← Cockpit
236_050predictionMacro/EconomyAI-timing

Poverty level around $25K per person going forward

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
46.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Poverty level around $25K per person going forward | if you look at the poverty level now, now the poverty level um it depends upon where you are in the country. Um but it might be um something around uh $25,000 uh a person um in that order in that order of magnitude.

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
if you look at the poverty level now, now the poverty level um it depends upon where you are in the country. Um but it might be um something around uh $25,000 uh a person um in that order in that order of magnitude.

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 = 46.6%

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: 6 fired ✓
  1. 2026-01-15hitHHS publishes 2026 Poverty Guidelines for individual
    How: Federal Register publication of HHS poverty guidelines establishing official threshold for one-person household.
    Source: deep_research_enrichedconf 95%
    Observed: USD 15,960 (1-person, 48 contiguous states + DC)
    Notes: Official 2026 number is $15,960 — meaningfully below the predictor's claimed ~$25K reference point; the prediction needs a redefinition of 'poverty level' (e.g., self-sufficiency standard) to land.
  2. 2026-09-01 → 2026-10-31pendingCensus Bureau releases supplemental poverty measure (SPM) update
    How: Annual Census report on Income, Poverty and Health Insurance with SPM thresholds for one-person households.
    Source: llm_enrichedconf 90%
  3. 2026-06-01 → 2027-06-30pendingPublic discourse shifts to higher 'effective' poverty benchmarks
    How: At least three major outlets (e.g. NYT/WSJ/Brookings/EPI) cite a self-sufficiency or living-wage figure near $25K for a single individual as the de-facto poverty floor.
    Source: llm_enrichedconf 50%
  4. 2026-06-01 → 2028-12-31pendingFederal or state UBI/wage-floor proposal pegs benefits near $25K/person
    How: Congressional bill or state-level pilot proposes annual benefit/wage-floor of >=$20K/person tied to AI-displacement or cost-of-living rationale.
    Source: llm_enrichedconf 35%
  5. 2036-09-06pendingMoon base will exist in 10 years

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: 47%)

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
LBP2026-05-10T02:00:02Z46.6%-1.1pp
Network propagation: 47.7% → 46.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.7%-1.6pp
Network propagation: 49.3% → 47.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z49.3%-2.3pp
Network propagation: 51.5% → 49.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.5%-3.5pp
Network propagation: 55.0% → 51.5%
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
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5500.050-0.052
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.5500.050-0.050
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.045
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5500.050-0.036
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.034

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.031
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.021
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.017
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.008
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.007

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$25,000 per person (about $2K/month UBI needed)",
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "FORECAST",
  "role": "Guest-Politician",
  "caveats": "depends on location",
  "context": "I campaigned on $1,000 a month in 2020 um which if you run some numbers uh GDP right now is around $84,000 ahead... a thousand's probably a bit low. Uh if you look at the poverty level now, now the poverty level um it depends upon where you are in the country. Um but it might be um something around uh $25,000 uh a person um in that order in that order of magnitude.",
  "to_year": 2026,
  "verbatim": "if you look at the poverty level now, now the poverty level um it depends upon where you are in the country. Um but it might be um something around uh $25,000 uh a person um in that order in that order of magnitude.",
  "conv_cues": "might be; in that order of magnitude",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "Present/near-term",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "HHS publishes 2026 Poverty Guidelines for individual",
      "notes": "Official 2026 number is $15,960 — meaningfully below the predictor's claimed ~$25K reference point; the prediction needs a redefinition of 'poverty level' (e.g., self-sufficiency standard) to land.",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.federalregister.gov/documents/2026/01/15/2026-00755/annual-update-of-the-hhs-poverty-guidelines",
      "expected_date": "2026-01-15",
      "observed_date": "2026-01-15",
      "observed_value": "USD 15,960 (1-person, 48 contiguous states + DC)",
      "research_origin": "deep_research",
      "measurement_criterion": "Federal Register publication of HHS poverty guidelines establishing official threshold for one-person household."
    },
    {
      "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": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "event",
      "label": "Poverty level around $25K per person going forward",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "236_050",
      "expected_date": "2026-06-18",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Census Bureau releases supplemental poverty measure (SPM) update",
      "
... (truncated)