A causal inference approach to measure price elasticity in Automobile Insurance

作者:

Highlights:

• We outline a novel approach to estimate price elasticity (PE) in insurance.

• We describe the potential pitfalls with the conventional PE estimation approach.

• A real-case study using data from a large Canadian insurer is described in detail.

• We illustrate how the PE estimates can be used to optimize policy premiums.

• Premium optimization involves a trade-off between market-share and profitability.

摘要

•We outline a novel approach to estimate price elasticity (PE) in insurance.•We describe the potential pitfalls with the conventional PE estimation approach.•A real-case study using data from a large Canadian insurer is described in detail.•We illustrate how the PE estimates can be used to optimize policy premiums.•Premium optimization involves a trade-off between market-share and profitability.

论文关键词:Causal inference,Price elasticity,Price optimization,Insurance

论文评审过程:Available online 27 July 2013.

论文官网地址:https://doi.org/10.1016/j.eswa.2013.07.059