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
Prediction text
College bankruptcy rates in the US are skyrocketing | the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing
Verbatim quote
the bankruptcy bankruptcy rates for colleges in the United States are skyrocketing
Predictor: Peter Diamandis
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-05-22hitPenn State announces 7 Commonwealth Campus closures for spring 2027How: Penn State Board of Trustees announces closure of 7 Commonwealth CampusesSource: Inside Higher Ed Penn State coverageconf 95%
- 2025-08-15hitBacone College declares bankruptcy (concrete bankruptcy data point)How: Bacone College files Chapter 7 or Chapter 11; covered in higher ed pressSource: Inside Higher Ed reporting on Bacone closureconf 95%Notes: HIT — Bacone declared bankruptcy summer 2025 with multiple unpaid-vendor lawsuits.
- 2025-11-15hitFederal Reserve Philadelphia stress test: up to 80 closures by end of 2025-26How: Boston/Philadelphia Fed publish stress-test report projecting up to 80 closures under worst-case 15% enrollment declineSource: Boston Fed — Shifting ground: Dozens of college closures across New Englandconf 92%
- 2025-12-31hit16+ nonprofit colleges close in 2025 due to enrollment/financial challengesHow: Inside Higher Ed / BestColleges publish 2025 closure list with >=16 nonprofit institution closuresSource: 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').
- 2026-01-15hitThree credit rating agencies issue negative 2026 higher-ed sector outlooksHow: Moody's, S&P, and Fitch each publish negative or unfavorable 2026 outlook for US higher education sectorSource: 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.
- 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 EOYSource: BestColleges / Higher Education Inquirer trackersconf 65%Notes: Cascade — needed to confirm 2025 base rate persists/accelerates in 2026.
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% | 0.650 | 0.050 | -0.063 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.650 | 0.050 | -0.060 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.650 | 0.050 | -0.054 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.650 | 0.050 | -0.043 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.040 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.037 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.034 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | +0.033 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.032 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | +0.019 |
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
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"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)