202104-6

Discussion in 'CS2' started by ykai, Aug 31, 2023.

  1. ykai

    ykai Ton up Member

    Claims on a particular type of insurance policy follow a compound Poisson process
    with an annual claim rate per policy of 0.4. Individual claim amounts are
    Exponentially distributed with mean 120. In addition, for a given claim and
    independent of its size, there is a probability of 20% that an extra claim handling
    expense of 30 is incurred. The insurer charges an annual premium of 60 per policy.
    Estimate, using a Normal approximation, the minimum number of policies to be sold
    so that the insurer has at least a 99% probability of making a profit.


    Let the individual total claim costs be denoted by X.
    Then X = Y + Z where Y is the cost of the claim and Z is the claim handling expense.
    Var(Y) = 120^2 = 14,400
    Var(Z) = 0.2 * 30^2 - 6^2 = 144

    Where did 6^2 comes from?
     
  2. Andrew Martin

    Andrew Martin ActEd Tutor Staff Member

    Hello

    The formula here is:

    Var(Z) = E[Z^2] - E[Z]^2

    E[Z] = 0.2 * 30 = 6.

    Hope this helps!

    Andy
     
  3. ykai

    ykai Ton up Member

    Thank you for your reponse! I have fully understand.
     
  4. Tom17

    Tom17 Made first post

    Hi, I would like to additionally ask, from what is E(Z^2) = 0.2*30^2 derived? Do we assume that Z~Bin(30,0.2), in which case E(Z^2) = 30*0.2*0.8 + (30*0.2)^2?
     
  5. ykai

    ykai Ton up Member

    S=sum(X)~compound Poisson
    N~Poisson(lambda)
    X~?(parameter)

    Var(X)=E(X^2)-E^2(X)=>E(X^2)=Var(X)+E^2(X)
    Becasue E(N) & VAR(N) of Poisson are lambda, we could combine original equation of Var(X)=E(N)*Var(X)+Var(N)*E^2(X) become lambda*Var(X)+lambda*E^2(X)=lambda*E(X^2).
     
  6. Andrew Martin

    Andrew Martin ActEd Tutor Staff Member

    Hello

    Z is a discrete RV that can take the values 0 or 30 with probabilities 0.8 and 0.2, respectively.

    For a discrete RV, we have:

    E[h(Z)] = sum(z):[h(z) * P(Z = z)]

    So:

    E[Z^2] = 0^2 * 0.8 + 30^2 * 0.2 = 0.2 * 30^2.

    Hope that helps!

    Andy
     
  7. Tom17

    Tom17 Made first post

    Thank you very much, that is clear now.
     

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