In: Statistics and Probability
A sample of 21 observations was taken. The sample average (18.44) and the sample variance (2.90) were calculated. Take the hypothesis test by the three methods: Ho µ = 19.5 Ha µ> 19.5 to. Calculating the appropriate limit in terms of Xb for a reliability of 97.5% (sample average). (10 pts) b. Calculate the limit in terms of the appropriate test statistic for 97.5% reliability and find the corresponding test statistic. (10 pts) c. Calculate the p-value for this hypothesis test. (10 pts)
Answer:
Given that,
The sample of 2 observations was taken.
i.e, n=21
The sample average(Xb) =18.44
The sample variance (V)=2.90
Then,
Standard deviation ()==1.703
The hypotheses test are,
(a).
The appropriate limit in terms of Xb for the reliability of 97.5%:
Let,
=1-97.5%=1-0.975=0.025
/2=0.0125
Then, z critical value is,
=2.24 (Two-tailed)
Then,
Confidence intervals:
Therefore, the appropriate limit in terms of Xb for the reliability of 97.5% is (17.607, 19.273).
(b).
Calculate the limits in terms of the appropriate test statistic for 97.5% reliability and find the corresponding test statistic:
The test statistic is Z-statistic:
where, Z ~ N(0,1) distribution.
Z=-2.849
The calculated value of the test statistic is less than the critical value.
We Reject H0.
(c).
Calculate the p-value for this hypothesis test:
The p-value at z=-2.9(Approx) and n=21 at =0.03 (Approx) is 0.0017 (Approximately). (Since from z-table)
Decision Rule:
If the p-value is less than alpha, Reject H0.
Here, the p-value is nearly zero,
We Reject H0.