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236_005predictionLabor/Jobsjobs

Anthropic predicts 50% of entry-level white collar jobs automated in 1-5 years

Predictor: Dario Amodei / Anthropic · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source

Prior probability
55.0%
Current probability
44.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
D
Resolution
pending
Window
2027-01-01 – 2031-12-31
Edges in / out
7 / 1
Tickers exposed
32

Prediction text

Anthropic predicts 50% of entry-level white collar jobs automated in 1-5 years | I was encouraged by uh some of what Dario Amadei and the anthropic team had put out there where they say look a they were honest. They said we're going to automate away 50% of the entry-level white collar jobs in the next 1 to 5 years.

Watch events: Anthropic ARR updates quarterly; potential Oct 2026 IPO; BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
I was encouraged by uh some of what Dario Amadei and the anthropic team had put out there where they say look a they were honest. They said we're going to automate away 50% of the entry-level white collar jobs in the next 1 to 5 years.

Predictor: Dario Amodei / Anthropic

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Dario Amodei / Anthropic 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

4 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.9%

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: 5 fired ✓ · 5 pending
  1. 2026-05-01 → 2026-08-31pending30-month sustained contraction in white-collar payrolls (continuation of 29-mo trend)
    How: BLS payroll data: information + professional/business services + financial activities sectors continue net negative cumulative payroll change vs Aug-2023 baseline
    Source: https://www.bls.gov/news.release/pdf/empsit.pdfconf 70%
  2. 2026-06-01 → 2027-06-30pendingAnthropic Economic Index quarterly update shows entry-level white-collar exposure widening
    How: Anthropic publishes 'Anthropic Economic Index' / labor-market follow-up showing measurable employment gap (not just hiring slowdown) for entry-level exposed occupations vs control
    Source: https://www.anthropic.com/research/labor-market-impactsconf 65%
  3. 2026-06-01 → 2028-06-30pendingBLS unemployment rate for college grads age 22-25 crosses 6%
    How: BLS CPS monthly print: unemployment rate for college graduates age 22-25 sustains >=6% for 3+ consecutive months (was ~5.3% in early 2025, Anthropic flags this cohort specifically)
    Source: https://www.bls.gov/news.release/pdf/empsit.pdfconf 50%
  4. 2026-09-01 → 2028-12-31pendingBig-four consultancy or top law firm announces >25% reduction in entry-level hiring class
    How: McKinsey, Bain, BCG, Deloitte, or AmLaw-50 firm publicly announces structural cut to first-year associate / analyst class size attributed to AI productivity
    Source: https://www.metaintro.com/blog/mckinsey-layoffs-2026-ai-white-collar-consultingconf 65%
  5. 2028-01-01 → 2030-12-31pendingIf thesis right: US headline unemployment crosses 7% during 2028-2030
    How: BLS U3 unemployment rate sustains >=7% for two or more consecutive months during the 2028-2030 window (Amodei's 10-20% range would require crossing 7% first)
    Source: https://www.thestreet.com/technology/anthropic-ceo-makes-shocking-admission-about-aiconf 40%

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: 45%)

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
LBP2026-05-10T02:00:02Z44.9%-1.3pp
Network propagation: 46.2% → 44.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.2%-2.0pp
Network propagation: 48.2% → 46.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.2%-2.9pp
Network propagation: 51.1% → 48.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.1%-3.9pp
Network propagation: 55.0% → 51.1%
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
prereq247_058
Jury selection begins April 27, 2026 for Musk v OpenAI trialPeter Diamandis
71.4%0.5500.050-0.046
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5500.050-0.035
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.027
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.550-0.024
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5500.050-0.018

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq234_036
Job displacement will be issue 6-10 not top 5 in 10 years; AAlex Wissner-Gross
28.8%0.4500.050-0.062

Ticker exposure

32 ticker(s) linked

Beneficiaries (23)

ADUSCOURDOCNFROGGTLBINODPLROLSPIRSRFMUDMYTEAMNFLXPLTRRDDTUBERAMZNBABASPOTGDDYGOOGLMETAMSFT

Adverse (6)

RHIBXPSLGMANKFYTNET

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_058Jury selection begins April 27, 2026 for Musk v OpenAI trialAI
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
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (1)

Predictions enabled by this
TypePredTitleDomainLag
prereq234_036Job displacement will be issue 6-10 not top 5 in 10 years; AI discoveries will dominateLabor/Jobs

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2028-09-30[Labor/Policy 2028-09] employment rate; Yang quarterly updates [236_005] Anthropic ARR updates quarterly; potential Oct 2026 IPO; BLS employment reports; tech layoff trackerpending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "50% of entry-level white collar jobs",
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "context": "I was encouraged by uh some of what Dario Amadei and the anthropic team had put out there where they say look a they were honest. They said we're going to automate away 50% of the entry-level white collar jobs in the next 1 to 5 years.",
  "to_year": 2031,
  "cited_by": "Andrew Yang",
  "verbatim": "I was encouraged by uh some of what Dario Amadei and the anthropic team had put out there where they say look a they were honest. They said we're going to automate away 50% of the entry-level white collar jobs in the next 1 to 5 years.",
  "conv_cues": "they said",
  "direction": "NUMERIC_TARGET",
  "from_year": 2027,
  "timeframe": "2027-2031 (1 to 5 years)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": -10,
      "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": -9,
      "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": -8,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "247_058",
      "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": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "30-month sustained contraction in white-collar payrolls (continuation of 29-mo trend)",
      "source": "https://www.bls.gov/news.release/pdf/empsit.pdf",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.davron.net/white-collar-layoffs-vs-blue-collar-shortages/",
      "expected_date": "2026-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-08-31",
        "from": "2026-05-01"
      },
      "measurement_criterion": "BLS payroll data: information + professional/business services + financial activities sectors continue net negative cumulative payroll change vs Aug-2023 baseline"
    },
    {
      "kind": "llm_pre_event",
      "label": "Anthropic Economic Index quarterly update shows entry-level white-collar exposure widening",
      "source": "https://www.anthropic.com/research/labor-market-impacts",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.axios.com/2026/03/05/anthropic-ai-jobs-claude",
      "expected_date": "2026-12-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Anthropic publishes 'Anthropic Economic Index' / labor-market follow-up showing measurable employment gap (not jus
... (truncated)