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232_027predictionLabor/Jobsjobs

Entry-level/couch-potato workers will find it harder to get simple jobs; but entrepreneurial opportunity is unlimited.

Predictor: Ben Horowitz · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
55.0%
Current probability
44.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
7 / 0
Tickers exposed
32

Prediction text

Entry-level/couch-potato workers will find it harder to get simple jobs; but entrepreneurial opportunity is unlimited. | now I do think it's a problem if you are a couch potato and you were just, you know, I just need a job. I'm going to get up and do something simple. That seems like it's going to get harder. If you're a brand new college graduate coming coming out, you've got a brilliant technical idea and you want to put $20 million behind it. Uh that's doable today.

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

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
now I do think it's a problem if you are a couch potato and you were just, you know, I just need a job. I'm going to get up and do something simple. That seems like it's going to get harder. If you're a brand new college graduate coming coming out, you've got a brilliant technical idea and you want to put $20 million behind it. Uh that's doable today.

Predictor: Ben Horowitz

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Ben Horowitz 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 = 44.9%

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: 9 fired ✓ · 1 pending
  1. 2025-12-31hitPwC UK cuts ~200 entry-level roles citing AI replacement of first-year tasks
    How: Top-5 professional services firm (PwC, KPMG, EY, Deloitte, McKinsey) cuts entry-level roles publicly citing AI
    Source: https://intuitionlabs.ai/articles/ai-impact-graduate-jobs-2025conf 90%
    Notes: HIT — PwC explicit AI attribution. Tier-1 firm signal, marquee evidence for couch-potato/simple-job thesis.
  2. 2026-04-30hitClass of 2026 worst job market for new grads since pandemic onset (NACE survey)
    How: National Association of Colleges and Employers survey shows 2026 graduate hiring intent at lowest level since 2020 onset
    Source: https://www.bloomberg.com/features/2026-job-hunt-stories/conf 95%
    Notes: HIT — recent grad unemployment 5.6% vs general 4.2%, underemployment ~43%. Validates Horowitz on simple/entry-level pain.
  3. 2026-04-30hitJunior tech postings drop ≥50% from 2024 baseline
    How: Lightcast/Indeed entry-level software/data analysis postings show ≥50% YoY decline vs 2024 baseline
    Source: https://intuitionlabs.ai/articles/ai-impact-graduate-jobs-2025 — UK 46%/53%, US 67% reportedconf 85%
  4. 2026-04-30hitSalesforce hiring 1,000 new graduates + Amazon 11,000 SWE interns 2026 — entrepreneurial/builder tier preserved
    How: Top-10 tech firms collectively hire ≥10,000 new graduate engineers/builders in 2026 calendar year
    Source: https://intuitionlabs.ai/articles/ai-impact-graduate-jobs-2025conf 85%
    Notes: Validates Horowitz's flip-side: technically capable builders still in demand.
  5. 2026-09-01 → 2027-12-31pendingYouth unemployment exceeds 10% (US 16-24) — ServiceNow CEO 30% warning materializes partway
    How: BLS 16-24 unemployment rate exceeds 10% in two consecutive months
    Source: https://allwork.space/2026/03/ai-could-push-youth-unemployment-past-30-servicenow-ceo-warns/conf 55%

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: 45%)

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
LBP2026-05-10T02:00:02Z44.9%-1.3pp
Network propagation: 46.2% → 44.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z46.2%-2.0pp
Network propagation: 48.2% → 46.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.2%-2.9pp
Network propagation: 51.1% → 48.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.1%-3.9pp
Network propagation: 55.0% → 51.1%
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%0.5500.050-0.046
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5500.050-0.035
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.027
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.550-0.024
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5500.050-0.018

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=C1GLT9_tag0",
  "mode": "PREDICTION",
  "role": "Guest-VC",
  "context": "now now I do think it's a problem if you are a couch potato and you were just, you know, I just need a job. I'm going to get up and do something simple. That seems like it's going to get harder. If you're a brand new college graduate coming coming out, you've got a brilliant technical idea and you want to put $20 million behind it. Uh that's doable today.",
  "to_year": 2030,
  "verbatim": "now I do think it's a problem if you are a couch potato and you were just, you know, I just need a job. I'm going to get up and do something simple. That seems like it's going to get harder. If you're a brand new college graduate coming coming out, you've got a brilliant technical idea and you want to put $20 million behind it. Uh that's doable today.",
  "conv_cues": "going to get harder",
  "direction": "MIXED",
  "from_year": 2026,
  "timeframe": "near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "PwC UK cuts ~200 entry-level roles citing AI replacement of first-year tasks",
      "notes": "HIT — PwC explicit AI attribution. Tier-1 firm signal, marquee evidence for couch-potato/simple-job thesis.",
      "source": "https://intuitionlabs.ai/articles/ai-impact-graduate-jobs-2025",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://intuitionlabs.ai/articles/ai-impact-graduate-jobs-2025",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Top-5 professional services firm (PwC, KPMG, EY, Deloitte, McKinsey) cuts entry-level roles publicly citing AI"
    },
    {
      "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": -9,
      "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": -8,
      "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": -7,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "247_058",
      "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": -5,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Class of 2026 worst job market for new grads since pandemic onset (NACE survey)",
      "notes": "HIT — recent grad unemployment 5.6% vs general 4.2%, underemployment ~43%. Validates Horowitz on simple/entry-level pain.",
      "source": "https://www.bloomberg.com/features/2026-job-hunt-stories/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.bloomberg.com/features/2026-job-hunt-stories/",
      "expected_date": "2026-04-30",
    
... (truncated)