In: Statistics and Probability
Suppose x has a distribution with μ = 27 and σ = 24. (a) If a random sample of size n = 50 is drawn, find μx, σ x and P(27 ≤ x ≤ 29). (Round σx to two decimal places and the probability to four decimal places.) μx = σ x = P(27 ≤ x ≤ 29) = (b) If a random sample of size n = 74 is drawn, find μx, σ x and P(27 ≤ x ≤ 29). (Round σ x to two decimal places and the probability to four decimal places.) μx = σ x = P(27 ≤ x ≤ 29) = (c) Why should you expect the probability of part (b) to be higher than that of part (a)? (Hint: Consider the standard deviations in parts (a) and (b).) The standard deviation of part (b) is ---Select--- part (a) because of the ---Select--- sample size. Therefore, the distribution about μx is ---Select--- .
Solution :
Given that,
mean = 
 = 27
standard deviation = 
 = 24
a) n = 50

= 
 = 27

= 
 / 
n = 24 / 
50 = 3.39
P(27 

29)  
= P[(27 - 27) /3.39 
 (
- 
)
/ 

(29 - 27) / 3.39 )]
= P( 0 
 Z 
 0.59)
= P(Z 
 0.59 ) - P(Z 
 0)
Using z table,
= 0.7224 - 0.5
= 0.2224
b) n = 74

= 
 = 27

= 
 / 
n = 24 / 
74 = 2.79
P(27 

29)  
= P[(27 - 27) /2.79 
 (
- 
)
/ 

(29 - 27) / 2.79)]
= P( 0 
 Z 
 0.72)
= P(Z 
 0.72) - P(Z 
 0)
Using z table,
= 0.7642 - 0.5
= 0.2642
c) The standard deviation of part (b) is smaller than part (a) because of the larger sample size. Therefore, the distribution about μx is same