In: Statistics and Probability
Women have head circumferences that are normally distributed with a mean given by mu equals 21.21 in., and a standard deviation given by sigma equals 0.6 in. Complete parts a through c below. a. If a hat company produces women's hats so that they fit head circumferences between 20.4 in. and 21.4 in., what is the probability that a randomly selected woman will be able to fit into one of these hats? The probability is nothing. (Round to four decimal places as needed.) b. If the company wants to produce hats to fit all women except for those with the smallest 3.75% and the largest 3.75% head circumferences, what head circumferences should be accommodated? The minimum head circumference accommodated should be nothing in. The maximum head circumference accommodated should be nothing in. (Round to two decimal places as needed.) c. If 16 women are randomly selected, what is the probability that their mean head circumference is between 20.4 in. and 21.4 in.? If this probability is high, does it suggest that an order of 16 hats will very likely fit each of 16 randomly selected women? Why or why not? (Assume that the hat company produces women's hats so that they fit head circumferences between 20.4 in. and 21.4 in.) The probability is nothing. (Round to four decimal places as needed.) If this probability is high, does it suggest that an order of 16 hats will very likely fit each of 16 randomly selected women? Why or why not? A. Yes, the order of 16 hats will very likely fit each of 16 randomly selected women because both 20.4 in. and 21.4 in. lie inside the range found in part (b). B. Yes, the probability that an order of 16 hats will very likely fit each of 16 randomly selected women is 0.8980. C. No, the hats must fit individual women, not the mean from 16 women. If all hats are made to fit head circumferences between 20.4 in. and 21.4 in., the hats won't fit about half of those women. D. No, the hats must fit individual women, not the mean from 16 women. If all hats are made to fit head circumferences between 20.4 in. and 21.4 in., the hats won't fit about 10.20% of those women.
Solution:-
Mean = 21.21 inches, S.D = 0.60
a) The probability that a randomly selected woman will be able to fit into one of these hats is 0.5359.
x1 = 20.4
x2 = 21.4
By applying normal distribution:-
z1 = - 1.35
z2 = 0.317
P( - 1.35 < z < 0.317) = P(z > -1.35) - P(z > 0.317)
P( - 1.35 < z < 0.317) = 0.9115 - 0.3756
P( - 1.35 < z < 0.317) = 0.5359
b) If the company wants to produce hats to fit all women except for those with the smallest 3.75% and the largest 3.75% head circumferences, what head circumferences should be accommodated?
The minimum head circumference accommodated should be nothing 20.141in.
p-value for the bottom 3.75% = 0.0375
z-score for the p-value = - 1.781
By applying normal distribution:-
x = 20.141
The maximum head circumference accommodated should be nothing 22.279 in.
p-value for the top 3.75% = 1 - 0.0375 = 0.9625
z-score for the p-value = 1.781
By applying normal distribution:-
x = 22.279
c) If 16 women are randomly selected, the probability that their mean head circumference is between 20.4 in. and 21.4 in. is 0.8973.
x1 = 20.4
x2 = 21.4
By applying normal distribution:-
z1 = - 5.4
z2 = 1.267
P( - 5.4 < z < 1.267) = P(z > - 5.4) - P(z > 1.267)
P( - 5.4 < z < 1.267) = 0.9999 - 0.1026
P( - 5.4 < z < 1.267) = 0.8973
B. Yes, the probability that an order of 16 hats will very likely fit each of 16 randomly selected women is 0.8980.