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233_002predictionEducationAI-timing

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

Prior probability
65.0%
Current probability
55.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2030-06-01 – 2030-06-30
Edges in / out
8 / 5
Tickers exposed
33

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

From episode "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233"
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

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: 6 fired ✓ · 4 pending
  1. 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.
  2. 2026-05-31pendingMajor 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.
  3. 2026-06-01 → 2029-06-30pendingFederal Reserve Bank of Philadelphia worst-case model triggers
    How: 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.
  4. 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.
  5. 2027-06-01 → 2030-12-31pendingFirst flagship state university announces material program / campus closure
    How: 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.
  6. 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,
  "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",
      "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."
    },
    {
      "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": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Major 60+ year liberal-arts institution closure (Hampshire College, May 2026)",
      "notes": "Hampshire's closure is a high-visibility indicator that the pattern reaches established institutions, not just for-profits.",
      "source": "The College Investor — Which Colleges Are Closing in 2026? A Running Tracker",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,

... (truncated)