Auto insurance industry will shrink as crashes decline from self-driving
Predictor: Dave Blundin · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source
Prediction text
Auto insurance industry will shrink as crashes decline from self-driving | if nobody ever crashes, you don't need anywhere near as big an auto insurance industry anymore.
Verbatim quote
if nobody ever crashes, you don't need anywhere near as big an auto insurance industry anymore.
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
- 2025-06-11hitGoldman/EY publish formal industry-decline forecast (30-50% premium decline)How: Major bank or accounting firm forecasts 30-50% auto-insurance premium decline due to AV adoptionSource: https://fortune.com/2025/06/11/goldman-sachs-autonomous-cars-insurance-costs-fault-accidents/conf 95%Notes: HIT — Goldman ($0.50/mile to $0.23/mile by 2040) + EY (30-50% premium decline). Quantitative insurance-shrinkage forecast on record.
- 2026-01-15hitLemonade launches Autonomous Car Insurance with 50% FSD rate cutHow: Insurance carrier launches autonomous-vehicle product with material premium reductionSource: https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offerconf 95%Notes: HIT — direct insurance disruption signal. First product priced for autonomous-driven miles.
- 2026-02-19hitProgressive stock down 45% and Allstate down 50%+ from start of 2025How: PGR and ALL share prices materially declined since start of 2025 reflecting AI-disruption concernsSource: https://www.cnbc.com/2026/02/19/ai-disruption-fear-might-strike-auto-insurers-two-stocks-are-in-the-crosshairs.htmlconf 95%Notes: HIT — equity markets pricing in insurance disruption: PGR -45% YTD-2025, ALL -50%+. Direct shrinkage signal.
- 2027-02-03pendingQ1 window check-in (25%)
- 2027-11-10pendingQ2 window check-in (50%)
- 2027-01-01 → 2029-12-31pendingUS private auto insurance direct-written premiums decline YoY for first time since 2019How: S&P Global Market Intelligence or NAIC reports first YoY decline in US private auto direct-written premiums since 2019, driven by AV/AISource: S&P Global, NAIC market dataconf 55%
- 2028-08-16pendingQ3 window check-in (75%)
- 2027-06-01 → 2030-12-31pendingMajor P&C insurer announces material auto-insurance business divestiture or runoffHow: A top-10 US auto insurer publicly announces auto-line strategic exit, runoff, or sale of bookSource: SEC filings, insurance industry pressconf 30%Notes: Cascade: tail-risk shrinkage signal. Progressive 90%+ auto exposure means structural threat.
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
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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% | 0.600 | 0.050 | -0.232 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.098 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.600 | +0.087 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.600 | +0.071 |
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.600 | -0.039 |
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=dmtvGKuRE64",
"mode": "PREDICTION",
"role": "Host",
"context": "Lemonade will ensure the self-driving cars at a low rate. They're also going to ensure the um the robo cababs. Um and they don't care that the the crash rate will go way way down, which means the margins in auto insurance will be crazy high for a while, but ultimately the industry will shrink. And if nobody ever crashes, you don't need anywhere near as big an auto insurance industry anymore.",
"verbatim": "if nobody ever crashes, you don't need anywhere near as big an auto insurance industry anymore.",
"conv_cues": "ultimately the industry will shrink",
"direction": "DOWN",
"timeframe": "Unspecified future",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Goldman/EY publish formal industry-decline forecast (30-50% premium decline)",
"notes": "HIT — Goldman ($0.50/mile to $0.23/mile by 2040) + EY (30-50% premium decline). Quantitative insurance-shrinkage forecast on record.",
"source": "https://fortune.com/2025/06/11/goldman-sachs-autonomous-cars-insurance-costs-fault-accidents/",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.95,
"source_url": "https://fortune.com/2025/06/11/goldman-sachs-autonomous-cars-insurance-costs-fault-accidents/",
"expected_date": "2025-11-14",
"observed_date": "2025-06-11",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-04-30",
"from": "2025-06-01"
},
"measurement_criterion": "Major bank or accounting firm forecasts 30-50% auto-insurance premium decline due to AV adoption"
},
{
"kind": "llm_pre_event",
"label": "Lemonade launches Autonomous Car Insurance with 50% FSD rate cut",
"notes": "HIT — direct insurance disruption signal. First product priced for autonomous-driven miles.",
"source": "https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offer",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offer",
"expected_date": "2026-01-31",
"observed_date": "2026-01-15",
"research_origin": "deep_research",
"measurement_criterion": "Insurance carrier launches autonomous-vehicle product with material premium reduction"
},
{
"kind": "llm_pre_event",
"label": "Progressive stock down 45% and Allstate down 50%+ from start of 2025",
"notes": "HIT — equity markets pricing in insurance disruption: PGR -45% YTD-2025, ALL -50%+. Direct shrinkage signal.",
"source": "https://www.cnbc.com/2026/02/19/ai-disruption-fear-might-strike-auto-insurers-two-stocks-are-in-the-crosshairs.html",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.cnbc.com/2026/02/19/ai-disruption-fear-might-strike-auto-insurers-two-stocks-are-in-the-crosshairs.html",
"expected_date": "2026-02-19",
"observed_date": "2026-02-19",
"research_origin": "deep_research",
"measurement_criterion": "PGR and ALL share prices materially declined since start of 2025 reflecting AI-disruption concerns"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -5,
"source_id": null,
"expected_date": "2027-02-03",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
... (truncated)