Colleges will continue going bankrupt as perceived importance declines and tuition costs escalate.
Predictor: Peter Diamandis · ep#233 "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233" · source
Prediction text
Colleges will continue going bankrupt as perceived importance declines and tuition costs escalate. | Americans today perceive college as uh far less important. So, back in 2010, 75% of Americans thought that college was important uh for your kids. Uh that has dropped down from 75% to 35%. And as a result of this, we're beginning to see colleges going bankrupt.
Verbatim quote
Americans today perceive college as uh far less important. So, back in 2010, 75% of Americans thought that college was important uh for your kids. Uh that has dropped down from 75% to 35%. And as a result of this, we're beginning to see colleges going bankrupt.
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
- 2025-12-31hit16+ nonprofit colleges close in 2025 (Inside Higher Ed)How: Inside Higher Ed and BestColleges report at least 16 nonprofit higher-education institutions ceased operations in 2025, with 8 more announced for 2026.Source: Inside Higher Ed — The Colleges That Couldn't Survive 2025conf 97%Notes: HIT — closure pace of ~one a week confirmed by Hechinger Report. Diamandis's bankruptcy thesis is firing.
- 2026-05-31overdueMajor 60+ year liberal-arts institution closure (Hampshire College, May 2026)How: Hampshire College (Massachusetts, founded 1965) ceases operations after fall 2026 semester, signaling that brand-name regional liberal-arts colleges are not insulated.Source: The College Investor — Which Colleges Are Closing in 2026? A Running Trackerconf 85%Notes: Hampshire's closure is a high-visibility indicator that the pattern reaches established institutions, not just for-profits.
- 2026-06-01 → 2029-06-30pendingFederal Reserve Bank of Philadelphia worst-case model triggersHow: Annual closure pace exceeds 80 institutions per year (worst-case model from Federal Reserve Bank of Philadelphia 2024 paper).Source: Education Next — Colleges Are Closing. Who Might Be Next?conf 50%Notes: Direct quantitative test of acceleration vs. baseline.
- 2027-01-01 → 2029-12-31pendingDemographic-cliff enrollment drop materializes (>15% by 2029)How: NCES / IPEDS reports US undergraduate enrollment decline of more than 15% from 2025 baseline by 2029.Source: Anticipated — NCES IPEDS data, NSC Research Center reportsconf 65%Notes: The 'demographic cliff' is the direct mechanical driver of bankruptcy waves.
- 2027-06-01 → 2030-12-31pendingFirst flagship state university announces material program / campus closureHow: A flagship state university (e.g., University of Wisconsin, Penn State, SUNY system) closes a campus or eliminates a major program citing enrollment / financial pressure.Source: Anticipated — state university board meetings, news coverageconf 50%Notes: Cascade — extension from private-college bankruptcy to public-university retrenchment validates the 'continue going bankrupt' across-segment claim.
What if this resolves?
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Evidence chain
Raw metadata
{
"trf": 1,
"kappa": 0.875,
"base_rate": null,
"predictor": "Peter Diamandis",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
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"bayes_factor": "1.4:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.5497416277812609,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.74375,
"label": "Major 60+ year liberal-arts institution closure (Hampshire College, May 2026)",
"weight": 0.4,
"strength": "weak",
"confidence": 0.85,
"source_url": "https://thecollegeinvestor.com/79342/8-colleges-closing-in-2026-full-list-of-closures/",
"adjusted_llr": -0.30156467415544724,
"expected_date": "2026-05-31",
"measurement_criterion": "Hampshire College (Massachusetts, founded 1965) ceases operations after fall 2026 semester, signaling that brand-name regional liberal-arts colleges are not insulated."
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.4745375820910323,
"posterior_logit": -0.10193785245815201,
"predictor_brier": 0.03667,
"inside_posterior": 0.4745375820910323,
"blended_posterior": 0.4745375820910323,
"reference_class_id": null,
"total_adjusted_llr": -0.30156467415544724,
"predictor_n_resolved": 15
}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 |
|---|---|---|---|---|---|
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.115 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.650 | +0.085 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.650 | +0.055 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.650 | 0.050 | +0.039 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.650 | 0.050 | +0.032 |
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 | 24.4% | 0.750 | 0.050 | +0.158 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 20.1% | 0.550 | 0.050 | +0.101 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.014 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.009 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.005 |
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": "College perceived importance: 75% → 35%",
"url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
"mode": "FORECAST",
"role": "Host",
"context": "Americans today perceive college as uh far less important. So, back in 2010, 75% of Americans thought that college was important uh for your kids. Uh that has dropped down from 75% to 35%. And as a result of this, we're beginning to see colleges going bankrupt. Um, at the same time, tuition uh has grown 893% uh since 1983. As as we're demonetizing and democratizing everything else, uh the cost of going to college is going up.",
"to_year": 2035,
"verbatim": "Americans today perceive college as uh far less important. So, back in 2010, 75% of Americans thought that college was important uh for your kids. Uh that has dropped down from 75% to 35%. And as a result of this, we're beginning to see colleges going bankrupt.",
"conv_cues": "we're beginning to see; that's not sustainable",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "ongoing",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "16+ nonprofit colleges close in 2025 (Inside Higher Ed)",
"notes": "HIT — closure pace of ~one a week confirmed by Hechinger Report. Diamandis's bankruptcy thesis is firing.",
"source": "Inside Higher Ed — The Colleges That Couldn't Survive 2025",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.97,
"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",
"hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
"research_origin": "deep_research",
"measurement_criterion": "Inside Higher Ed and BestColleges report at least 16 nonprofit higher-education institutions ceased operations in 2025, with 8 more announced for 2026."
},
{
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"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
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"expected_date": "2026-04-29",
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},
{
"kind": "prereq",
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"status": "hit",
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},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
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"ordinal": -6,
"source_id": "238_009",
"expected_date": "2026-04-29",
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"hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
},
{
"kind": "prereq",
"label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
"status": "hit",
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"source_id": "235_038",
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},
{
"kind": "llm_pre_event",
"label": "Major 60+ year liberal-arts
... (truncated)