In: Statistics and Probability
Weight of boxes of a particular type of cargo follows some distribution with mean 60 pounds and standard deviation 10 pounds. (a) (6 points) If a random sample (i.i.d.) of 140 such boxes are taken, what is the probability that the sample average weight will be between 58 pounds and 61 pounds. (b) (6 points) A particular shipment consists of 100 such boxes. Assume the weights of the boxes in the shipment are i.i.d. Find the 95th percentile of the total shipment weight.
Solution :
Given that,
mean = = 60
standard deviation = = 10
a) n = 140
= = 60
= / n = 10 / 140 = 0.845
P(58 < < 61)
= P[(58 - 60) / 0.845 < ( - ) / < (61 - 60) / 0.845)]
= P(-2.37 < Z < 1.18 )
= P(Z < 1.18) - P(Z < -2.37)
Using z table,
= 0.8810 - 0.0089
= 0.8721
b) n = 100
= = 60
= / n = 10 / 100 = 1
Using standard normal table,
P(Z < z) = 95%
= P(Z < z ) = 0.95
= P(Z < 1.645) = 0.95
z = 1.645
Using z-score formula
= z * +
= 1.645 * 1 + 60
= 61.65