Exercise
The probability that a member of a certain class of homeowners with liability and property coverage will file a liability claim is 0.04, and the probability that a member of this class will file a property claim is 0.10. The probability that a member of this class will file a liability claim but not a property claim is 0.01.
Calculate the probability that a randomly selected member of this class of homeowners will not file a claim of either type.
- 0.850
- 0.860
- 0.864
- 0.870
- 0.890
Let [math]L[/math] be the event that a member files a liability claim. Let [math]P[/math] be the event that a member files a property claim. The problem provides the following probabilities:
| Event Description | Probability |
|---|---|
| Probability of filing a liability claim | [math]P(L) = 0.04[/math] |
| Probability of filing a property claim | [math]P(P) = 0.10[/math] |
| Probability of filing a liability claim but not a property claim | [math]P(L \cap P^c) = 0.01[/math] |
The event of filing a liability claim ([math]L[/math]) can be split into two mutually exclusive events: filing a liability claim and a property claim ([math]L \cap P[/math]), or filing a liability claim but not a property claim ([math]L \cap P^c[/math]). Therefore, we can write:
Similarly, the event of filing a property claim ([math]P[/math]) can be split into two mutually exclusive events: filing a property claim and a liability claim ([math]L \cap P[/math]), or filing a property claim but not a liability claim ([math]P \cap L^c[/math]). Therefore, we can write:
We need to find the probability that a randomly selected member will not file a claim of either type. This is represented by [math]P(L^c \cap P^c)[/math]. Using De Morgan's laws, [math]P(L^c \cap P^c) = P((L \cup P)^c)[/math]. This means the probability of not filing either claim is 1 minus the probability of filing at least one claim. The event of filing at least one claim ([math]L \cup P[/math]) can be decomposed into the sum of the probabilities of three mutually exclusive events we have already determined:
| Event | Probability |
|---|---|
| Filing a liability claim but not a property claim | [math]P(L \cap P^c) = 0.01[/math] |
| Filing both a liability and a property claim | [math]P(L \cap P) = 0.03[/math] |
| Filing a property claim but not a liability claim | [math]P(P \cap L^c) = 0.07[/math] |
The probability of filing at least one claim is the sum of these probabilities:
- Understanding probability notation for events and their complements ([math]P(A)[/math], [math]P(A^c)[/math]) and intersections ([math]P(A \cap B)[/math]).
- Decomposition of a probability into mutually exclusive parts: [math]P(A) = P(A \cap B) + P(A \cap B^c)[/math]. This allows solving for unknown intersections.
- The complement rule for probabilities: [math]P(E^c) = 1 - P(E)[/math]. This is essential for finding the probability of "not filing either claim".
- De Morgan's Laws for sets: [math]P(A^c \cap B^c) = P((A \cup B)^c)[/math], which is useful for translating "neither A nor B" into "not (A or B)".
- The probability of the union of mutually exclusive events is the sum of their individual probabilities.