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
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
Dra, you have what, a million odd drivers and a self-driving car is imminent... but it's imminent.
Predictor: Dave Blundin
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-06-01 → 2027-06-30pendingTesla unsupervised robotaxi fleet expands beyond initial Texas trio to >=10 US citiesHow: 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%
- 2027-03-11pendingQ1 window check-in (25%)
- 2026-09-01 → 2028-12-31pendingBureau of Labor Statistics or Uber/Lyft reporting documents >=15% YoY decline in active rideshare drivers in robotaxi-saturated metrosHow: 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 footprintSource: https://www.2120insights.com/p/how-autonomous-vehicles-will-changeconf 55%
- 2028-01-21pendingQ2 window check-in (50%)
- 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 vehiclesSource: https://robotaxitracker.com/conf 50%
- 2027-01-01 → 2029-12-31pendingMajor California / state-level legislation passes mandating retraining/transition fund for displaced rideshare driversHow: California, New York, or Washington state legislature enacts law (signed by governor) creating financial transition program specifically for rideshare drivers displaced by AVsSource: https://www.usnews.com/news/business/articles/2026-01-09/lyft-and-uber-drivers-protest-waymo-robotaxis-as-california-considers-further-regulationsconf 45%
- 2028-12-02pendingQ3 window check-in (75%)
- 2028-01-01 → 2030-06-30pendingUber CEO or earnings call discloses AV trips exceed 25% of total US ride volumeHow: Uber 10-K, 10-Q, or CEO commentary cites autonomous trips representing >=25% of US ride volume or US gross bookingsSource: 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?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | S_ROBOTAXI_MASS_2030 Robotaxi >10% urban miles by Nov 2030 | 30.0% | 0.650 | 0.050 | -0.255 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.105 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.650 | +0.093 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.650 | +0.075 |
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.650 | -0.045 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_ROBOTAXI_MASS_2030 | Robotaxi >10% urban miles by Nov 2030 | robotaxi_deployment | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Raw metadata
{
"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)