Event Logs For Process Mining
Gain hands-on experience with a real car insurance claims use case.
@kaggle.carlosalvite_car_insurance_claims_event_log_for_process_mining
Gain hands-on experience with a real car insurance claims use case.
@kaggle.carlosalvite_car_insurance_claims_event_log_for_process_mining
Description
This event log has been artificially generated and curated to provide a comprehensive view of car insurance claims, allowing users to discover and identify bottlenecks, automation opportunities, conformance issues, reworks, and potential fraudulent cases using any process mining software.
You can find more event logs here: https://processminingdata.com/
Standard Process flow:
“First Notification of Loss (FNOL)” -> “Assign Claim” -> “Claim Decision” -> “Set Reserve” -> “Payment Sent” -> “Close Claim”
Attributes:
Total number of claims: 30,000
Dates: Claims belong to years 2020, 2021, and 2022.
Disclaimer: Personal names are fake.
CREATE TABLE insurance_claims_event_log (
"case_id" VARCHAR,
"activity_name" VARCHAR,
"timestamp" TIMESTAMP,
"claimant_name" VARCHAR,
"agent_name" VARCHAR,
"adjuster_name" VARCHAR,
"claim_amount" DOUBLE,
"claimant_age" BIGINT,
"type_of_policy" VARCHAR,
"car_make" VARCHAR,
"car_model" VARCHAR,
"car_year" BIGINT,
"type_of_accident" VARCHAR,
"user_type" VARCHAR
);Anyone who has the link will be able to view this.