Question

In: Statistics and Probability

# of OpenLab visits Final grade 2 40 8 85 10 80 9 84 15 90...

# of OpenLab visits Final grade
2 40
8 85
10 80
9 84
15 90
7 72
5 50
4 59
8 85
10 70
7 66
7 70
5 63
4 60
4 59
11 79
3 82
9 90
10 82
9 76
14 85
6 73
5 41
4 56
8 80
10 70
7 66
9 88
5 65
4 70
4 62
11 90

In what follows use any of the following tests/procedures: Regression, confidence intervals, one-sided t-test, or two-sided t-test. The procedures should be done with 5% P-value or 95% confidence interval.

Open Lab Visits data. Is it reasonable to claim that students with 8 or more visits to open lab sessions have average final grade higher than students with less than 8 visits?

1. What test/procedure did you perform? (5 points)

  • a. One-sided t-test
  • b. Two-sided t-test
  • c. Regression
  • d. Confidence Interval

2. Why did you choose this test/procedure? Because… (5 points)

  • a. We are checking if number of visits influences final grade.
  • b. We are checking if two averages are significantly different.
  • c. We are checking if the average of one variable is larger than the average of the other variable.
  • d. We are comparing the average final grade with a specific number.

3. What is the P-value/margin of error? (5 points)

  • a. 7.19248E-07
  • b. 3.59609E-07
  • c. 2.55531E-06
  • d. 4.161353

4. What is the Statistical interpretation? (5 points)

  • a. The P-value is much smaller than 5% thus we are very certain that the slope is not zero.
  • b. The P-value is much smaller than 5% thus the test result is conclusive.
  • c. The P-value is much smaller than 5% thus we can claim that the number of visits to open lab sessions is related to final grade.
  • d. The prediction interval for the true average final grade of students with 8 or more visits to open lab is [78.64454, 85.88879]

5. What is the conclusion? (5 points)

  • a. We are confident that more visits to open lab sessions lead to higher final grades.
  • b. We are confident that students with 8 or more visits to open lab sessions have average final grade greater than students with less than 8 visits.
  • c. We are NOT confident that students with 8 or more visits to open lab sessions have average final grade greater than students with less than 8 visits.
  • d. None of these.

Solutions

Expert Solution

1:

Here we have two independent samples and we need to find whether one average is greater than other so one side t test will be used.

Correct option is a.

2:

c. We are checking if the average of one variable is larger than the average of the other variable.

3:

Following are the two data sets:

less than 8 visitis Final grade, X1 8 or more visits Final grade, X2
2 40 8 85
3 82 8 85
4 59 8 80
4 60 9 84
4 59 9 90
4 56 9 76
4 70 9 88
4 62 10 80
5 50 10 70
5 63 10 82
5 41 10 70
5 65 11 79
6 73 11 90
7 72 14 85
7 66 15 90
7 70
7 66

Following is the output of t test generated by excel:

Correct option is b. 3.59609E-07.

(4)

Correct option:

b. The P-value is much smaller than 5% thus the test result is conclusive.

(5)

b. We are confident that students with 8 or more visits to open lab sessions have average final grade greater than students with less than 8 visits.


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