In: Statistics and Probability
Problem 1:
An investigator in a university wants to know the mean math SAT score among all the applications to the university this year (denoted by μ). A random sample of n = 50 applications are selected. The sample mean is X = 530 and the sample variance is s2 = 8100.
a. Consider the hypothesis testing problem: H0 : μ = 520 against Ha : μ ̸= 520. Use a significance level of α = 0.05.
Compute the test statistic.
Obtain the rejection region.
Write down the decision of whether to reject H0.
b. Consider the hypothesis testing problem: H0 : μ = 550 against Ha : μ ̸= 550. Use a significance level ofα = 0.05.
Compute the test statistic.
Compute the approximate p-value. (Hint: you can approximate the t distribution by the standard normal distribution)
Write down the decision of whether to reject H0.
c. Construct a 95% two-sided confidence interval for μ. Suppose we want to test H0 : μ = 500 againstH0 : μ ̸= 500 using a significance level of α = 0.05. Based on this confidence interval, write down the decision of whether to reject H0.
d. Consider the hypothesis testing problem: H0 : μ ≤ 510 against Ha : μ > 510. Use a significance level ofα = 0.1.
Compute the test statistic.
Obtain the rejection region.
Write down the decision of whether to reject H0.
e. Consider the hypothesis testing problem: H0 : μ ≥ 550 against Ha : μ < 550. Use a significance level ofα = 0.025.
Compute the test statistic.
Obtain the rejection region.
Write down the decision of whether to reject H0.
Part a)
Test Statistic :-
t = 0.7857
Test Criteria :-
Reject null hypothesis if
Result :- Fail to reject null hypothesis
Decision :- Fail to reject H0
Part b)
Test Statistic :-
t = -1.5713
Decision based on P value
P - value = P ( t > 1.5713 ) = 0.1225
Reject null hypothesis if P value <
level of significance
P - value = 0.1225 > 0.05 ,hence we fail to reject null
hypothesis
Conclusion :- Fail to reject null hypothesis
Decision :- Fail to reject H0
Part c)
Confidence Interval
Lower Limit =
Lower Limit = 504.4223
Upper Limit =
Upper Limit = 555.5777
95% Confidence interval is ( 504.4223 , 555.5777 )
Decision :- Since lies in the interval, hence we fail to reject H0
Part d)
Test Statistic :-
t = 1.5713
Test Criteria :-
Reject null hypothesis if
Result :- Reject null hypothesis
Decision :- We reject H0
Part e)
Test Statistic :-
t = -1.5713
Test Criteria :-
Reject null hypothesis if
Result :- Fail to reject null hypothesis
decision :- Fail to reject H0