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236_045predictionGeopoliticseconomy

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

Prior probability
50.0%
Current probability
40.6%
evolves via intake + LBP
Conviction
2/5
Signal quality
D
Resolution
pending
Window
2028-01-01 – 2028-10-31
Edges in / out
10 / 4
Tickers exposed
31

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

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
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

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0178
excellent
Hits / Misses
0 / 0
of 3 resolved
Hit rate
0.0%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

3 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.6%

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: 4 fired ✓ · 6 pending
  1. 2026-08-30pendingWe are currently in AI hard takeoff
  2. 2026-11-03 → 2027-01-03pending2026 midterm elections produce divided Congress unable to pass major fiscal legislation
    How: 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
    Source: 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.
  3. 2026-06-01 → 2028-06-30pendingState-level UBI expansion: 3+ states adopt permanent guaranteed-income programs >$500/mo
    How: 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 dividends
    Source: 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.
  4. 2026-09-01 → 2028-06-30pendingFederal Reserve or CBO publish formal AI-displacement scenario in macro projections
    How: FOMC Summary of Economic Projections, CBO Long-Term Budget Outlook, or Beige Book includes named AI-displacement scenario with quantified labor-market impact
    Source: BLS already incorporating AI impacts in 2024-34 projections; Fed/CBO formal scenarios are next signalconf 55%
  5. 2027-01-01 → 2028-06-30pendingAI-displacement unemployment crosses 5.5% nationally before 2028 election
    How: 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 Review
    Source: 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.
  6. 2027-06-01 → 2028-03-01pendingAt least one major-party 2028 candidate runs explicitly on UBI/cash-transfer platform
    How: 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 policy
    Source: Yang's 2020 Freedom Dividend ($1000/mo, $2.8T/yr) is reference template; second-mover would validate political viabilityconf 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: 41%)

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
LBP2026-05-03T02:00:01Z40.6%-1.6pp
Network propagation: 42.2% → 40.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z42.2%-2.6pp
Network propagation: 44.8% → 42.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z44.8%-5.2pp
Network propagation: 50.0% → 44.8%
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
prereq239_003
We are currently in AI hard takeoffElon Musk
47.4%0.5000.050-0.139
prereqSEM_006
OpenAI will operate at a ~$9B deficit in 2025, driven almostSam Altman
63.5%0.5000.050-0.075
prereq238_010
AI takeoff/inflection is happening nowEmad Mostaque
66.0%0.5000.050-0.061
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.500-0.041
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.500+0.040

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_003
Global economy will grow 10x in 10 years (cited from Elon MuElon Musk
37.3%0.5500.050-0.124
prereq248_009
Elon Musk's economy will grow 10x in about 10 years.Elon Musk
37.3%0.5500.050-0.124
prereq239_027
Diamandis cites Musk: triple-digit GDP growth in 5+ yearsElon Musk
34.0%0.5000.050-0.111
prereq239_001
Global economy will be 10x its current size in 10 yearsElon Musk
37.7%0.6000.050-0.109

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_039Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory.Semis/ASICs
prereqSEM_048OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition).AI/Corporate
prereq238_010AI takeoff/inflection is happening nowAI
prereqSEM_006OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction.AI/Finance
prereq239_003We are currently in AI hard takeoffAI
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK10$100T Sovereign Debt Crisis

Dependents (4)

Predictions enabled by this
TypePredTitleDomainLag
prereq239_001Global economy will be 10x its current size in 10 yearsMacro/Economy
prereq246_003Global economy will grow 10x in 10 years (cited from Elon Musk).Macro/Economy
prereq248_009Elon Musk's economy will grow 10x in about 10 years.Macro/Economy
prereq239_027Diamandis cites Musk: triple-digit GDP growth in 5+ yearsMacro/Economy

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2029-03-31[Geopolitics 2029-03] [236_045] Government path to UBI vanishingly unlikely, but possible outsized asymmetry inpending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.616manifoldWill there be a government shutdown before January 2027?48%mentionspending2026-05-13
0.592polymarketWill Wes Streeting be the next Prime Minister of the United Kingdom in 2026?5%mentionspending2026-02-05
0.592polymarketWill Rachel Reeves be the next Prime Minister of the United Kingdom in 2026?0%mentionspending2026-02-05
0.591polymarketWill no next Prime Minister of the United Kingdom be appointed in 2026?24%mentionspending2026-02-05
0.584polymarketWill a province schedule a referendum to leave Canada before 2027?100%mentionspending2025-11-04
0.583polymarketWill Ed Davey be the next Prime Minister of the United Kingdom in 2026?0%mentionspending2026-02-05
0.582manifoldBrazil 2026 Election: Will Brazil’s third way fail the 10% test?66%mentionspending2026-05-27
0.581polymarketWill David Lammy be the next Prime Minister of the United Kingdom in 2026?0%mentionspending2026-02-05
0.580polymarketWill Angela Rayner be the next Prime Minister of the United Kingdom in 2026?10%mentionspending2026-02-05
0.575polymarketWill Andy Burnham be the next Prime Minister of the United Kingdom in 2026?49%mentionspending2026-02-05

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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",
  "from_year": 2028,
  "timeframe": "2028",
  "conv_level": "LOW",
  "milestones": [
    {
      "kind": "prereq",
      "label": "OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction.",
      "status": "partial",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "SEM_006",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31"
    },
    {
      "kind": "prereq",
      "label": "OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_048",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_039",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "AI takeoff/inflection is happening now",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "238_010",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "We are currently in AI hard takeoff",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "239_003",
      "expected_date": "2026-08-30",
      "observed_date": null
    },
    {
      "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,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-12-03",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-01-03",
        "from": "2026-11-03"
      },
      "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",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
     
... (truncated)