Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028
Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source
Prediction text
Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028 | path number one is that government gets its act together. Um and that that seems vanishingly unlikely... I can see some real uh outsized asymmetrical like possibilities even in 2028.
Verbatim quote
path number one is that government gets its act together. Um and that that seems vanishingly unlikely... I can see some real uh outsized asymmetrical like possibilities even in 2028.
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
- 2026-11-03 → 2027-01-03pending2026 midterm elections produce divided Congress unable to pass major fiscal legislationHow: House and Senate split between parties after Nov 2026 midterms, OR same-party trifecta with <60-vote Senate margin sufficient to block UBI-scale fiscal package; legislative trackers (GovTrack, Congress.gov) show no UBI bill advancing past committeeSource: Yang's vanishingly-unlikely framing requires legislative gridlock; midterm composition is leading signal for 2028 feasibilityconf 70%Notes: Leading signal — divided government materially reduces UBI passage probability.
- 2026-06-01 → 2028-06-30pendingState-level UBI expansion: 3+ states adopt permanent guaranteed-income programs >$500/moHow: Three or more US states pass legislation establishing permanent (not pilot) cash-transfer programs >=$500/month for working-age adults, beyond existing Alaska Permanent Fund-style oil dividendsSource: Bottom-up adoption is more likely than federal; pilots in Stockton, Jackson, etc. expanding scopeconf 30%Notes: Asymmetric upside path Yang describes — state laboratories forcing federal action.
- 2026-09-01 → 2028-06-30pendingFederal Reserve or CBO publish formal AI-displacement scenario in macro projectionsHow: FOMC Summary of Economic Projections, CBO Long-Term Budget Outlook, or Beige Book includes named AI-displacement scenario with quantified labor-market impactSource: BLS already incorporating AI impacts in 2024-34 projections; Fed/CBO formal scenarios are next signalconf 55%
- 2027-01-01 → 2028-06-30pendingAI-displacement unemployment crosses 5.5% nationally before 2028 electionHow: BLS U-3 unemployment rate >=5.5% in any month between Jan 2027 and Jun 2028, AND BLS occupational research attributes >=0.3pp of rise to AI/automation per Monthly Labor ReviewSource: BLS Mar 2026 unemployment 4.3%; Goldman Sachs base case projects +0.6pp from AI displacement over ~10yconf 35%Notes: Crisis-driven UBI requires visible labor-market pain; 5.5% is historical recession threshold.
- 2027-06-01 → 2028-03-01pendingAt least one major-party 2028 candidate runs explicitly on UBI/cash-transfer platformHow: A declared D or R presidential candidate publishes a UBI/freedom-dividend/cash-transfer plan as core platform plank, covered by AP/Reuters/NYT as primary policySource: Yang's 2020 Freedom Dividend ($1000/mo, $2.8T/yr) is reference template; second-mover would validate political viabilityconf 40%
What if this resolves?
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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 | 239_003 We are currently in AI hard takeoff — Elon Musk | 47.4% | 0.500 | 0.050 | -0.139 |
| prereq | SEM_006 OpenAI will operate at a ~$9B deficit in 2025, driven almost — Sam Altman | 63.5% | 0.500 | 0.050 | -0.075 |
| prereq | 238_010 AI takeoff/inflection is happening now — Emad Mostaque | 66.0% | 0.500 | 0.050 | -0.061 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.500 | -0.041 |
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.500 | +0.040 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_003 Global economy will grow 10x in 10 years (cited from Elon Mu — Elon Musk | 37.3% | 0.550 | 0.050 | -0.124 |
| prereq | 248_009 Elon Musk's economy will grow 10x in about 10 years. — Elon Musk | 37.3% | 0.550 | 0.050 | -0.124 |
| prereq | 239_027 Diamandis cites Musk: triple-digit GDP growth in 5+ years — Elon Musk | 34.0% | 0.500 | 0.050 | -0.111 |
| prereq | 239_001 Global economy will be 10x its current size in 10 years — Elon Musk | 37.7% | 0.600 | 0.050 | -0.109 |
Ticker exposure
Beneficiaries (23)
Adverse (7)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_039 | Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory. | Semis/ASICs | — |
| prereq | SEM_048 | OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition). | AI/Corporate | — |
| prereq | 238_010 | AI takeoff/inflection is happening now | AI | — |
| prereq | SEM_006 | OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction. | AI/Finance | — |
| prereq | 239_003 | We are currently in AI hard takeoff | AI | — |
| 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 (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 239_001 | Global economy will be 10x its current size in 10 years | Macro/Economy | — |
| prereq | 246_003 | Global economy will grow 10x in 10 years (cited from Elon Musk). | Macro/Economy | — |
| prereq | 248_009 | Elon Musk's economy will grow 10x in about 10 years. | Macro/Economy | — |
| prereq | 239_027 | Diamandis cites Musk: triple-digit GDP growth in 5+ years | Macro/Economy | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2029-03-31 | [Geopolitics 2029-03] [236_045] Government path to UBI vanishingly unlikely, but possible outsized asymmetry in | pending |
Linked documents (10)
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=toE56X2h0wk",
"mode": "SPECULATION",
"role": "Guest-Politician",
"context": "path number one is that government gets its act together. Um and that that seems vanishingly unlikely. I know. Um but um I I still believe that that's more of a possibility than most. Um and I can see some real uh outsized asymmetrical like possibilities even in 2028.",
"to_year": 2028,
"verbatim": "path number one is that government gets its act together. Um and that that seems vanishingly unlikely... I can see some real uh outsized asymmetrical like possibilities even in 2028.",
"conv_cues": "vanishingly unlikely; I can see",
"direction": "HAPPEN",
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"timeframe": "2028",
"conv_level": "LOW",
"milestones": [
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"kind": "prereq",
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"label": "AI takeoff/inflection is happening now",
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"label": "We are currently in AI hard takeoff",
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},
{
"kind": "llm_pre_event",
"label": "2026 midterm elections produce divided Congress unable to pass major fiscal legislation",
"notes": "Leading signal — divided government materially reduces UBI passage probability.",
"source": "Yang's vanishingly-unlikely framing requires legislative gridlock; midterm composition is leading signal for 2028 feasibility",
"status": "pending",
"weight": 0.4,
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},
"measurement_criterion": "House and Senate split between parties after Nov 2026 midterms, OR same-party trifecta with <60-vote Senate margin sufficient to block UBI-scale fiscal package; legislative trackers (GovTrack, Congress.gov) show no UBI bill advancing past committee"
},
{
"kind": "llm_pre_event",
"label": "State-level UBI expansion: 3+ states adopt permanent guaranteed-income programs >$500/mo",
"notes": "Asymmetric upside path Yang describes — state laboratories forcing federal action.",
"source": "Bottom-up adoption is more likely than federal; pilots in Stockton, Jackson, etc. expanding scope",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.3,
"expected_date": "2027-06-16",
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"expected_date_range": {
"to": "2028-06-30",
"from": "2026-06-01"
},
... (truncated)