Non-Life Automotive Portfolio Claims Data
Data Science and Analytics
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Data describes an actual motor vehicle insurance portfolio, specifically focusing on non-life motor coverage. It captures the primary activities of the portfolio over a three-year span. Each record represents a policy transaction, providing granular details regarding customer behaviour, vehicle specifics, and claims history. This product is highly valuable for predictive modeling related to risk assessment and policy renewal.
Columns
The dataset contains 30 distinct variables detailing policy attributes and history:
- ID: Unique identifier assigned to the policy holder.
- Date_start_contract: The initiation date of the policy contract.
- Date_last_renewal: The date the policy was most recently renewed.
- Date_next_renewal: The scheduled date for the next policy renewal.
- Date_birth: The policy holder's date of birth.
- Date_driving_licence: The date the policy holder obtained their driving licence.
- Distribution_channel: The specific sales channel used to acquire the policy.
- Seniority: A measure of how long the customer has maintained a relationship with the insurer.
- Policies_in_force: The count of active policies currently held by the customer.
- Max_policies: The maximum allowed number of policies for the customer profile.
- Max_products: The maximum number of products associated with the customer.
- Lapse: A binary indicator showing whether the policy has lapsed (0 or 1).
- Date_lapse: The specific date the policy lapsed, if applicable.
- Payment: Details concerning the method of premium payment.
- Premium: The financial cost of the insurance policy.
- Cost_claims_year: The financial outlay incurred for claims during the current year.
- N_claims_year: The number of claims filed within the current year.
- N_claims_history: The total accumulated count of historical claims.
- R_Claims_history: A historical claims ratio or related rate.
- Type_risk: Categorisation of the assessed risk level for the policy.
- Area: Geographic designation of the insured location.
- Second_driver: Indicator variable for whether an additional driver is listed on the policy.
- Year_matriculation: The year the vehicle was first registered.
- Power: The engine power of the insured vehicle.
- Cylinder_capacity: The engine size of the vehicle.
- Value_vehicle: The estimated worth of the vehicle.
- N_doors: The number of doors on the vehicle.
- Type_fuel: The type of fuel the vehicle uses (e.g., Petrol).
- Length: The physical length of the vehicle.
- Weight: The weight of the vehicle.
Distribution
The data is presented in a spreadsheet-compatible format. The collection contains 105,555 records, structured across 30 distinct variables. Each row within the dataset captures the details of a single policy transaction.
Usage
This dataset is ideally suited for:
- Developing predictive models for policy lapse or renewal behaviour.
- Actuarial analysis of motor insurance risk profiles and profitability.
- Evaluating the impact of specific vehicle attributes (such as power or age) on claims frequency and cost.
- Analysing trends in premium setting across different customer and vehicle segments.
Coverage
The temporal scope of the records spans three full years of activity, specifically running from November 2015 to December 2018. Demographic details include the insured individuals' dates of birth and the dates they obtained their driving licenses. Geographic context is included via an 'Area' variable.
License
CC0: Public Domain
Who Can Use It
- Data Scientists: For training machine learning models that forecast claim events or customer retention.
- Risk Managers: To refine underwriting standards and assess exposure based on vehicle characteristics and customer history.
- Academic Researchers: To study market dynamics within the non-life insurance sector.
Dataset Name Suggestions
- Motor Vehicle Insurance Policy Transaction History
- Non-Life Automotive Portfolio Claims Data
- Historical Customer Records for Car Insurance
Attributes
Original Data Source: Non-Life Automotive Portfolio Claims Data
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