Publicly traded companies will fire white collar workers very quickly
Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source
Prediction text
Publicly traded companies will fire white collar workers very quickly | So I think publicly traded companies are going to fire white collar workers uh very very quickly and the easiest people to fire are the people you haven't hired yet
Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates
Verbatim quote
So I think publicly traded companies are going to fire white collar workers uh very very quickly and the easiest people to fire are the people you haven't hired yet
Predictor: Andrew Yang
Calibration plot (stated vs observed)
Evidence about this node from Andrew Yang 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-04-01hitQ1 2026 tech layoffs hit ~80,000 with ~50% AI-attributedHow: Tech industry layoff trackers (Layoffs.fyi, Challenger) report Q1 2026 tech layoffs around 80K with at least 40% citing AISource: Tom's Hardware: Tech industry lays off nearly 80,000 employees in Q1 2026 — almost 50% due to AIconf 95%Notes: HIT — confirms 'fire white collar workers very quickly' thesis.
- 2026-04-01hitMcKinsey cuts 200 consulting roles citing AI productivityHow: Major consultancy publicly cuts white-collar headcount and explicitly cites AI as driverSource: Metaintro: McKinsey Layoffs 2026: 200 Jobs Cut as AIconf 85%
- 2026-05-20overdueMeta cuts 10% of workforce (~8,000) starting May 20, 2026How: Meta executes announced layoff of approximately 8,000 employees and scraps 6,000 open rolesSource: CNBC: 20,000 job cuts at Meta, Microsoft raise concern that AI-driven labor crisis is hereconf 92%Notes: Announced April 2026, scheduled May 20. Yang specifically cited 'easiest people to fire are people you haven't hired yet' — Meta scrapping 6K open roles is direct confirmation.
- 2026-01-01 → 2026-12-31pendingBig Freeze: 32%+ of companies plan AI-driven headcount reductionHow: Multiple workforce surveys (BCG, McKinsey, Gartner) show ≥30% of large companies planning AI-driven headcount reduction over next 12 monthsSource: Built In / Fortune coverage of AI-washing and white collar layoffs surveysconf 85%
- 2026-12-31pendingTotal 2026 mass layoffs cross 1.5M with AI cited in >10%How: Challenger Gray & Christmas year-end report shows ≥1.5M jobs cut in 2026, AI cited as driver in ≥10% (vs 4.5% in 2025)Source: Challenger Gray annual report; Intellizence layoff trackerconf 70%
- 2026-09-01 → 2027-06-30pendingCascade: white-collar U-3 unemployment crosses 4.5% by mid-2027How: BLS reports professional/business services unemployment rate ≥4.5%, up from current ~3.5%Source: BLS Employment Situation monthly releaseconf 55%
What if this resolves?
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Evidence chain
Raw metadata
{
"trf": 1,
"kappa": 0.6875,
"base_rate": null,
"predictor": "Andrew Yang",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": -0.04500009648673667,
"bayes_factor": "1.3:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.48875187394366854,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.6325000000000001,
"label": "Meta cuts 10% of workforce (~8,000) starting May 20, 2026",
"weight": 0.4,
"strength": "weak",
"confidence": 0.92,
"source_url": "https://www.cnbc.com/2026/04/24/20k-job-cuts-at-meta-microsoft-raise-concern-of-ai-labor-crisis-.html",
"adjusted_llr": -0.256456680878414,
"expected_date": "2026-05-20",
"measurement_criterion": "Meta executes announced layoff of approximately 8,000 employees and scraps 6,000 open roles"
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.42520140053192174,
"posterior_logit": -0.30145677736515064,
"predictor_brier": 0.0178,
"inside_posterior": 0.42520140053192174,
"blended_posterior": 0.42520140053192174,
"reference_class_id": null,
"total_adjusted_llr": -0.256456680878414,
"predictor_n_resolved": 3
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK07 Labor Political Backlash (UBI Mandate / AI Tax) | 18.0% | 0.050 | 0.600 | +0.076 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.600 | 0.050 | +0.050 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.600 | 0.050 | +0.043 |
| killer | TK04 Macro Recession 2026-27 (Structural Deleveraging) | 25.0% | 0.050 | 0.600 | +0.037 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.600 | 0.050 | +0.033 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 247_058 | Jury selection begins April 27, 2026 for Musk v OpenAI trial | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.560 | manifold | Name something Miranda Priestly would fire you for wearing to the office. (Bilt Rent Free May 1, 2026) | — | mentions | pending | 2026-04-28 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=toE56X2h0wk",
"mode": "PREDICTION",
"role": "Guest-Politician",
"context": "So I think publicly traded companies are going to fire white collar workers uh very very quickly and the easiest people to fire are the people you haven't hired yet, you know, so that they're they're not going to hire a bunch of whippers snappers",
"to_year": 2027,
"verbatim": "So I think publicly traded companies are going to fire white collar workers uh very very quickly and the easiest people to fire are the people you haven't hired yet",
"conv_cues": "are going to fire; very very quickly",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Near-term",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Q1 2026 tech layoffs hit ~80,000 with ~50% AI-attributed",
"notes": "HIT — confirms 'fire white collar workers very quickly' thesis.",
"source": "Tom's Hardware: Tech industry lays off nearly 80,000 employees in Q1 2026 — almost 50% due to AI",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.tomshardware.com/tech-industry/tech-industry-lays-off-nearly-80-000-employees-in-the-first-quarter-of-2026-almost-50-percent-of-affected-positions-cut-due-to-ai",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
"measurement_criterion": "Tech industry layoff trackers (Layoffs.fyi, Challenger) report Q1 2026 tech layoffs around 80K with at least 40% citing AI"
},
{
"kind": "llm_pre_event",
"label": "McKinsey cuts 200 consulting roles citing AI productivity",
"source": "Metaintro: McKinsey Layoffs 2026: 200 Jobs Cut as AI",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.metaintro.com/blog/mckinsey-layoffs-2026-ai-white-collar-consulting",
"expected_date": "2026-04-01",
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},
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"expected_date": "2026-04-29",
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},
{
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"label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
"status": "hit",
"weight": 0.5,
"ordinal": -4,
"source_id": "SEM_042",
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{
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"label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
"status": "hit",
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"ordinal": -3,
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"expected_date": "2026-04-29",
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},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
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},
{
"kind": "llm_pre_event",
"label": "Meta cuts 10% of workforce (~8,000) starting May 20, 2026",
"not
... (truncated)