Exercise
The amount of a claim that a car insurance company pays out follows an exponential distribution. By imposing a deductible of d, the insurance company reduces the expected claim payment by 10%.
Calculate the percentage reduction on the variance of the claim payment.
- 1%
- 5%
- 10%
- 20%
- 25%
Solution: A
Let [math]X[/math] denote the amount of a claim before application of the deductible. Let [math]Y[/math] denote the amount of a claim payment after application of the deductible. Let [math]λ[/math] be the mean of [math]X[/math], which because [math]X[/math] is exponential, implies that [math]λ^2 [/math] is the variance of [math]X[/math] and [math]\operatorname{E} ( X^2 ) = 2λ^2. [/math]
By the memoryless property of the exponential distribution, the conditional distribution of the portion of a claim above the deductible given that the claim exceeds the deductible is an exponential distribution with mean [math]λ[/math] . Given that [math]\operatorname{E} (Y ) = 0.9λ [/math] , this implies that the probability of a claim exceeding the deductible is 0.9 and thus [math]\operatorname{E}(Y^2) - 0.9(2\lambda^2) = 1.8\lambda^2. [/math] Then
The percentage reduction is 1%.