In: Statistics and Probability
Suppose x has a distribution with μ = 27 and σ = 19.
(a) If a random sample of size n = 39 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 = 64 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 part (a) because of the sample size. Therefore, the distribution about μx is .
Solution :
Given that,
mean =
= 27
standard deviation =
= 19
a) n = 39
=
= 27
=
/
n = 19 /
39 = 3.04
P(27
29)
= P[(27 - 27) /3.04
(
-
)
/
(29 - 27) / 3.04 )]
= P(0
Z
0.66 )
= P(Z
0.66) - P(Z
0)
Using z table,
= 0.7454 - 0.5
= 0.2454
b) n = 64
=
= 27
=
/
n = 19 /
64 = 2.38
P(27
29)
= P[(27 - 27) /2.38
(
-
)
/
(29 - 27) / 2.38)]
= P(0
Z
0.84 )
= P(Z
0.84) - P(Z
0)
Using z table,
= 0.7995 - 0.5
= 0.2995
c) The standard deviation of part (b) is smaller than part (a) because of the sample size is larger. Therefore, the distribution about μx is wider