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

====================================================

If you have any doubt please let me know through comment
Please give positive vote if you find this solution helpful. Thank you!


Related Solutions

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...
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...
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...
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...
To test the effect of a physical fitness course on one's physical ability, the number of...
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. Using this data, find the 95% confidence interval for the true difference in the number of sit-ups each person can do before and after the course. Assume that the...
To test the effect of a physical fitness course on one's physical ability, the number of...
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. Using this data, find the 90% confidence interval for the true difference in the number of sit-ups each person can do before and after the course. Assume that the...
To test the effect of a physical fitness course on one's physical ability, the number of...
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. Using this data, find the 99% confidence interval for the true difference in the number of sit-ups each person can do before and after the course. Assume that the...
To test the effect of a physical-fitness course on one’s physical ability, the number of sit-ups...
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 1 minute, both before and after the course, was recorded. Six randomly selected participants scored as shown below. Can we conclude that a significant amount of improvement took place? Use α = 0.01 and assume normality. (Please show all steps of classical approach.) Before 29 22 25 29 26 24 After 30 26 25 35 33 36
An instructor for a test preparation course claims that the course will improve the test scores...
An instructor for a test preparation course claims that the course will improve the test scores of students. The table shows the critical reading scores for 14 students the first two times they took the test. Before taking the test for the second​ time, the students took the​ instructor's course to try to improve their critical reading test scores. At a​ = 0.01, is there enough evidence to support the​ instructor's claim? Complete parts​ (a) through​ (f). number of students:14....
24)____________       An SAT prep course claims to improve the test scores of students. The                       
24)____________       An SAT prep course claims to improve the test scores of students. The                                      table shows the scores for seven students the first two times they took                     25)_____________     the verbal SAT. Before taking the SAT for the second time, each                                      student took a course to try to improve his or her verbal SAT scores.                                        Test the claim at a = .05. List the a) null hypothesis b) average difference                                           between the scores                   Student 1 2...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT