THE ACTUARY LENS · CONNECTED VEHICLE DATA
What can the vehicle actually tell us?
Data access can improve observation. Its insurance value depends on verified signals, usable coverage and consent.
Explore Connected Car Data Lab →INSURANCE IMPLICATIONS
The actuarial conclusion
Test- Direction
- Better observation may improve validation, exposure measurement and claims triage.
- Magnitude
- A coverage listing establishes neither usable signals nor pricing lift.
- Timing
- Only when access, consent and signal availability are verified.
- Evidence
- Documented routes require model, VIN, signal and contract checks.
- Response
- Test before changing portfolio assumptions.
What would change this view? Reassess after a consented pilot verifies coverage, quality and incremental value.
Data periodVaries by source; see SourcesLatest source check2026-09-22Assessment last changedNo separate change date recorded
VALIDATION
Corroborate a declaration
A verified odometer or vehicle identity can support a check. A manufacturer listing alone does not confirm that the specific model, VIN or signal is available.
Test: Match a sample of vehicles to the actual response, record missingness and investigate discrepancies before treating them as misrepresentation.
Explore proportionate validation →MILEAGE & EXPOSURE
Measure use consistently
Odometer readings can help measure distance when timestamps, units and continuity are reliable. They do not describe every journey or its risk environment.
Test: Compare connected readings with another mileage record and quantify gaps, delays and selection effects.
Explore Pay Per Mile →CLAIMS
Support an investigation
Available time, location or event signals may corroborate an account. Availability and resolution vary; missing data is not proof that an event did not happen.
Test: Agree the claim question first, then verify retention, timestamps and what the documented signal can establish.
CONSENT & CUSTOMER OUTCOMES
Design for access ending
A usable service needs a clear customer purpose, an appropriate access route and a plan for withdrawal, vehicle sale and interruption.
Test: Explain the data use in plain language and provide a workable fallback when a customer cannot share data.