=50% vs 2024 baseline
    Source: Big Four annual transparency reports; UK Companies House; H-1B LCA recordsconf 40%
    Notes: Cascade - 80% is Diamandis' stated number; 50% is a soft halfway marker that would still validate directional claim.
  5. 2026-06-01 → 2027-12-31pendingPCAOB or SEC publishes guidance on AI-assisted audit reliance
    How: PCAOB or SEC issues final or proposed staff guidance addressing reliance on AI agents in audit procedures, signalling regulator acceptance of significant AI substitution
    Source: PCAOB.org rulemaking docket; SEC.gov press releasesconf 55%
  6. 2036-09-06pendingMoon base will exist in 10 years

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 50%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z49.7%-1.4pp
Network propagation: 51.1% → 49.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z51.1%-2.6pp
Network propagation: 53.7% → 51.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z53.7%-4.5pp
Network propagation: 58.2% → 53.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z58.2%-2.7pp
Network propagation: 60.9% → 58.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.9%-4.1pp
Network propagation: 65.0% → 60.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqS_AGI_FAST_2027
AGI fast: drop-in remote worker by 2027-09
30.0%0.6500.050-0.267
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.093
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.063
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.650+0.033
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.6500.050+0.017

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.013
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.008
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050+0.007
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.001
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.000

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (9)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "80-90% headcount reduction",
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "We had one of the four big four firms that you just mentioned here in the office all week. >> Uh on the audit side of the business, goodbye. >> Uh the tech team was saying 80% goodbye. ... they're just reducing the headcount required by 80 90% to get the same amount of auditing done.",
  "verbatim": "Uh on the audit side of the business, goodbye. Uh the tech team was saying 80% goodbye.",
  "conv_cues": "goodbye",
  "direction": "DOWN",
  "timeframe": "Unspecified future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "PwC US lays off 1,500-1,800+ staff with AI transformation cited",
      "notes": "HIT (already-fired prereq) - PwC US laid off 1,800 in Oct-2024 + 1,500 in May-2025 = 3,300 cumulative, with AI/agent rollout (OpenAI partner) cited.",
      "source": "https://www.thestreet.com/markets/big-four-accounting-faces-reckoning-theyre-choosing-ai-over-humans-cutting-benefits-and-hiring",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.thestreet.com/markets/big-four-accounting-faces-reckoning-theyre-choosing-ai-over-humans-cutting-benefits-and-hiring",
      "expected_date": "2025-05-31",
      "observed_date": "2025-05-31",
      "research_origin": "deep_research",
      "measurement_criterion": "PwC US announces or confirms via press release/regulatory filing >=1,500 layoffs in calendar 2025, with AI/automation cited as a transformation driver"
    },
    {
      "kind": "llm_pre_event",
      "label": "KPMG announces ~10% cut to US audit partners",
      "notes": "HIT - KPMG cut 195 US audit jobs in late 2025 + 10% partner cut announced. Direct read on the audit-team-shrinks thesis.",
      "source": "https://www.storyboard18.com/brand-marketing/kpmg-to-cut-10-of-us-audit-partners-after-voluntary-retirement-push-falls-short-96158.htm",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.storyboard18.com/brand-marketing/kpmg-to-cut-10-of-us-audit-partners-after-voluntary-retirement-push-falls-short-96158.htm",
      "expected_date": "2026-03-01",
      "observed_date": "2025-11-12",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2025-11-01"
      },
      "measurement_criterion": "KPMG publicly announces or Storyboard18/CityAM confirms cutting >=10% of US audit partners (after voluntary retirement push fell short)"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "ob
... (truncated)