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233_018predictionEducationAI-timing

Alpha's private school market is a $50 billion opportunity.

Predictor: Joe Liemandt · ep#233 "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233" · source

Prior probability
45.0%
Current probability
39.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Alpha's private school market is a $50 billion opportunity. | it's, you know, the back to the thing, the private school market's a $50 billion market, >> right? And so it's a big market and for those parents who want to opt in, you know, it is radical

Verbatim quote

From episode "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233"
it's, you know, the back to the thing, the private school market's a $50 billion market, >> right? And so it's a big market and for those parents who want to opt in, you know, it is radical

Predictor: Joe Liemandt

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0064
excellent
Hits / Misses
1 / 0
of 1 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Joe Liemandt 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

3 prob_history rows
0%25%50%75%100%prior 45%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 39.1%

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: 7 fired ✓ · 3 pending
  1. 2026-04-04hitAlpha School announces Boston, Chicago, Atlanta, Charlotte, Raleigh expansion for Fall 2026
    How: Alpha School publicly confirms new campus openings in Boston, Chicago, Atlanta, Charlotte, Raleigh, and California hubs (Santa Monica, Palo Alto, East Bay) for Fall 2026, bringing total to 35+ locations
    Source: https://www.bostonglobe.com/2026/05/01/metro/ai-powered-education-alpha-school-boston/ + https://www.wfmd.com/2026/04/04/ai-driven-school-expanding-to-major-us-cities-despite-union-pushback/conf 99%
    Notes: HIT — Alpha announced multi-city expansion April 2026.
  2. 2026-04-04hitAlpha School tuition pricing benchmark crosses $40K-$55K range
    How: Alpha School publishes Chicago tuition at $55,000/year and similar premium pricing in other new metros, confirming high-end private-school market positioning
    Source: https://www.texarkanagazette.com/news/2026/apr/04/a-teacher-free-ai-school-is-coming-to-chicago/conf 95%
    Notes: HIT — $55K Chicago tuition confirmed by multiple outlets, bracketing the $50B TAM thesis.
  3. 2026-09-30pendingAlpha School enrollment crosses 2,000 students
    How: Alpha School (parent: Trilogy / 2 Hour Learning) reports cumulative enrollment ≥2,000 across all campuses by start of 2026-27 academic year (up from ~1,000 at 22 schools in spring 2026)
    Source: https://www.fox32chicago.com/news/new-school-in-chicago-to-use-ai-tutors-sparking-debate-over-technology-in-classroomsconf 70%
    Notes: Doubling from current 1,000 in 12 months matches publicly stated growth trajectory.
  4. 2026-09-01 → 2027-06-30pendingAlpha School secures additional venture funding round at >$1B valuation
    How: Liemandt's Alpha/2 Hour Learning entity raises a new equity round at >$1B valuation, signaling investor validation of the $50B TAM thesis
    Source: Crunchbase, PitchBook, WSJ ed-tech coverageconf 45%
  5. 2027-01-01 → 2027-12-31pendingNCES private K-12 spending data confirms ≥$50B annual market
    How: NCES (National Center for Education Statistics) or equivalent industry survey reports US private K-12 tuition spend ≥$50B annually, validating the TAM claim
    Source: https://nces.ed.gov, EducationData.orgconf 60%
  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: 39%)

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
LBP2026-05-03T02:00:01Z39.1%-1.3pp
Network propagation: 40.4% → 39.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z40.4%-1.8pp
Network propagation: 42.2% → 40.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.2%-2.8pp
Network propagation: 45.0% → 42.2%
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%0.4500.050-0.050
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.4500.050-0.048
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.4500.050-0.044
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.4500.050-0.037
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.4500.050-0.032

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.077
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.075
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.064
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.047
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.046

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": "$50 billion",
  "url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "caveats": "Statement of market size relevant for TAM/future opportunity",
  "context": "the back to the thing, the private school market's a $50 billion market, right? And so it's a big market and for those parents who want to opt in, you know, it is radical, you know, so they they can um we'd love to move into public as soon as they want to invite us",
  "to_year": 2030,
  "verbatim": "it's, you know, the back to the thing, the private school market's a $50 billion market, >> right? And so it's a big market and for those parents who want to opt in, you know, it is radical",
  "conv_cues": "is a $50 billion market",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "current/ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Alpha School announces Boston, Chicago, Atlanta, Charlotte, Raleigh expansion for Fall 2026",
      "notes": "HIT — Alpha announced multi-city expansion April 2026.",
      "source": "https://www.bostonglobe.com/2026/05/01/metro/ai-powered-education-alpha-school-boston/ + https://www.wfmd.com/2026/04/04/ai-driven-school-expanding-to-major-us-cities-despite-union-pushback/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://blockclubchicago.org/2026/03/25/an-ai-elementary-school-with-no-teachers-to-open-in-chicago-this-fall/",
      "expected_date": "2026-04-04",
      "observed_date": "2026-04-04",
      "research_origin": "deep_research",
      "measurement_criterion": "Alpha School publicly confirms new campus openings in Boston, Chicago, Atlanta, Charlotte, Raleigh, and California hubs (Santa Monica, Palo Alto, East Bay) for Fall 2026, bringing total to 35+ locations"
    },
    {
      "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": "Alpha School tuition pricing benchmark crosses $40K-$55K range",
      "notes": "HIT — $55K Chicago tuition confirmed by multiple outlets, bracketing the $50B TAM thesis.",
      "source": "https://www.texarkanagazette.com/news/2026/apr/04/a-teacher-free-ai-school-is-coming-to-chicago/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
  
... (truncated)