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243_031predictionLabor/Jobsautonomous

Uber will have significantly more drivers in 2030 than today, including in US

Predictor: Dara Khosrowshahi · ep#243 "Uber vs. Tesla, Robotaxi Timelines, and the End of Human Driving | Uber CEO Dara Khosrowshahi | #243" · source

Prior probability
65.0%
Current probability
46.3%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
pending
Window
2030-01-01 – 2030-12-31
Edges in / out
15 / 5
Tickers exposed
31

Prediction text

Uber will have significantly more drivers in 2030 than today, including in US | looking forward to 2030, we're going to have significantly more drivers uh on the platform, including the US, than we have today.

Verbatim quote

From episode "Uber vs. Tesla, Robotaxi Timelines, and the End of Human Driving | Uber CEO Dara Khosrowshahi | #243"
looking forward to 2030, we're going to have significantly more drivers uh on the platform, including the US, than we have today.

Predictor: Dara Khosrowshahi

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0105
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Dara Khosrowshahi 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 = 46.3%

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: 3 fired ✓ · 8 pending
  1. 2026-12-31pendingUber operates robotaxis in 15 US/global cities by end of 2026
    How: Uber Q4-2026 investor update or app coverage map confirms autonomous-vehicle ride-hail operations live in >=15 cities across Uber-Waymo, WeRide, May Mobility, Avride, and other partners
    Source: deep_research_enrichedconf 85%
  2. 2027-01-01 → 2027-12-31pendingUber begins scaling global autonomous fleet toward 100,000 vehicles starting 2027
    How: Uber annual report or Khosrowshahi shareholder letter confirms commencement of 100,000-vehicle global AV fleet scale-up program with cumulative AV trips exceeding 50M annually
    Source: deep_research_enrichedconf 70%
  3. 2027-12-31 → 2028-12-31pendingTotal active drivers on Uber platform globally exceeds 8M (vs ~7.4M in 2024)
    How: Uber 10-K or quarterly earnings reports active monthly platform earner count >8.0M globally, sustained for at least two consecutive quarters
    Source: deep_research_enrichedconf 60%
  4. 2028-06-01 → 2029-12-31pendingAV ride-hail surge demand creates 'driver multiplier' — net new gig roles grow despite AV penetration
    How: BLS gig-economy supplement or Uber-published driver-supply elasticity data show >=10% YoY growth in active US drivers in markets where AV penetration exceeds 5% of trips
    Source: deep_research_enrichedconf 50%
  5. 2030-10-01pendingHybrid human+AV operations dominant model: 80%+ Uber trips still human-driven by 2030
    How: Uber Q3-2030 investor materials or independent app data analytics confirm <20% of US trips fulfilled by AV partners; human drivers remain majority earner cohort
    Source: deep_research_enrichedconf 55%

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: 46%)

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
LBP2026-05-17T02:00:01Z46.3%-1.3pp
Network propagation: 47.6% → 46.3%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z47.6%-2.2pp
Network propagation: 49.8% → 47.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.8%-3.4pp
Network propagation: 53.2% → 49.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z53.2%-4.4pp
Network propagation: 57.6% → 53.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z57.6%-7.4pp
Network propagation: 65.0% → 57.6%
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
prereq244_017
Ilia (age 13) will still want a driver's license in 3 years Dara Khosrowshahi
45.3%0.6500.050-0.146
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.650+0.139
prereq244_013
Uber will work with Chinese autonomous players (Pony, WeRideDara Khosrowshahi
47.0%0.6500.050-0.137
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.6500.050-0.127
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.650+0.127

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq230_018
In 5 years, 70-80% of cars will be autonomous, especially hoPeter Diamandis
46.0%0.6000.050-0.159
prereq243_017
Cost of lidar and cameras will continue coming down, making Dara Khosrowshahi
41.6%0.6000.050-0.115
prereq243_013
Every new car sold 10 years from now will have autonomous soDara Khosrowshahi
41.0%0.6000.050-0.109
prereq244_002
Humans will be demonstrably less safe than autonomous driverDara Khosrowshahi
37.6%0.6000.050-0.075
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.023

Ticker exposure

31 ticker(s) linked

Beneficiaries (24)

INVZWRDLIDRAEVAMBLYPONYOUSTVRRMAMBAAURAIOTHSAIMBGAFBIDUBMWYYGMGOOGLHMCIOTQCOMTMTSLAUBERVWAGY

Adverse (5)

MCYALLCINFPGRTRV

Prerequisites (15)

Predictions that must hit first
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq242_015Full autonomy achieved within 2 years before Salim's son gets driver's licenseAuto/Transport
prereq243_002Uber will be in 15 cities with autonomous partners by end of 2026Auto/Transport
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
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_005Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership).AI/Infrastructure
prereq241_050AI LLMs can run for hours (e.g., dinner to 4am) autonomously creating new solutionsAI
prereq246_039Autonomous vehicles/flying cars coming by 2028.Auto/Transport
prereq243_035Austin and Atlanta autonomous markets growing faster than national averageAuto/Transport
prereq244_013Uber will work with Chinese autonomous players (Pony, WeRide, hopefully Baidu) outside the USAuto/Transport
prereq244_017Ilia (age 13) will still want a driver's license in 3 years due to slow AV mass productionAuto/Transport
prereq243_033About 20% of drivers slough off Uber platform annuallyLabor/Jobs
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq243_013Every new car sold 10 years from now will have autonomous softwareAuto/Transport
prereq243_017Cost of lidar and cameras will continue coming down, making new cars autonomous-ready within 10 yearsAuto/Transport
prereq244_002Humans will be demonstrably less safe than autonomous drivers (within 25 years, not 15)Auto/Transport
prereq230_018In 5 years, 70-80% of cars will be autonomous, especially hooked up to your AI.Auto/Transport

Linked documents (6)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.669manifoldWill Waymo's US commercial fleet exceed 12,000 vehicles by Dec 31, 2030?85%mentionspending2026-05-08
0.656manifoldWill Waymo's US commercial fleet exceed 25,000 vehicles by Dec 31, 2030?72%mentionspending2026-05-08
0.634manifoldWill it still be true in 2030 that "traffic deaths have not gone down in any city where Waymo is operating"?26%mentionspending2026-05-08
0.626manifoldWill a Historic Labor Strike occur in the United States before 2030?27%mentionspending2026-05-04
0.605manifoldWill Sydney Metro exceed 70,000,000 trips taken in 2026?60%mentionspending2026-05-30
0.568manifoldHow many members will the UK Labour Party have at the start of 2029?mentionspending2026-05-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "significantly more",
  "url": "https://www.youtube.com/watch?v=fzKVYNBg50E",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "looking forward to 2030, we're going to have significantly more drivers uh on the platform, including the US, than we have today.",
  "to_year": 2030,
  "verbatim": "looking forward to 2030, we're going to have significantly more drivers uh on the platform, including the US, than we have today.",
  "conv_cues": "we're going to have",
  "direction": "UP",
  "from_year": 2030,
  "timeframe": "By 2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Full autonomy achieved within 2 years before Salim's son gets driver's license",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -11,
      "source_id": "242_015",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Peter's son won't need a driver's license in 2 years",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "244_019",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": "AI LLMs can run for hours (e.g., dinner to 4am) autonomously creating new solutions",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "241_050",
      "expected_date": "2026-06-22",
      "observed_date": null
    },
    {
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      "label": "Uber will be in 15 cities with autonomous partners by end of 2026",
      "status": "pending",
      "weight": 0.5,
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      "expected_date": "2026-09-08",
      "observed_date": null
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      "kind": "llm_pre_event",
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      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.smartcitiesdive.com/news/uber-ceo-Khosrowshahi-av-robotaxi-plans/811321/",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber Q4-2026 investor update or app coverage map confirms autonomous-vehicle ride-hail operations live in >=15 cities across Uber-Waymo, WeRide, May Mobility, Avride, and other partners"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber begins scaling global autonomous fleet toward 100,000 vehicles starting 2027",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.automotiveworld.com/news/455938/",
      "expected_date": "2027-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2027-01-01"
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      "measurement_criterion": "Uber annual report or Khosrowshahi shareholder letter confirms commencement of 100,000-vehicle global AV fleet scale-up program with cumulative AV trips exceeding 50M annually"
    },
    {
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      "status": "pending",
      "weight": 0.5,
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      "source_id": "SEM_005",
      "expected_date": "2028-02-09",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "labe
... (truncated)