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INF_064predictionAuto/Transportautonomous-ride-hailing-majority

Within 15-20 years, the vast majority of global ride-hailing trips will be fulfilled by autonomous robotic vehicles — with human labor entirely removed from driving/delivery and transitioned to "mission control" roles (fleet maintenance, rapid rechargi...

Predictor: Dara Khosrowshahi

Prior probability
65.0%
Current probability
57.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2041-01-01 – 2046-11-30
Edges in / out
3 / 0
Tickers exposed
4

Prediction text

Within 15-20 years, the vast majority of global ride-hailing trips will be fulfilled by autonomous robotic vehicles — with human labor entirely removed from driving/delivery and transitioned to "mission control" roles (fleet maintenance, rapid recharging, systems oversight). | First majority-AV market within a US city

Key catalyst: First majority-AV market within a US city

Watch events: Waymo weekly-trip milestones; Tesla Robotaxi scale; Uber AV partnership expansions

Resolution evidence

Status: in_progress

Waymo surpassed 200K weekly paid rides Q1 2026; Tesla Robotaxi Austin launch; Uber AV integration in 5 US cities. 15-20 year timeline plausible on current S-curve.

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

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 = 57.6%

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: 9 pending
  1. 2026-10-01 → 2027-06-30pendingWaymo crosses 1M paid rides per week run rate
    How: Waymo (Alphabet) press release or earnings disclosure confirms 1M paid rides per week, four-fold up from 500K/week as of March 2026
    Source: Waymo blog; Alphabet quarterly earnings; TechCrunch ridership trackingconf 75%
  2. 2027-06-01 → 2030-06-30pendingFirst U.S. metro reports >10% of ride-hailing trips fulfilled autonomously
    How: S&P Global Mobility, INRIX, or city DMV data confirms >10% of ride-hailing trips in any single U.S. metro area (Phoenix, SF, LA, Austin, Atlanta) are completed by AVs, on a trailing-30-day basis
    Source: S&P Global Mobility autonomous ride-hailing tracker; INRIX; city transportation departmentsconf 70%
  3. 2028-01-01 → 2033-12-31pendingUber/Lyft platform AV trips exceed 25% of total in any major market
    How: Uber or Lyft 10-Q/10-K disclosure shows AV-fulfilled trips >25% of platform trips in any U.S. metro market
    Source: Uber/Lyft SEC filings; quarterly earnings transcriptsconf 60%
  4. 2028-01-01 → 2035-12-31pendingFirst major city issues all-AV ride-hailing licensing framework
    How: Any U.S./EU/Asian city with >2M population passes ordinance permitting unrestricted commercial AV ride-hailing without human safety driver requirement, formalizing transition path
    Source: City council records; CPUC/PUC filings; municipal codesconf 55%
  5. 2033-01-01 → 2041-12-31pendingGlobal ride-hailing AV penetration crosses 25% (BCG / S&P benchmark)
    How: BCG, S&P Global Mobility, or McKinsey global mobility report confirms >25% of global ride-hailing trips are autonomous on trailing 12-month basis
    Source: BCG mobility reports; S&P Global Mobility; McKinsey Center for Future Mobilityconf 50%
  6. 2042-01-19pendingQ1 window check-in (25%)
  7. 2043-02-07pendingQ2 window check-in (50%)
  8. 2044-02-26pendingQ3 window check-in (75%)

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: 58%)

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
LBP2026-05-10T02:00:02Z57.6%-1.2pp
Network propagation: 58.8% → 57.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z58.8%-2.3pp
Network propagation: 61.1% → 58.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z61.1%-1.4pp
Network propagation: 62.4% → 61.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z62.4%-2.6pp
Network propagation: 65.0% → 62.4%
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
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.650+0.026
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.650+0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

4 ticker(s) linked

Adverse (4)

ALLPGRTRVUBER

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importWaymo surpassed 200K weekly paid rides Q1 2026; Tesla Robotaxi Austin launch; Uber AV integration in 5 US cities. 15-20 year timeline plausible on current S-curve.

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.596arxivGPS-Enhanced Tourist Mobility Modeling with Seasonal Spatial Priors and LLM-Based Activity Chain Generationmentionspending2026-05-28
0.573manifoldStrait of Hormuz traffic returns to normal by end of July? [Polymarket]31%mentionspending2026-05-28
0.571manifoldStrait of Hormuz traffic returns to normal by end of August? [Polymarket]56%mentionspending2026-05-29

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "majority",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Uber actively partnering with Waymo, WeRide, Waabi, Lucid, Nuro, May Mobility, Momenta. Couples with INF_036 (Khosrowshahi kinetic-edge) and INF_028 (Blundin labor displacement).",
  "to_year": 2046,
  "conv_cues": "CEO FIRST_PERSON; specific 15-20 year horizon",
  "direction": "HAPPEN",
  "from_year": 2041,
  "timeframe": "2041-2046",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Waymo crosses 1M paid rides per week run rate",
      "source": "Waymo blog; Alphabet quarterly earnings; TechCrunch ridership tracking",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://techcrunch.com/2026/03/27/waymo-skyrocketing-ridership-in-one-chart/",
      "expected_date": "2027-02-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-10-01"
      },
      "measurement_criterion": "Waymo (Alphabet) press release or earnings disclosure confirms 1M paid rides per week, four-fold up from 500K/week as of March 2026"
    },
    {
      "kind": "llm_pre_event",
      "label": "First U.S. metro reports >10% of ride-hailing trips fulfilled autonomously",
      "source": "S&P Global Mobility autonomous ride-hailing tracker; INRIX; city transportation departments",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.spglobal.com/automotive-insights/en/blogs/2025/12/autonomous-ride-hailing-grows-key-us-markets",
      "expected_date": "2028-12-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2030-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "S&P Global Mobility, INRIX, or city DMV data confirms >10% of ride-hailing trips in any single U.S. metro area (Phoenix, SF, LA, Austin, Atlanta) are completed by AVs, on a trailing-30-day basis"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Robotaxi >10% urban miles by Nov 2030",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "S_ROBOTAXI_MASS_2030",
      "expected_date": "2030-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber/Lyft platform AV trips exceed 25% of total in any major market",
      "source": "Uber/Lyft SEC filings; quarterly earnings transcripts",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2030-12-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2033-12-31",
        "from": "2028-01-01"
      },
      "measurement_criterion": "Uber or Lyft 10-Q/10-K disclosure shows AV-fulfilled trips >25% of platform trips in any U.S. metro market"
    },
    {
      "kind": "llm_post_event",
      "label": "First major city issues all-AV ride-hailing licensing framework",
      "source": "City council records; CPUC/PUC filings; municipal codes",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2031-12-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2035-12-31",
        "from": "2028-01-01"
      },
      "measurement_criterion": "Any U.S./EU/Asian city with >2M population passes ordinance permitting unrestricted commercial AV ride-hailing without human safety driver requirement, formalizing transition path"
    },
    {
      "kind": "llm_post_event",
      "label": "Global ride-hailing AV penetration crosses 25% (BCG / S&P benchmark)",
      "source": "BCG mobility reports; S&P Global Mobility; McKinsey Center for Future Mobili
... (truncated)