SOLUTION: An auditor for American Health Insurance reports that 20% of policyholders submit a claim during the year. 15 policyholders are selected randomly. What is the probability that at l

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Question 1029807: An auditor for American Health Insurance reports that 20% of policyholders submit a claim during the year. 15 policyholders are selected randomly. What is the probability that at least 3 of them submitted a claim the previous year?
Answer by mathmate(429) About Me  (Show Source):
You can put this solution on YOUR website!

Question:
An auditor for American Health Insurance reports that 20% of policyholders submit a claim during the year. 15 policyholders are selected randomly. What is the probability that at least 3 of them submitted a claim the previous year?

Solution:
The probability of success (submitted a claim) is p=0.20, and remains constant throughout.
Size of sample, n=15, and policyholders are selected randomly (assumed independently as well).
x=3, number of successes for which probability is required.

The above data satisfies the necessary conditions for modelling with the binomial distribution, which estimates the probability of x successes out of n each with a probability of p as:
P(X=x,p,n)=C%28n%2Cx%29%2Ap%5E%28x%29%2A%281-p%29%5E%28n-x%29
where
x=3
n=15
p=0.2 and
C(n,x)=n!/(x!(n-x)!) is the number of combinations for x objects chosen from n.

Hence
P(X=x,p,n)=C%28n%2Cx%29%2Ap%5E%28x%29%2A%281-p%29%5E%28n-x%29
=C%2815%2C3%29%2A0.2%5E3%2A0.8%5E12
=455*0.008*0.0687195
=0.25014

For more explanations on the conditions required to model with binomial distributions, and more examples, see:
http://www.euclid.host-ed.me/probability/binomialDistribution.html