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236_002predictionMacro/Economyeconomy

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

Prior probability
55.0%
Current probability
41.7%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2034-06-30
Edges in / out
6 / 0
Tickers exposed
31

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

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

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

4 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 41.7%

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: 2 fired ✓ · 7 pending
  1. 2026-02-19hitAndrew Yang publishes 'AI jobpocalypse is here' post warning of millions of white-collar layoffs
    How: Yang publicly states UBI must precede UHI; warns 12-18mo white-collar displacement wave
    Source: deep_research_enrichedconf 95%
  2. 2026-04-17hitElon Musk publicly endorses Universal HIGH INCOME (UHI), reaching 38M+ X views
    How: Major tech leader endorses UHI with mass-media engagement and substantive policy framing
    Source: deep_research_enrichedconf 92%
  3. 2026-09-01 → 2027-12-31pendingFirst federal AI Dividend bill introduced in Congress with explicit token-tax funding mechanism
    How: Bill introduced in House or Senate proposing per-capita AI dividend funded by AI-usage tax or government equity stakes
    Source: deep_research_enrichedconf 50%
  4. 2027-09-03pendingQ1 window check-in (25%)
  5. 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 residents
    Source: deep_research_enrichedconf 40%
  6. 2029-01-06pendingQ2 window check-in (50%)
  7. 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 adult
    Source: deep_research_enrichedconf 30%
  8. 2030-05-12pendingQ3 window check-in (75%)
  9. 2030-01-01 → 2031-09-16pendingUHI legislation supersedes UBI as AI-driven job displacement crosses 30M US workers
    How: Federal UHI bill enacted with payments ≥$2K/mo as direct successor to UBI framework
    Source: deep_research_enrichedconf 20%

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 42%)

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
LBP2026-05-10T02:00:02Z41.7%-1.9pp
Network propagation: 43.5% → 41.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z43.5%-3.7pp
Network propagation: 47.3% → 43.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z47.3%-2.6pp
Network propagation: 49.9% → 47.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z49.9%-5.1pp
Network propagation: 55.0% → 49.9%
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
prereqS_ASI_MID_2034
ASI mid: Schmidt 'ASI in 6 years'
30.0%0.5500.050-0.217
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.550+0.073
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.550+0.043
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.550+0.033
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.017

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ASI_MID_2034ASI mid: Schmidt 'ASI in 6 years'asi_recursive_self_improvement
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 (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.592manifoldWho will become president first?mentionspending2026-05-07
0.585manifoldWill the UK introduce proportional representation for general elections before 2030?19%mentionspending2026-05-11

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)