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231_043predictionLabor/Jobsjobs

Lack of hiring for junior positions will cause social unrest from young people who can't get jobs.

Predictor: Peter Diamandis · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source

Prior probability
65.0%
Current probability
51.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
7 / 0
Tickers exposed
32

Prediction text

Lack of hiring for junior positions will cause social unrest from young people who can't get jobs. | There's going to be the lack of hiring in the early for for junior faculty or junior junior positions. That's going to cause the social unrest, right? it is 20some year olds who are you know testosterone want to get a job want to get a house want to get married want to have kids whatever it might be and they can't and there's going to be a lot of pain and suffering

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231"
There's going to be the lack of hiring in the early for for junior faculty or junior junior positions. That's going to cause the social unrest, right? it is 20some year olds who are you know testosterone want to get a job want to get a house want to get married want to have kids whatever it might be and they can't and there's going to be a lot of pain and suffering

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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

5 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 51.9%

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: 8 fired ✓ · 2 pending
  1. 2026-03-17hitServiceNow CEO publicly warns Gen Z unemployment could hit 30%
    How: ServiceNow CEO Bill McDermott or peer hyperscaler CEO publicly warns of 30%+ youth unemployment from AI
    Source: Fortune: ServiceNow CEO says new college graduate unemployment could reach 30%conf 99%
    Notes: HIT — McDermott warned next-couple-years 30% youth unemployment.
  2. 2026-04-06hitAI cuts 16,000 US jobs/month with Gen Z bearing brunt
    How: Goldman Sachs or peer macro research confirms ~16K monthly AI-driven displacement, disproportionate Gen Z impact
    Source: Fortune: AI cutting 16,000 US jobs a month — Gen Z taking the brunt, Goldman Sachsconf 95%
    Notes: HIT — Goldman quantified pace; Dallas Fed confirms 13% employment drop in AI-exposed 22-25 cohort since 2022.
  3. 2026-04-21hit58% of 2024-2025 grads still job-seeking; worst grad market since pandemic
    How: NACE / Federal Reserve / industry survey confirms majority of recent grads unemployed; 2026 declared worst since pandemic
    Source: Axios: Young people hate today's job market; CNBC: College graduates struggling AI partly to blameconf 92%
    Notes: HIT — NACE called 2026 worst grad market since pandemic; 58% still seeking first job.
  4. 2026-06-01 → 2027-12-31pendingFirst major US city sees youth-led AI/jobs protest >5,000 attendees
    How: Documented protest or organized demonstration in US city focused on AI displacement / youth unemployment with >5,000 attendees
    Source: MIT Tech Review: Resistance — AI backlash protests; coalition Pro-Human AI Declarationconf 55%
    Notes: London hit 'hundreds' in Feb 2026; precedent set. US 5K+ would mark 'social unrest' threshold.
  5. 2027-06-01 → 2028-06-30pendingFederal policy response: youth-targeted UBI pilot or jobs guarantee program launched
    How: US federal or state legislation enacts youth-focused UBI pilot, AI displacement insurance, or jobs guarantee covering >=100K participants
    Source: Congressional record, state legislation trackerconf 30%
    Notes: Strong policy response to social unrest in target window. Probability lower given current US political fragmentation.

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: 52%)

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
LBP2026-05-24T02:00:02Z51.9%-1.0pp
Network propagation: 52.9% → 51.9%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-10T02:00:02Z52.9%-1.6pp
Network propagation: 54.5% → 52.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z54.5%-2.5pp
Network propagation: 57.0% → 54.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.0%-3.4pp
Network propagation: 60.4% → 57.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.4%-4.6pp
Network propagation: 65.0% → 60.4%
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
prereq247_058
Jury selection begins April 27, 2026 for Musk v OpenAI trialPeter Diamandis
71.4%0.6500.050-0.046
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6500.050-0.032
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6500.050-0.023
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.650+0.023
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.650-0.019

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

32 ticker(s) linked

Beneficiaries (23)

ADUSCOURDOCNFROGGTLBINODPLROLSPIRSRFMUDMYTEAMNFLXPLTRRDDTUBERAMZNBABASPOTGDDYGOOGLMETAMSFT

Adverse (6)

RHIBXPSLGMANKFYTNET

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_058Jury selection begins April 27, 2026 for Musk v OpenAI trialAI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)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
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=HklyjXKYFng",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "There's going to be the lack of hiring in the early for for junior faculty or junior junior positions. That's going to cause the social unrest, right? it is 20some year olds who are you know testosterone want to get a job want to get a house want to get married want to have kids whatever it might be and they can't and there's going to be a lot of pain and suffering that comes from that",
  "to_year": 2030,
  "verbatim": "There's going to be the lack of hiring in the early for for junior faculty or junior junior positions. That's going to cause the social unrest, right? it is 20some year olds who are you know testosterone want to get a job want to get a house want to get married want to have kids whatever it might be and they can't and there's going to be a lot of pain and suffering",
  "conv_cues": "going to cause; going to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "near-term future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "ServiceNow CEO publicly warns Gen Z unemployment could hit 30%",
      "notes": "HIT — McDermott warned next-couple-years 30% youth unemployment.",
      "source": "Fortune: ServiceNow CEO says new college graduate unemployment could reach 30%",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://fortune.com/2026/03/17/servicenow-ceo-bill-mcdermott-gen-z-graduates-face-30-unemployment-next-couple-of-years-ai-takes-over/",
      "expected_date": "2026-03-17",
      "observed_date": "2026-03-17",
      "research_origin": "deep_research",
      "measurement_criterion": "ServiceNow CEO Bill McDermott or peer hyperscaler CEO publicly warns of 30%+ youth unemployment from AI"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI cuts 16,000 US jobs/month with Gen Z bearing brunt",
      "notes": "HIT — Goldman quantified pace; Dallas Fed confirms 13% employment drop in AI-exposed 22-25 cohort since 2022.",
      "source": "Fortune: AI cutting 16,000 US jobs a month — Gen Z taking the brunt, Goldman Sachs",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://fortune.com/2026/04/06/ai-tech-displacement-effect-gen-z-16000-jobs-per-month/",
      "expected_date": "2026-04-06",
      "observed_date": "2026-04-06",
      "research_origin": "deep_research",
      "measurement_criterion": "Goldman Sachs or peer macro research confirms ~16K monthly AI-driven displacement, disproportionate Gen Z impact"
    },
    {
      "kind": "llm_pre_event",
      "label": "58% of 2024-2025 grads still job-seeking; worst grad market since pandemic",
      "notes": "HIT — NACE called 2026 worst grad market since pandemic; 58% still seeking first job.",
      "source": "Axios: Young people hate today's job market; CNBC: College graduates struggling AI partly to blame",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.axios.com/2026/04/21/gen-z-jobs-unemployment-college-grads-ai",
      "expected_date": "2026-04-21",
      "observed_date": "2026-04-21",
      "research_origin": "deep_research",
      "measurement_criterion": "NACE / Federal Reserve / industry survey confirms majority of recent grads unemployed; 2026 declared worst since pandemic"
    },
    {
      "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": -7,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
  
... (truncated)