Voters may refuse to help white-collar professionals displaced by AI
Predictor: Dave Blundin · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source
Prediction text
Voters may refuse to help white-collar professionals displaced by AI | they very well might say, 'Yeah, tough luck. You know, lawyer, accountant that was making a million dollars a year. This is poetic justice. We're not voting for anything that helps you.'
Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates
Verbatim quote
they very well might say, 'Yeah, tough luck. You know, lawyer, accountant that was making a million dollars a year. This is poetic justice. We're not voting for anything that helps you.'
Predictor: Dave Blundin
Calibration plot (stated vs observed)
Evidence about this node from Dave Blundin 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
- 2025-05-30hitAnthropic CEO Dario Amodei warns: 50% of entry-level white-collar jobs eliminable in 5yHow: Public Amodei statement (Axios/CNN/podcast) projecting 50% entry-level white-collar elimination and 10-20% unemployment risk; covered by major outletsSource: https://thehill.com/opinion/finance/5713876-ai-displacement-and-ubi/conf 90%
- 2026-03-15hitBlock, Atlassian, Salesforce announce AI-tied white-collar layoffs (4,000+ each)How: Public layoff announcements (SEC 8-K or press release) from Block (4,000), Atlassian (1,600), Salesforce (4,000 reduction) explicitly citing agentic AI as causeSource: https://tech.co/news/companies-replace-workers-with-aiconf 95%
- 2026-04-13hitStanford AI Index 2026 confirms public-vs-expert divide on AI sentimentHow: Stanford HAI 2026 AI Index Public Opinion chapter publicly released, documenting concerning gap between expert optimism (~56% positive) and public anxiety (~10% excited)Source: https://hai.stanford.edu/ai-index/2026-ai-index-report/public-opinionconf 95%
- 2026-09-01 → 2027-06-30pendingMajor-party 2028 candidate openly advocates UBI as AI displacement responseHow: Republican or Democratic 2028 presidential candidate (declared or exploratory) publicly endorses Universal Basic Income on AI-displacement grounds; per major outlet coverageSource: https://natlawreview.com/article/85-predictions-ai-and-law-2026conf 60%
- 2026-09-01 → 2027-12-31pendingPolling shows majority of voters opposed to white-collar bailouts vs blue-collar reliefHow: Quinnipiac, Pew, Gallup, Ipsos, or similar national poll documents >=50% opposition to government aid for displaced white-collar professionals making >=$200K, vs broad support for UBI/displacement aid generallySource: https://www.facebook.com/QuinnipiacUniversity/posts/a-new-quinnipiac-university-poll-reveals-that-while-americans-use-of-ai-has-incr/1358618559628215/conf 40%
- 2027-06-01 → 2029-12-31pendingCascade: Means-tested AI displacement aid bill excludes high-income white-collar from reliefHow: Federal or state bill introduced (or passed) providing AI-displacement assistance with explicit income/profession cutoff excluding lawyers/accountants/management consultants making >$200K-$1MSource: https://www.nbcnews.com/politics/elections/politicians-attention-white-collar-workers-rcna259447conf 25%
What if this resolves?
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
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 | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.500 | -0.071 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.500 | 0.050 | -0.061 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.500 | 0.050 | -0.060 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.500 | -0.048 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.042 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.074 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.067 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.062 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.052 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.048 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| 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_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.644 | gdelt | blame game between ai moguls | — | mentions | pending | 2026-04-30 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
"mode": "SPECULATION",
"role": "Host",
"context": "they very well might say, 'Yeah, tough luck...We're not voting for anything that helps you.' that wouldn't surprise me at all",
"to_year": 2029,
"verbatim": "they very well might say, 'Yeah, tough luck. You know, lawyer, accountant that was making a million dollars a year. This is poetic justice. We're not voting for anything that helps you.'",
"conv_cues": "might; wouldn't surprise me",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Near-term",
"conv_level": "LOW",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Anthropic CEO Dario Amodei warns: 50% of entry-level white-collar jobs eliminable in 5y",
"source": "https://thehill.com/opinion/finance/5713876-ai-displacement-and-ubi/",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.9,
"expected_date": "2025-05-30",
"observed_date": "2025-05-30",
"research_origin": "deep_research",
"measurement_criterion": "Public Amodei statement (Axios/CNN/podcast) projecting 50% entry-level white-collar elimination and 10-20% unemployment risk; covered by major outlets"
},
{
"kind": "llm_pre_event",
"label": "Block, Atlassian, Salesforce announce AI-tied white-collar layoffs (4,000+ each)",
"source": "https://tech.co/news/companies-replace-workers-with-ai",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.95,
"expected_date": "2026-03-15",
"observed_date": "2026-03-15",
"research_origin": "deep_research",
"measurement_criterion": "Public layoff announcements (SEC 8-K or press release) from Block (4,000), Atlassian (1,600), Salesforce (4,000 reduction) explicitly citing agentic AI as cause"
},
{
"kind": "llm_pre_event",
"label": "Stanford AI Index 2026 confirms public-vs-expert divide on AI sentiment",
"source": "https://hai.stanford.edu/ai-index/2026-ai-index-report/public-opinion",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.95,
"expected_date": "2026-04-13",
"observed_date": "2026-04-13",
"research_origin": "deep_research",
"measurement_criterion": "Stanford HAI 2026 AI Index Public Opinion chapter publicly released, documenting concerning gap between expert optimism (~56% positive) and public anxiety (~10% excited)"
},
{
"kind": "prereq",
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"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_011",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_027",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_014",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"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": -4,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date":
... (truncated)