In: Statistics and Probability
The average price of a college math textbook is $171 and the standard deviation is $20. Suppose that 17 textbooks are randomly chosen. Round all answers to 4 decimal places where possible.
A. What is the distribution of ¯x? ¯x ~ N( , )
B. For the group of 17, find the probability that the average price is between $172 and $176.
C. Find the third quartile for the average textbook price for this sample size. $ (round to the nearest cent)
D. For part b), is the assumption that the distribution is normal necessary? Yes or No
As per Central limit theorem, If X follows normal distribution or the sample size is large , then sampling distribution of sample mean (sample size : n) is also normal with and standard deviation /
A.
X : Price of a a college math textbook with mean = $171 and standard deviation = $20
Assumed X follows normal distribution
Sample size : Number of text books randomly chosen : n= 17
As per Central limit theorem ,
follows normal distribution with mean : and standard deviation:
The Distribution of
B.
For the group of 17, Probability that the average price is between $172 and $176 =
Z-score for 176 = (176-171)/4.8507 = 1.03 ; Z-score for 172 = (172-171)/4.8507= 0.21
From standard normal tables, P(Z1.03) = 0.8485 P(Z0.21) = 0.5832
For the group of 17, Probability that the average price is between $172 and $176 = 0.2653
C.
Third quartile for the average textbook price for this sample size
Q3 be the third quartile, By definition,
P(XQ3) = 0.75
Let Z3 be the z-score for Q3
Z3 = (Q3 - 171)/4.8507 ; Q3 = 171+4.8507Z3
P(ZZ3) = P(XQ3) From standard normal tables,
P(Z0.67) = 0.74860.75
Z3 = 0.67
Q3 = 171+4.8507Z3 = 171 + 4.8507 x 0.67 = 174.25
Third quartile for the average textbook price for this sample size = $174.25
D. For part b), is the assumption that the distribution is normal necessary? Yes, as the sample size is small