Question

In: Statistics and Probability

A fitness course claims that it can improve an individual's physical ability. To test the effect...

A fitness course claims that it can improve an individual's physical ability. To test the effect of a physical fitness course on one's physical ability, the number of sit-ups that a person could do in one minute, both before and after the course, was recorded. Ten individuals are randomly selected to participate in the course. The results are displayed in the following table. Can it be concluded, from the data, that participation in the physical fitness course resulted in significant improvement?

Let d=(number of sit-ups that can be done after taking the course)−(number of sit-ups that can be done prior to taking the course)d=(number of sit-ups that can be done after taking the course)−(number of sit-ups that can be done prior to taking the course). Use a significance level of α=0.01 for the test. Assume that the numbers of sit-ups are normally distributed for the population both before and after taking the fitness course.

Sit-ups before 52 49 42 50 28 38 43 36 38 34
Sit-ups after 56 57 58 53 43 47 50 40 48 45

Copy Data
Step 1:

H0: μd ≤ 0

Ha: μd > 0

Step 2: standard deviation= 4.5

Step 3: t test statistic= 6.114

Step 4 of 5 :  Determine the decision rule for rejecting the null hypothesis H0. Round the numerical portion of your answer to three decimal places.

ANSWER: Reject H0 if t > 2.821

Step 6: Reject Null hypothesis

Solutions

Expert Solution

1) Null and Alternative hypothesis

H0: μd ≤ 0

Ha: μd > 0

Person Sit-ups before Sit-ups after diff(d)=sample1-sample2 (d-dbar)^2
1 52 56 -4 22.09
2 49 57 -8 0.49
3 42 58 -16 53.29
4 50 53 -3 32.49
5 28 43 -15 39.69
6 38 47 -9 0.09
7 43 50 -7 2.89
8 36 40 -4 22.09
9 38 48 -10 1.69
10 34 45 -11 5.29
SUM -87 180.1

2)

Mean(d)=dbar=sum(d)/n -8.7
standard deviation(sd)=sqrt(sum(d-dbar)^2/n-1) 4.4734
n 10

Mean=-8.7

standard deviation= 4.5

3) t test statistic= -8.7/(4.5/sqrt(10))=-6.114

4) Use a significance level of α=0.01

t=critical value at 99 % with (n-1) degree of freedom   =2.8214

5) | t test statistic| >t-critical value hence we reject Ho

6) Conclusion:

reject Null hypothesis

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