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SPC_024predictionLabor/JobsGen-Alpha-space-jobs

Graduating class of 2035 (Generation Alpha) could entirely bypass traditional terrestrial office environments, trading cubicles for high-paying AI-driven careers in outer space and orbital infrastructure.

Predictor: Sam Altman

Prior probability
10.0%
Current probability
10.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2035-01-01 – 2035-12-31
Edges in / out
3 / 0
Tickers exposed
20

Prediction text

Graduating class of 2035 (Generation Alpha) could entirely bypass traditional terrestrial office environments, trading cubicles for high-paying AI-driven careers in outer space and orbital infrastructure. | Commercial LEO space-station 100+ worker deployment

Key catalyst: Commercial LEO space-station 100+ worker deployment

Watch events: Commercial LEO space-station workforce counts; ISS commercialization

Resolution evidence

Status: pending

Space workforce in 2026 is ~500K globally; scaling to cohort-level employer for Gen Alpha requires 100x+ expansion.

Predictor: Sam Altman

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0625
excellent
Hits / Misses
0 / 0
of 1 resolved
Hit rate
0.0%
Calibration plot (stated vs observed)

Evidence about this node from Sam Altman 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

0 prob_history rows
No probability history yet.

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: 8 pending
  1. 2026-04-01 → 2030-12-31pendingAltman reaffirms or revises Gen Alpha space-jobs prediction in subsequent communication
    How: Altman blog, interview, or OpenAI communication that restates 2035 Gen Alpha space-jobs framing with measurable progress claims
    Source: https://fortune.com/article/openai-sam-altman-gen-alpha-working-in-space-well-paid-jobs/conf 70%
  2. 2028-01-01 → 2030-12-31pendingFirst commercial LEO space station (Axiom, Vast Haven-2, or Starlab) crew deployment
    How: First commercial LEO destination (Axiom Station, Vast Haven-2, or Starlab) launches first habitable module and hosts continuous crew rotation
    Source: https://www.nasa.gov/humans-in-space/commercial-space/commercial-space-stations/conf 60%
  3. 2030-01-01 → 2031-12-31pendingISS retirement and commercial successor handoff in LEO
    How: NASA confirms ISS deorbit (planned ~2030) and continuous crew presence transitions to commercial LEO destinations
    Source: https://www.nasaspaceflight.com/2024/10/commercial-space-stations/conf 65%
  4. 2028-06-01 → 2033-12-31pendingFirst commercial space-job listing/posting at scale (>100 openings) for off-Earth roles
    How: Axiom, Vast, Blue Origin, SpaceX, or LEO-station operator publishes >=100 dedicated off-Earth job openings (orbital crew, ground-control specific to commercial stations)
    Source: https://payloadspace.com/payload-field-guide-commercial-leo-destination/conf 40%
  5. 2030-01-01 → 2034-12-31pendingTotal cumulative commercial-station crew exceeds 50 unique individuals
    How: NASA, Axiom, Vast, or industry tracker confirms >=50 cumulative unique people have flown to commercial LEO stations as crew or paying participants
    Source: https://www.spacescout.info/2025/06/where-are-americas-commercial-space-stations-in-2025/conf 50%
  6. 2035-02-28pendingQ1 window check-in (25%)
  7. 2035-04-27pendingQ2 window check-in (50%)
  8. 2035-06-24pendingQ3 window check-in (75%)
  9. 2035-06-01 → 2036-12-31pendingCascade: 2035 college graduate cohort employment data published showing %share in commercial space industry
    How: NCES, BLS, or major university survey of 2035 graduating cohort employment placement includes 'space industry' as identifiable category, allowing quantitative test of Altman claim
    Source: https://www.tomsguide.com/ai/sam-altmans-bold-prediction-gen-alpha-grads-could-skip-the-cubicle-and-head-right-for-high-paying-jobs-in-spaceconf 40%

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: 10%)

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

No probability history yet. The first evidence will arrive via /api/intake or the daily milestone sweep / weekly LBP run.

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
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.100-0.013
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.100-0.009
killerTK15
SpaceX Starship Catastrophic Failure
12.0%0.0500.100-0.006

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

20 ticker(s) linked

Beneficiaries (12)

GSATIRDMASTSBKSYRKLBPLAMZNBALHXLMTNOCRTX

Adverse (3)

BXPVNOSLG

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK15SpaceX Starship Catastrophic Failure

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Distinct from AI_001 (ASI 2030), CMQ_001/CMQ_002 (intern/researcher). Specific generational-workforce framing.",
  "to_year": 2035,
  "conv_cues": "specific generational cohort; named year",
  "direction": "HAPPEN",
  "from_year": 2035,
  "timeframe": "by 2035",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Altman reaffirms or revises Gen Alpha space-jobs prediction in subsequent communication",
      "source": "https://fortune.com/article/openai-sam-altman-gen-alpha-working-in-space-well-paid-jobs/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2028-08-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Altman blog, interview, or OpenAI communication that restates 2035 Gen Alpha space-jobs framing with measurable progress claims"
    },
    {
      "kind": "llm_pre_event",
      "label": "First commercial LEO space station (Axiom, Vast Haven-2, or Starlab) crew deployment",
      "source": "https://www.nasa.gov/humans-in-space/commercial-space/commercial-space-stations/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2029-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2028-01-01"
      },
      "measurement_criterion": "First commercial LEO destination (Axiom Station, Vast Haven-2, or Starlab) launches first habitable module and hosts continuous crew rotation"
    },
    {
      "kind": "llm_pre_event",
      "label": "ISS retirement and commercial successor handoff in LEO",
      "source": "https://www.nasaspaceflight.com/2024/10/commercial-space-stations/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2030-12-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2031-12-31",
        "from": "2030-01-01"
      },
      "measurement_criterion": "NASA confirms ISS deorbit (planned ~2030) and continuous crew presence transitions to commercial LEO destinations"
    },
    {
      "kind": "llm_pre_event",
      "label": "First commercial space-job listing/posting at scale (>100 openings) for off-Earth roles",
      "source": "https://payloadspace.com/payload-field-guide-commercial-leo-destination/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2031-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2033-12-31",
        "from": "2028-06-01"
      },
      "measurement_criterion": "Axiom, Vast, Blue Origin, SpaceX, or LEO-station operator publishes >=100 dedicated off-Earth job openings (orbital crew, ground-control specific to commercial stations)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Total cumulative commercial-station crew exceeds 50 unique individuals",
      "source": "https://www.spacescout.info/2025/06/where-are-americas-commercial-space-stations-in-2025/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2032-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2034-12-31",
        "from": "2030-01-01"
      },
      "measurement_criterion": "NASA, Axiom, Vast, or industry tracker confirms >=50 cumulative unique people have flown to commercial LEO stations as crew or paying participants"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pendin
... (truncated)