In: Statistics and Probability
Suppose x has a distribution with μ = 20 and σ = 5. (a) If random samples of size n = 16 are selected, can we say anything about the x distribution of sample means? Yes, the x distribution is normal with mean μ x = 20 and σ x = 1.25. No, the sample size is too small. Yes, the x distribution is normal with mean μ x = 20 and σ x = 5. Yes, the x distribution is normal with mean μ x = 20 and σ x = 0.3. (b) If the original x distribution is normal, can we say anything about the x distribution of random samples of size 16? Yes, the x distribution is normal with mean μ x = 20 and σ x = 0.3. No, the sample size is too small. Yes, the x distribution is normal with mean μ x = 20 and σ x = 5. Yes, the x distribution is normal with mean μ x = 20 and σ x = 1.25. Find P(16 ≤ x ≤ 21). (Round your answer to four decimal places.)
Solution :
Given that,
mean = 
 = 20
standard deviation = 
 = 5
a) n = 16

= 
 = 20

= 
 / 
n = 5 / 
16 = 1.25
Yes, the x distribution is normal with mean μ x = 20 and σ x = 1.25.
b) No, the sample size is too small.
P(16 

21)  
= P[(16 - 20) / 1.25 
 (
- 
)
/ 

(21 - 20) / 1.25 )]
= P( -3.20 
 Z 
 0.80)
= P(Z 
 0.80) - P(Z 
 -3.20)
Using z table,
= 0.7881 - 0.0007
= 0.7874