In: Statistics and Probability
A simple random sample of size n=37 is obtained from a population with μ=65 and σ=15.
(a) What must be true regarding the distribution of the population in order to use the normal model to compute probabilities involving the sample mean? Assuming that this condition is true, describe the sampling distribution of overbarx.
(b) Assuming the normal model can be used, determine P(overbar x < 69.4).
(c) Assuming the normal model can be used, determine P(overbar x ≥ 66.7).
a)
Sample size must be large ( >= 30) .
Since n = 37 >= 30 , We use normal model to compute probabilities.
Sampling distribution of -
Mean = = 65
Standard deviation = / sqrt(n)
= 15 / sqrt(37)
= 2.46598
b)
Using central limit theorem,
P( < x) = P( Z < x - / )
so,
P( < 69.4) = P( Z < 69.4 - 65 / 2.46598)
= P( Z < 1.7843)
= 0.9628
c)
P( >= 66.8 ) = P( Z >= 66.8 - 65 / 2.46598)
= P( Z >= 0.7299)
= 0.2327