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243_025predictionAuto/Transportautonomous

Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deployment

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

Prior probability
60.0%
Current probability
44.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
4 / 0
Tickers exposed
31

Prediction text

Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deployment | I'd say the Middle East is actually the most open and leaning forward in terms of innovation of all kinds... you will see many more autonomous vehicles on Uber in the Middle East.

Watch events: Waymo 1M rides/wk (end-2026); Tesla Robotaxi scaling; NHTSA AV rules

Verbatim quote

From episode "Uber vs. Tesla, Robotaxi Timelines, and the End of Human Driving | Uber CEO Dara Khosrowshahi | #243"
I'd say the Middle East is actually the most open and leaning forward in terms of innovation of all kinds... you will see many more autonomous vehicles on Uber in the Middle East.

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 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.4%

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. 2026-12-31pendingLucid-Nuro-Uber Saudi-backed robotaxi service goes live in Riyadh per late-2026 launch plan
    How: Public Riyadh paid-ride service operating without safety driver; PIF/Lucid press release or Uber app rollout confirmation
    Source: https://www.arabianbusiness.com/industries/transport/saudi-backed-lucid-nuro-and-uber-debut-their-robotaxi-ahead-of-late-2026-launchconf 65%
  2. 2027-03-03pendingQ1 window check-in (25%)
  3. 2027-12-31pendingWeRide-Uber 1,200 robotaxi Middle East deployment substantially executed across Dubai, Abu Dhabi, and Riyadh
    How: WeRide investor/Uber press release confirms >=800 of the 1,200 announced robotaxis operational across UAE+KSA cities under fare-charging service
    Source: https://investor.uber.com/news-events/news/press-release-details/2026/WeRide-and-Uber-to-Deploy-1200-Robotaxis-in-the-Middle-East-2026--kIzNfL9kh/default.aspxconf 70%
  4. 2028-01-04pendingQ2 window check-in (50%)
  5. 2027-06-01 → 2028-12-31pendingWeRide-Uber expand from 3 of 15 contracted Middle East cities to >=8 cities
    How: WeRide IR or Uber regional press release lists at least 8 distinct UAE/KSA/Qatar/Bahrain cities with active commercial robotaxi service
    Source: https://ir.weride.ai/news-releases/news-release-details/weride-and-uber-begin-first-commercial-robotaxi-service-downtownconf 60%
  6. 2028-11-06pendingQ3 window check-in (75%)
  7. 2028-01-01 → 2029-12-31pendingUAE/KSA robotaxi penetration on Uber app exceeds top US market share by AV-trip volume
    How: Uber AV mobility quarterly disclosure or Khosrowshahi commentary cites Middle East as #1 region by share of total Uber AV trips
    Source: https://www.automotiveworld.com/news/455938/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: 44%)

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
LBP2026-05-17T02:00:01Z44.4%-1.7pp
Network propagation: 46.2% → 44.4%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z46.2%-3.4pp
Network propagation: 49.6% → 46.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.6%-6.8pp
Network propagation: 56.4% → 49.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z56.4%-1.2pp
Network propagation: 57.6% → 56.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z57.6%-2.4pp
Network propagation: 60.0% → 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
prereqS_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
30.0%0.6000.050-0.229
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.600+0.112
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.600+0.101

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (24)

INVZWRDLIDRAEVAMBLYPONYOUSTVRRMAMBAAURAIOTHSAIMBGAFBIDUBMWYYGMGOOGLHMCIOTQCOMTMTSLAUBERVWAGY

Adverse (5)

MCYALLCINFPGRTRV

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
correlateS_ROBOTAXI_TESLA_2026Tesla FSD unsupervised wide deployment by Nov 2026robotaxi_deployment
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.585manifoldStrait of Hormuz traffic returns to normal by end of July? [Polymarket]31%mentionspending2026-05-28
0.583manifoldStrait of Hormuz traffic returns to normal by end of August? [Polymarket]56%mentionspending2026-05-29
0.570polymarketSaudi Arabia bans US military aircraft by May 31?3%mentionspending2026-05-15
0.564gdeltmentionspending2026-04-30
0.560polymarketIran agrees to unrestricted shipping through Hormuz by May 31?18%mentionspending2026-04-29
0.556polymarketIran closes its airspace by June 8?3%mentionspending2026-06-03
0.556polymarketIran closes its airspace by May 8?1%mentionspending2026-05-01
0.556polymarketIran closes its airspace by May 24?38%mentionspending2026-05-12
0.556polymarketIran closes its airspace by May 21?19%mentionspending2026-05-12
0.556polymarketIran closes its airspace by June 30?19%mentionspending2026-05-12

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=fzKVYNBg50E",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "we are in Abu Dhabi as we speak with autonomous vehicles with our with our partner WeRide. And you will see many more autonomous vehicles on Uber in the Middle East.",
  "verbatim": "I'd say the Middle East is actually the most open and leaning forward in terms of innovation of all kinds... you will see many more autonomous vehicles on Uber in the Middle East.",
  "conv_cues": "you will see",
  "direction": "HAPPEN",
  "timeframe": "Near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Tesla FSD unsupervised wide deployment by Nov 2026",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": "S_ROBOTAXI_TESLA_2026",
      "expected_date": "2026-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Lucid-Nuro-Uber Saudi-backed robotaxi service goes live in Riyadh per late-2026 launch plan",
      "source": "https://www.arabianbusiness.com/industries/transport/saudi-backed-lucid-nuro-and-uber-debut-their-robotaxi-ahead-of-late-2026-launch",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2026-12-31",
      "research_origin": "training",
      "measurement_criterion": "Public Riyadh paid-ride service operating without safety driver; PIF/Lucid press release or Uber app rollout confirmation"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-03-03",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "WeRide-Uber 1,200 robotaxi Middle East deployment substantially executed across Dubai, Abu Dhabi, and Riyadh",
      "source": "https://investor.uber.com/news-events/news/press-release-details/2026/WeRide-and-Uber-to-Deploy-1200-Robotaxis-in-the-Middle-East-2026--kIzNfL9kh/default.aspx",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-12-31",
      "research_origin": "training",
      "measurement_criterion": "WeRide investor/Uber press release confirms >=800 of the 1,200 announced robotaxis operational across UAE+KSA cities under fare-charging service"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2028-01-04",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "WeRide-Uber expand from 3 of 15 contracted Middle East cities to >=8 cities",
      "source": "https://ir.weride.ai/news-releases/news-release-details/weride-and-uber-begin-first-commercial-robotaxi-service-downtown",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2028-03-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "WeRide IR or Uber regional press release lists at least 8 distinct UAE/KSA/Qatar/Bahrain cities with active commercial robotaxi service"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2028-11-06",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "UAE/KSA robotaxi penetration on Uber app exceeds top US market share by AV-trip volume",
      "source": "https://www.automotiveworld.com/new
... (truncated)