In: Statistics and Probability
A Statistics Study is created by choosing for each question on the Study one possible version at random from a bank of possible versions of the question. There are 20 versions in the bank for each question. A specific question on the Study involves a one-sample test for the population mean with hypotheses
H0 : µ = 15
Ha : µ > 15
with all versions of the question involving a sample of size n = 35.
use significance level (alpha) = 0.05
alpha/2 = 0.025
Seven versions of the question give the population standard deviation as σ = 3.
Six versions give the sample standard deviation as s = 4.2.
The remaining versions give the sample standard deviation as s = 5.7.
Let c ∗ be the critical value for the rejection region on this question. Calculate E[c ∗ ].
Answer:
Given that:
A statistic Study is created by choosing for each question on the Study one possible version at random from a bank of possible versions of the question.
We assume that the significance level to be 0.05.
Critical value of z for 0.05 significance level is -1.645
Degree of freedom = n-1
= 35-1
= 34
Critical value of t for 0.05 significance leve and df = 34 is -1.691
For \sigma = 3
Standard error = 3 / \sqrt{35} = 0.5070926
Since we know the population standard deviation, we will use z score to estimate the critical value.
c = 15 - 1.645 0.5070926
= 14.16583
For s = 4.2
Standard error = 4.2 / \sqrt{35}
= 0.7099296
Since we do not know the population standard deviation, we will use t statistic to estimate the critical value.
c = 15 - 1.691 0.7099296
= 13.79951
For s = 4.2
Standard error = 5.7 / \sqrt{35}
= 0.9634759
Since we do not know the population standard deviation, we will use t statistic to estimate the critical value.
c = 15 - 1.691 0.9634759
= 13.37076
The PMF of C* is,
P(c* = 14.16583) = 7/20
P(c* = 13.79951) = 6/20
P(c* = 13.37076) = 1 - 7/20 - 6/20 = 7/20
E[c*] = (7/20) 14.16583 + (6/20) 13.79951 + (7/20) * 13.37076
= 13.77766