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240_044predictionEducationAI-timing

College bankruptcy rates in the US are skyrocketing

Predictor: Peter Diamandis · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
65.0%
Current probability
55.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

College bankruptcy rates in the US are skyrocketing | the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing

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

4 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 55.0%

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: 10 fired ✓
  1. 2025-05-22hitPenn State announces 7 Commonwealth Campus closures for spring 2027
    How: Penn State Board of Trustees announces closure of 7 Commonwealth Campuses
    Source: Inside Higher Ed Penn State coverageconf 95%
  2. 2025-08-15hitBacone College declares bankruptcy (concrete bankruptcy data point)
    How: Bacone College files Chapter 7 or Chapter 11; covered in higher ed press
    Source: Inside Higher Ed reporting on Bacone closureconf 95%
    Notes: HIT — Bacone declared bankruptcy summer 2025 with multiple unpaid-vendor lawsuits.
  3. 2025-11-15hitFederal Reserve Philadelphia stress test: up to 80 closures by end of 2025-26
    How: Boston/Philadelphia Fed publish stress-test report projecting up to 80 closures under worst-case 15% enrollment decline
    Source: Boston Fed — Shifting ground: Dozens of college closures across New Englandconf 92%
  4. 2025-12-31hit16+ nonprofit colleges close in 2025 due to enrollment/financial challenges
    How: Inside Higher Ed / BestColleges publish 2025 closure list with >=16 nonprofit institution closures
    Source: Inside Higher Ed — The Colleges That Couldn't Survive 2025conf 99%
    Notes: HIT — At least 16 nonprofit closures in 2025, ~one institution per week. Bacone College declared bankruptcy specifically (matches 'bankruptcy rates skyrocketing').
  5. 2026-01-15hitThree credit rating agencies issue negative 2026 higher-ed sector outlooks
    How: Moody's, S&P, and Fitch each publish negative or unfavorable 2026 outlook for US higher education sector
    Source: University Business — College closings and mergers of 2026conf 95%
    Notes: HIT — All three rating agencies negative on 2026 higher ed; demographic cliff + federal student-loan caps + international student headwinds.
  6. 2026-06-01 → 2026-12-31pendingClosure pace exceeds 1 institution/week in 2026 (matches 'skyrocketing' framing)
    How: Cumulative 2026 closure count exceeds 26 by mid-year, on pace for >52 by EOY
    Source: BestColleges / Higher Education Inquirer trackersconf 65%
    Notes: Cascade — needed to confirm 2025 base rate persists/accelerates in 2026.
  7. 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: 55%)

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
LBP2026-05-10T02:00:02Z55.0%-1.3pp
Network propagation: 56.3% → 55.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z56.3%-2.0pp
Network propagation: 58.2% → 56.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z58.2%-2.7pp
Network propagation: 60.9% → 58.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.9%-4.1pp
Network propagation: 65.0% → 60.9%
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
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6500.050-0.063
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.6500.050-0.060
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6500.050-0.054
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.6500.050-0.043
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.040

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.037
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.034
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050+0.033
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.032
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050+0.019

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,
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "THESIS",
  "role": "Host",
  "context": "the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing",
  "to_year": 2026,
  "verbatim": "the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing",
  "conv_cues": "skyrocketing",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "Current/ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Penn State announces 7 Commonwealth Campus closures for spring 2027",
      "source": "Inside Higher Ed Penn State coverage",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.insidehighered.com/news/business/mergers-collaboration/2025/12/18/colleges-couldnt-survive-2025",
      "expected_date": "2025-05-01",
      "observed_date": "2025-05-22",
      "research_origin": "deep_research",
      "measurement_criterion": "Penn State Board of Trustees announces closure of 7 Commonwealth Campuses"
    },
    {
      "kind": "llm_pre_event",
      "label": "Bacone College declares bankruptcy (concrete bankruptcy data point)",
      "notes": "HIT — Bacone declared bankruptcy summer 2025 with multiple unpaid-vendor lawsuits.",
      "source": "Inside Higher Ed reporting on Bacone closure",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.insidehighered.com/news/business/mergers-collaboration/2025/12/18/colleges-couldnt-survive-2025",
      "expected_date": "2025-09-15",
      "observed_date": "2025-08-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2025-12-31",
        "from": "2025-06-01"
      },
      "measurement_criterion": "Bacone College files Chapter 7 or Chapter 11; covered in higher ed press"
    },
    {
      "kind": "llm_pre_event",
      "label": "Federal Reserve Philadelphia stress test: up to 80 closures by end of 2025-26",
      "source": "Boston Fed — Shifting ground: Dozens of college closures across New England",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.bostonfed.org/news-and-events/news/2025/11/colleges-close-increasing-new-england-higher-education-demographic-trends-community-economic-impact.aspx",
      "expected_date": "2025-11-15",
      "observed_date": "2025-11-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Boston/Philadelphia Fed publish stress-test report projecting up to 80 closures under worst-case 15% enrollment decline"
    },
    {
      "kind": "llm_pre_event",
      "label": "16+ nonprofit colleges close in 2025 due to enrollment/financial challenges",
      "notes": "HIT — At least 16 nonprofit closures in 2025, ~one institution per week. Bacone College declared bankruptcy specifically (matches 'bankruptcy rates skyrocketing').",
      "source": "Inside Higher Ed — The Colleges That Couldn't Survive 2025",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.insidehighered.com/news/business/mergers-collaboration/2025/12/18/colleges-couldnt-survive-2025",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Inside Higher Ed / BestColleges publish 2025 closure list with >=16 nonprofit institution closures"
    },
    {
      "kind": "llm_pre_event",
      "label": "Three credit rating agencies issue negative 2026 higher-ed sector outlooks",
      "notes": "HIT — All three rating agencies negative on 2026 higher ed; demographic cliff + federal student-loan caps + international student headwinds.",
      "source": "U
... (truncated)