In: Statistics and Probability
An insurance company has found that 8% of its claims are for damages resulting from burglaries. What is the probability that a random sample of 20 claims will contain 5 or fewer that are for burglary damages?
a. What is the probability that a sample of 20 claims will contain more than 5 claims for damages resulting from burglaries?
b. What is the expected number of claims resulting from burglaries?
X ~ Binomial (n,p)
Where n = 20 , p = 0.08
P(X) = nCx px (1-p)n-x
So,
P( X <= 5) = P (X = 0) + P (X = 1) + P (X = 2) + P (X = 3) + P (X = 4) + P (X = 5)
= 20C0 0.080 0.9220 + 20C1 0.081 0.9219 + 20C2 0.082 0.9218 + 20C3 0.083 0.9217 + 20C4 0.084 0.9216 + 20C5 0.085 0.9215
= 0.9962
a)
P( X > 5) = 1 - P (X <= 5)
= 1 - [ P (X = 0) + P (X = 1) + P (X = 2) + P (X = 3) + P (X = 4) + P( X = 5) ]
= 1 - [ 20C0 0.080 0.9220 + 20C1 0.081 0.9219 + 20C2 0.082 0.9218 + 20C3 0.083 0.9217 + 20C4 0.084 0.9216
+ 20C5 0.085 0.9215]
= 1 - 0.9962
= 0.0038
b)
E(X) = n * p
= 20 * 0.08
= 1.6