In: Statistics and Probability
A grocery store is trying to predict how many packages of toilet paper rolls will be purchased over the next week. They know from their records that each customer has a 60% chance of buying 0 packages, a 30% chance of buying 1 package, an 8% chance of buying 2, and a 2% chance of buying 25. They expect about 150 customers per day.
(a) What is the expected number of packages sold in one day? (b) What is the probability that the average number of packages per customer is greater than 1 over the course of a week? Assume the store is open 7 days a week.
[OR]
Answer:
(a)
Expected number of packages sold to a customer, E(X) = 0 * 0.6 * 0 + 0.3 * 1 + 0.08 * 2 + 0.02 * 25 = 0.96
Expected number of packages sold in one day = 150 * 0.96 = 144
(b)
Average number of packages per customer = 0.96
E(X^2) = 0.6 * 0^2 + 0.3 * 1^2 + 0.08 * 2^2 + 0.02 * 25^2 = 13.12
Var(X) = E(X^2) - E(X)^2 = 13.12 - 0.96^2 = 12.1984
Standard deviation of average number of packages per customer = = 1.32
By Central Limit theorem, ~ N(0.96, 1.32)
Probability that the average number of packages per customer is greater than 1 over the course of a week
= P( > 1)
= P[Z > (1 - 0.96)/1.32]
= P[Z > 0.0303]
= 0.4879
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