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
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
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
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
- 2026-01-15hitHHS publishes 2026 Poverty Guidelines for individualHow: 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.
- 2026-09-01 → 2026-10-31pendingCensus Bureau releases supplemental poverty measure (SPM) updateHow: Annual Census report on Income, Poverty and Health Insurance with SPM thresholds for one-person households.Source: llm_enrichedconf 90%
- 2026-06-01 → 2027-06-30pendingPublic discourse shifts to higher 'effective' poverty benchmarksHow: 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%
- 2026-06-01 → 2028-12-31pendingFederal or state UBI/wage-floor proposal pegs benefits near $25K/personHow: 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%
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 | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.550 | 0.050 | -0.052 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.550 | 0.050 | -0.050 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.550 | 0.050 | -0.045 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.550 | 0.050 | -0.036 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.034 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.031 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.021 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.017 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.008 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.007 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (8)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
Raw metadata
{
"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)