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238_018predictionAuto/TransportAI-scaling

Uber drivers face rampant, imminent job loss from self-driving cars

Predictor: Dave Blundin · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source

Prior probability
65.0%
Current probability
48.5%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
6 / 0
Tickers exposed
39

Prediction text

Uber drivers face rampant, imminent job loss from self-driving cars | Dra, you have what, a million odd drivers and a self-driving car is imminent... but it's imminent.

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
Dra, you have what, a million odd drivers and a self-driving car is imminent... but it's imminent.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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

5 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.5%

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. 2026-06-01 → 2027-06-30pendingTesla unsupervised robotaxi fleet expands beyond initial Texas trio to >=10 US cities
    How: Tesla press release / Robotaxi Tracker confirms unsupervised Robotaxi service operating in >=10 metros (currently Austin/Dallas/Houston only as of April 2026)
    Source: https://www.tesery.com/blogs/news/tesla-confirms-aggressive-robotaxi-expansion-to-seven-major-us-cities-in-first-half-of-2026conf 60%
  2. 2027-03-11pendingQ1 window check-in (25%)
  3. 2026-09-01 → 2028-12-31pendingBureau of Labor Statistics or Uber/Lyft reporting documents >=15% YoY decline in active rideshare drivers in robotaxi-saturated metros
    How: BLS occupational employment data or Uber/Lyft 10-Q segment data shows >=15% YoY decline in active drivers across Phoenix/SF/LA/Austin/Dallas combined metro footprint
    Source: https://www.2120insights.com/p/how-autonomous-vehicles-will-changeconf 55%
  4. 2028-01-21pendingQ2 window check-in (50%)
  5. 2027-06-01 → 2029-06-30pendingWaymo + Tesla combined US AV fleet exceeds 25,000 vehicles (10x current Waymo)
    How: Robotaxi Tracker, Waymo IR, or Tesla shareholder update confirms combined unsupervised commercial AV fleet on US public roads exceeds 25,000 vehicles
    Source: https://robotaxitracker.com/conf 50%
  6. 2027-01-01 → 2029-12-31pendingMajor California / state-level legislation passes mandating retraining/transition fund for displaced rideshare drivers
    How: California, New York, or Washington state legislature enacts law (signed by governor) creating financial transition program specifically for rideshare drivers displaced by AVs
    Source: https://www.usnews.com/news/business/articles/2026-01-09/lyft-and-uber-drivers-protest-waymo-robotaxis-as-california-considers-further-regulationsconf 45%
  7. 2028-12-02pendingQ3 window check-in (75%)
  8. 2028-01-01 → 2030-06-30pendingUber CEO or earnings call discloses AV trips exceed 25% of total US ride volume
    How: Uber 10-K, 10-Q, or CEO commentary cites autonomous trips representing >=25% of US ride volume or US gross bookings
    Source: https://fortune.com/2026/02/23/uber-ceo-dara-khosrowshahi-robotaxis-autonomous-vehicles-diary-of-a-ceo-podcast/conf 50%

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 48%)

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
LBP2026-05-17T02:00:01Z48.5%-1.1pp
Network propagation: 49.6% → 48.5%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z49.6%-2.2pp
Network propagation: 51.8% → 49.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z51.8%-4.3pp
Network propagation: 56.1% → 51.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z56.1%-3.1pp
Network propagation: 59.2% → 56.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z59.2%-5.8pp
Network propagation: 65.0% → 59.2%
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
prereqS_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
30.0%0.6500.050-0.255
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.105
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.650+0.093
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.075
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.650-0.045

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

39 ticker(s) linked

Beneficiaries (24)

NBISNVDAPLABEQIXAPLDASMIYASMLWULFIRENALABMUCRWVAMZNMSFTSTXSFTBYDELLAMTORCLGOOGLAAPLIRMLNVGYMETA

Adverse (6)

IBMACNCHGGGENLRNWNS

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "Dra, you have what, a million odd drivers and a self-driving car is imminent. It's like, well, 30% maybe... but it's imminent.",
  "verbatim": "Dra, you have what, a million odd drivers and a self-driving car is imminent... but it's imminent.",
  "conv_cues": "imminent",
  "direction": "HAPPEN",
  "timeframe": "Imminent",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Tesla unsupervised robotaxi fleet expands beyond initial Texas trio to >=10 US cities",
      "source": "https://www.tesery.com/blogs/news/tesla-confirms-aggressive-robotaxi-expansion-to-seven-major-us-cities-in-first-half-of-2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2026-12-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Tesla press release / Robotaxi Tracker confirms unsupervised Robotaxi service operating in >=10 metros (currently Austin/Dallas/Houston only as of April 2026)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2027-03-11",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Bureau of Labor Statistics or Uber/Lyft reporting documents >=15% YoY decline in active rideshare drivers in robotaxi-saturated metros",
      "source": "https://www.2120insights.com/p/how-autonomous-vehicles-will-change",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-11-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "BLS occupational employment data or Uber/Lyft 10-Q segment data shows >=15% YoY decline in active drivers across Phoenix/SF/LA/Austin/Dallas combined metro footprint"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2028-01-21",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Waymo + Tesla combined US AV fleet exceeds 25,000 vehicles (10x current Waymo)",
      "source": "https://robotaxitracker.com/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2028-06-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Robotaxi Tracker, Waymo IR, or Tesla shareholder update confirms combined unsupervised commercial AV fleet on US public roads exceeds 25,000 vehicles"
    },
    {
      "kind": "llm_post_event",
      "label": "Major California / state-level legislation passes mandating retraining/transition fund for displaced rideshare drivers",
      "source": "https://www.usnews.com/news/business/articles/2026-01-09/lyft-and-uber-drivers-protest-waymo-robotaxis-as-california-considers-further-regulations",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2028-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "California, New York, or Washington state legislature enacts law (signed by governor) creating financial transition program 
... (truncated)