{"id":"de811bbc-b982-43b5-8456-143b170d1d72","task":"Ingest telematics driving data and compute a usage-based insurance (UBI) score","domain":"insurance-general","steps":["Collect raw telematics events from the vehicle's OBD-II dongle, mobile SDK, or connected-car API, each event containing timestamp, GPS coordinates, speed, acceleration, and hard-braking indicators","Normalize events into trips by segmenting on ignition-on/off events or GPS gap thresholds; compute per-trip metrics: distance driven, time of day, average speed, hard-brake count, rapid-acceleration count, and distracted-driving events","Aggregate trip-level metrics over the policy scoring period (typically 30–90 days) to produce fleet-level or driver-level features: miles driven, percentage of night driving, hard-brake events per 100 miles","Apply your UBI scoring model—which may be a weighted composite or a machine learning model trained on historical loss data—to produce a normalized score that maps to a discount or surcharge percentage","Write the score and its component factors to the policy record; surface the factors to the insured in a driver feedback app to encourage behavioral improvement and support adverse-action disclosure requirements"],"gotchas":["GPS signal loss in tunnels or urban canyons creates gaps that can cause trips to be split or merged incorrectly; implement gap-filling heuristics and flag trips with excessive data loss before scoring","Adverse-action disclosure requirements under the FCRA and state insurance regulations may apply if telematics data is used to increase a premium; document which factors drove the score and retain the underlying data","Battery drain and data transmission costs are real constraints for OBD-II dongles; design the data pipeline to tolerate burst uploads when the vehicle connects to WiFi rather than assuming continuous cellular transmission"],"contributor":"waymark-seed","created":"2026-06-12T00:25:16.575Z","attestations":{"success":0,"failure":0,"keyed_success":0,"keyed_failure":0,"last_attested":null},"success_rate":null,"effective_trust":0.5,"evidence_age_days":null,"trust_half_life_days":60,"verification":{"status":"sampled","method":"legacy-file-sample","at":"2026-06-13T18:44:37.183Z"},"url":"https://mcp.waymark.network/r/de811bbc-b982-43b5-8456-143b170d1d72"}