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234_030predictionAuto/TransportAI-scaling

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

Prior probability
60.0%
Current probability
44.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
6 / 0
Tickers exposed
39

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

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
if nobody ever crashes, you don't need anywhere near as big an auto insurance industry anymore.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
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

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 = 44.7%

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 ✓ · 5 pending
  1. 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 adoption
    Source: 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.
  2. 2026-01-15hitLemonade launches Autonomous Car Insurance with 50% FSD rate cut
    How: Insurance carrier launches autonomous-vehicle product with material premium reduction
    Source: 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.
  3. 2026-02-19hitProgressive stock down 45% and Allstate down 50%+ from start of 2025
    How: PGR and ALL share prices materially declined since start of 2025 reflecting AI-disruption concerns
    Source: 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.
  4. 2027-02-03pendingQ1 window check-in (25%)
  5. 2027-11-10pendingQ2 window check-in (50%)
  6. 2027-01-01 → 2029-12-31pendingUS private auto insurance direct-written premiums decline YoY for first time since 2019
    How: S&P Global Market Intelligence or NAIC reports first YoY decline in US private auto direct-written premiums since 2019, driven by AV/AI
    Source: S&P Global, NAIC market dataconf 55%
  7. 2028-08-16pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2030-12-31pendingMajor P&C insurer announces material auto-insurance business divestiture or runoff
    How: A top-10 US auto insurer publicly announces auto-line strategic exit, runoff, or sale of book
    Source: 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?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 45%)

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
LBP2026-05-17T02:00:01Z44.7%-1.0pp
Network propagation: 45.7% → 44.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z45.7%-2.0pp
Network propagation: 47.7% → 45.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.7%-4.0pp
Network propagation: 51.8% → 47.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.8%-2.8pp
Network propagation: 54.6% → 51.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z54.6%-5.4pp
Network propagation: 60.0% → 54.6%
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%0.6000.050-0.232
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.098
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.087
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.071
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.039

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

39 ticker(s) linked

Beneficiaries (24)

NBISNVDAPLABEQIXAPLDASMIYASMLWULFIRENALABMUCRWVAMZNMSFTSTXSFTBYDELLAMTORCLGOOGLAAPLIRMLNVGYMETA

Adverse (6)

IBMACNCHGGGENLRNWNS

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)