A certain population has a mean of 300 and a (population) standard deviation of 40. If a sample of size 200 is taken, what is the probability that the sample average is within plus-or-minus 2 of the population average?
Solution:
We are given
µ = 300
σ = 40
n = 200
We have to find P(300 - 2 < x̄ < 300+2) = P(298 < x̄ < 302)
P(298 < x̄ < 302) = P(x̄<302) - P(x̄<298)
Find P(x̄<302)
Z = (x̄ - µ)/[σ/sqrt(n)]
Z = (302 - 300)/(40/sqrt(200))
Z = 0.707107
P(Z<0.707107) = P(x̄<302) = 0.76025
(by using z-table)
Now find P(x̄< 298)
Z = (x̄ - µ)/[σ/sqrt(n)]
Z = (298 - 300)/(40/sqrt(200))
Z = -0.707107
P(Z<-0.707107) = P(x̄<298) = 0.23975
(by using z-table)
P(298 < x̄ < 302) = P(x̄<302) - P(x̄<298)
P(298 < x̄ < 302) = 0.76025 - 0.23975
P(298 < x̄ < 302) = 0.5205
Required probability = 0.5205
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