UBI must come before UHI as an intermediate step
Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source
Prediction text
UBI must come before UHI as an intermediate step | I'm not sure how you get to universal high income um without a major political realignment. And I'd suggest that universal basic income would probably have to come first. Uh it would be like an intermediate step.
Verbatim quote
I'm not sure how you get to universal high income um without a major political realignment. And I'd suggest that universal basic income would probably have to come first. Uh it would be like an intermediate step.
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
- 2026-02-19hitAndrew Yang publishes 'AI jobpocalypse is here' post warning of millions of white-collar layoffsHow: Yang publicly states UBI must precede UHI; warns 12-18mo white-collar displacement waveSource: deep_research_enrichedconf 95%
- 2026-04-17hitElon Musk publicly endorses Universal HIGH INCOME (UHI), reaching 38M+ X viewsHow: Major tech leader endorses UHI with mass-media engagement and substantive policy framingSource: deep_research_enrichedconf 92%
- 2026-09-01 → 2027-12-31pendingFirst federal AI Dividend bill introduced in Congress with explicit token-tax funding mechanismHow: Bill introduced in House or Senate proposing per-capita AI dividend funded by AI-usage tax or government equity stakesSource: deep_research_enrichedconf 50%
- 2027-09-03pendingQ1 window check-in (25%)
- 2027-06-01 → 2029-06-30pendingFirst state-level UBI program scaled to ≥1M recipients (intermediate step before federal)How: State (likely CA or NY) launches UBI/guaranteed-income program at ≥$500/month covering ≥1M residentsSource: deep_research_enrichedconf 40%
- 2029-01-06pendingQ2 window check-in (50%)
- 2028-06-01 → 2030-12-31pendingFederal UBI enacted (precondition for UHI per Yang's framework)How: Federal legislation establishes nationwide unconditional cash payment of ≥$500/mo per adultSource: deep_research_enrichedconf 30%
- 2030-05-12pendingQ3 window check-in (75%)
- 2030-01-01 → 2031-09-16pendingUHI legislation supersedes UBI as AI-driven job displacement crosses 30M US workersHow: Federal UHI bill enacted with payments ≥$2K/mo as direct successor to UBI frameworkSource: deep_research_enrichedconf 20%
No downstream cascades — this prediction is a leaf in the dependency graph.
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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 |
|---|---|---|---|---|---|
| prereq | S_ASI_MID_2034 ASI mid: Schmidt 'ASI in 6 years' | 30.0% | 0.550 | 0.050 | -0.217 |
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.550 | +0.073 |
| killer | TK07 Labor Political Backlash (UBI Mandate / AI Tax) | 18.0% | 0.050 | 0.550 | +0.043 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.550 | +0.033 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.550 | -0.017 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (7)
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_ASI_MID_2034 | ASI mid: Schmidt 'ASI in 6 years' | asi_recursive_self_improvement | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.592 | manifold | Who will become president first? | — | mentions | pending | 2026-05-07 |
| 0.585 | manifold | Will the UK introduce proportional representation for general elections before 2030? | 19% | mentions | pending | 2026-05-11 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=toE56X2h0wk",
"mode": "THESIS",
"role": "Guest-Politician",
"caveats": "Requires major political realignment",
"context": "I'm not sure how you get to universal high income um without a major political realignment. And I'd suggest that universal basic income would probably have to come first. Uh it would be like an intermediate step.",
"verbatim": "I'm not sure how you get to universal high income um without a major political realignment. And I'd suggest that universal basic income would probably have to come first. Uh it would be like an intermediate step.",
"conv_cues": "probably have to come first; I'd suggest",
"direction": "HAPPEN",
"timeframe": "Unspecified future",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Andrew Yang publishes 'AI jobpocalypse is here' post warning of millions of white-collar layoffs",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.95,
"source_url": "https://startupnews.fyi/2026/02/19/andrew-yang-warns-ai-will-displace-millions-of-white-collar-workers-within-18-months/",
"expected_date": "2026-02-19",
"observed_date": "2026-02-19",
"research_origin": "deep_research",
"measurement_criterion": "Yang publicly states UBI must precede UHI; warns 12-18mo white-collar displacement wave"
},
{
"kind": "llm_pre_event",
"label": "Elon Musk publicly endorses Universal HIGH INCOME (UHI), reaching 38M+ X views",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.92,
"source_url": "https://www.semafor.com/article/04/24/2026/musk-pitches-universal-high-income",
"expected_date": "2026-04-17",
"observed_date": "2026-04-17",
"research_origin": "deep_research",
"measurement_criterion": "Major tech leader endorses UHI with mass-media engagement and substantive policy framing"
},
{
"kind": "llm_pre_event",
"label": "First federal AI Dividend bill introduced in Congress with explicit token-tax funding mechanism",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.5,
"source_url": "https://taxproject.org/universal-high-income/",
"expected_date": "2027-05-02",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-09-01"
},
"measurement_criterion": "Bill introduced in House or Senate proposing per-capita AI dividend funded by AI-usage tax or government equity stakes"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -6,
"source_id": null,
"expected_date": "2027-09-03",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "First state-level UBI program scaled to ≥1M recipients (intermediate step before federal)",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.4,
"source_url": "https://guaranteedincome.us/in-the-news/",
"expected_date": "2028-06-15",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2029-06-30",
"from": "2027-06-01"
},
"measurement_criterion": "State (likely CA or NY) launches UBI/guaranteed-income program at ≥$500/month covering ≥1M residents"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "20
... (truncated)