In: Statistics and Probability
Suppose x has a distribution with μ = 12 and σ = 7.
(a) If a random sample of size n = 31 is drawn, find μx, σx and P(12 ≤ x ≤ 14). (Round σx to two decimal places and the probability to four decimal places.)
μx = |
σx = |
P(12 ≤ x ≤ 14) = |
(b) If a random sample of size n = 75 is drawn, find
μx, σx
and P(12 ≤ x ≤ 14). (Round
σx to two decimal places and the
probability to four decimal places.)
μx = |
σx = |
P(12 ≤ x ≤ 14) = |
(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 ______(the same as, larger
than smaller than, or smaller than) part (a) because of the ______
(smaller larger, or same) sample size. Therefore, the distribution
about μx is _____ (the
same, narrower, or wider) .
Solution :
Given that,
mean = = 12
standard deviation = = 7
n = 31
= 12
= / n = 7 / 12 = 1.2572
=12
= 1.2572
P( 12 14 )
= P[( 12 - 12 ) / 1.2572 ( - ) / ( 14 - 12 ) / 1.2572 )]
= P( 0 Z 1.59 )
= P( Z 1.59 ) - P( Z 0 )
Using z table,
= 0.9441 - 0.5
= 0.4441
probability = 0.4441
n = 75
= 12
= / n = 7 / 75 = 0.8083
= 12
= 0.8083
P( 12 14 )
= P[( 12 - 12 ) / 0.8083 ) ( - ) / ( 14 - 12 ) / 0.8083 )]
= P( 0 Z 2.47 )
= P( Z 2.47 ) - P( Z 0 )
Using z table,
= 0.9932 - 0.5
= 0.4932
probability = 0.4932
The standard deviation of part (b) is _larger than_part (a) because of the _smaller_sample size. Therefore, the distribution about μx is _the same.