In: Statistics and Probability
a. Find the value of Beta, when the Null Hypothesis assumes a population mean of Mu = 827, with a populaiion standard deviation of 241, the sampel size is 7and the true mean is 1035.14
b. Find the power of the test, when the Null Hypothesis assumes a population mean of Mu = 555, with a populaiion standard deviation of 157, the sampel size is 6and the true mean is 647.59
a)
true mean , µ = 1035.14
hypothesis mean,µo = 827
significance level,α = 0.05
sample size,n =7
std dev,σ = 241
δ=µ - µo = 208.14
std error of mean,σx = σ/√n = 91.0894
Zα/2= ±1.960(two tailed test)
We will fail to reject the null (commit a Type II error) if we get a Z statistic between-1.960 and1.960
these Z-critical value corresponds to some X critical values ( X critical), such that
-1.960≤(x̄ - µo)/σx≤1.960
648.468≤ x̄ ≤1005.532
now, type II error is ,ß = P (648.468≤ x̄ ≤1005.532)
Z = (x̄-true mean)/σx
Z1 =-4.245
Z2 = -0.325
so, P(-4.245≤ Z ≤-0.325) = P ( Z ≤-0.325) - P ( Z ≤-4.245)
=0.373-0.000=0.3726 (answer)
b)
true mean , µ = 647.59
hypothesis mean,µo = 555
significance level,α = 0.05
sample size,n =6
std dev,σ = 157
δ=µ - µo = 92.59
std error of mean,σx = σ/√n = 64.0950
Zα/2= ±1.960(two tailed test)
We will fail to reject the null (commit a Type II error) if we get a Z statistic between-1.960 and1.960
these Z-critical value corresponds to some X critical values ( X critical), such that
-1.960≤(x̄ - µo)/σx≤1.960
429.376≤ x̄ ≤680.624
now, type II error is ,ß = P (429.376≤ x̄ ≤680.624)
Z = (x̄-true mean)/σx
Z1 =-3.405
Z2 = 0.515
so, P(-3.405≤ Z ≤0.515) = P ( Z ≤0.515) - P ( Z ≤-3.405)
=0.697-0.000=0.6965
power = 1 - ß =0.3035