JSJOHAN STRYDOMSubscribe free
The Actuary Lens

A connected car is a potential source of evidence

Vehicle signals become useful through verified, consented access.

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 five conclusions

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.

Evidence dates, periods and supporting sources

See the worked framework example

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.

SOURCES

Trace access claims to their documentation

The released provider, OEM and signal register records the evidence and its limits. Manufacturer coverage is not confirmation of live model or VIN access.

Open provider, OEM and signal sources →

UPDATES

Evidence and assessment changes

Evidence dates

Observation periods and publication dates appear with the supporting sources in Data & sources. A source check records an inspection; it does not make the evidence newer.

Assessment changes

The assessment changes when the evidence justifies a different insurance conclusion. Its change date is recorded separately from source checks and the date this release was published.