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In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided...

In what follows use any of the following tests/procedures: Regression, multiple regression, confidence intervals, one sided T-test or two sided T-test. All the procedures should be done with 5% P-value or 95% confidence interval.Some answers are approximated, choose the most appropriate answer. SETUP: Is it reasonable to believe that people with body fat less than 20 (%) are of different height than the people with body fat of more than 20 (%). Given the data your job is to answer this question.

I. What test/procedure did you perform? (6.66 points)

  • a. One sided T-test
  • b. Two sided T-test
  • c. Regression
  • d. Confidence interval

II. Statistical interpretation? (6.66 points)

  • a. Since P-value is small we are confident that the slope is not zero.
  • b. Since P-value is small we are confident that the averages are different.
  • c. Since P-value is too large the test is inconclusive.
  • d. None of these.

III. Conclusion? (6.66 points)

  • a. Yes, this is a reasonable belief.
  • b. No, we cannot confirm that this is a reasonable belief.
BODYFAT HEIGHT
12.9 67.75
6 72.25
25.5 66.25
10.6 72.25
28.1 71.25
20 74.75
19.2 69.75
11.9 72.5
4.3 74
12.9 73.5
7.6 74.5
8.3 76
20.4 69.5
19.8 71.25
22.2 69.5
20.9 66
28 71
23 71
15.6 67.75
16.9 73.5
18.5 68
15.5 69.75
14.7 68.25
18 70
13.6 67.75
4.3 71.5
8 67.5
22.4 67.5
4.4 64.75
8.9 69
13.2 73.75
6.3 71.25
12.6 71.25
21 71
31.9 73.5
39.1 65
23.2 70
26.6 68.25
34.3 72.25
32.1 67
32.3 68.75
31 29.5
31.1 70
29.9 71.5
8.1 68
14.9 73.25
10.5 67.5
6.1 71.25
14.4 68.5
4.1 66.75
11.1 72.25
7.6 69
8 67.75
7.8 73.5
5.4 67.5
22.3 72
20.5 68
26.8 69.5
29.7 70.75
24.1 65.75
25.4 73.25
28.2 68.5
29.4 70.25
25.5 67
30.3 70
29.7 67.5
20.5 70.75
13 71.5
7 69.25
12.6 71.5
24 71.5
8.8 68.75
9.5 73.75
14.2 64
11.5 65.75
19 67.5
8.6 69.5
21.1 68.5
20.6 70.25
18.8 69.25
30 67.75
26.2 67.25
18.7 72.75
25.4 70
26.1 69.25
26.1 67.5
15.9 67.25
23.2 65.75
8.9 72.5
14.8 73
20.4 70
18.4 69.5
9.4 70.5
25 71.75
9.5 74.5
16.4 77.75
9.8 73.25
11.8 66.5
18.2 68.25
22.5 72
20.1 73.5
20.7 72
19.2 71.25
21.7 73.75
25 69.25
18.7 68.5
18.5 73.5
19 74.25
16.9 75.5
20.4 69.25
19.6 68.5
26.5 70
22 70
20.8 70.25
26.1 71.75
15.9 69.25
19 72.75
14.7 72
24.2 74
18.2 72.25
26.9 74.5
24.9 71.5
15.2 68.75
16.4 66.75
13.5 66.5
17.4 67
26.6 68.75
17.1 67.75
20 73.25
15.5 69.75
18.9 71.5
22.8 70.5
22.1 73.25
24.4 66.75
23.3 69.5
26.1 69.75
21.8 70.75
28.6 74
21.8 71.25
20.8 75
24.9 71
17.5 69.5
22.7 67.75
9.3 72.25
10.2 77.5
13.9 70.75
19.6 72.75
27.8 69.75
6.1 72.5
25.2 70.25
9.3 69
19.1 74.5
10.2 72.25
16.6 67.25
21.3 73.5
16.9 75.25
30.6 69
10.3 72.25
12.1 68.75
22.5 71.5
10.6 72.25
14.5 73
13.4 68.75
15.5 70.5
26.4 72
18 73.75
21.4 68
19.5 72.25
35.3 69.5
15.5 69.5
3.8 67.75
1.4 65.5
19.5 71
16.8 71.5
24.4 71.75
11 69.25
12.8 67
29.7 71.5
21.6 69.25
16.7 74.5
26.7 74.25
0 68
12.1 67.25
11.7 69.75
16.8 74.25
9.5 71.5
22.5 74.25
19.2 72
19.6 72.5
24.5 68.25
11.6 69.25
36.8 76
16.8 70.5
23.1 74.75
22.8 72.75
24.3 68.25
21.5 69
18.6 71.5
7.4 72.75
22.3 67.5
11.8 70.25
20.9 69.25
27.6 71.5
6.7 74
33.8 69.75
16.5 73
31.7 65.5
31.8 72.5
9.7 70.25
10.9 70.75
7.8 68
26.1 74.5
18.7 71.75
18.6 70.75
19 73
45.1 64
13.3 69.75
8.2 70
23 71.75
16 69.25
11.9 70.5
24.9 72.25
12 67.5
6.7 67.25
11.6 68.75
13.3 66.75
14 68.25
23.7 74.25
15.6 69.5
16.3 68.5
12.1 65.75
15.7 71.75
16.4 71.5
25.3 67.25
26.2 67.5
18.4 67.5
23.9 72.25
26.1 69.5
13.5 69.5
28.8 65.75
16.3 65.75
33.4 68.25
28.5 72
31.7 72.75
28.7 68.5
15.6 69.25
29 70.5
12.5 67
33 69.75
27.9 66
24.5 70.5
29.9 70

Solutions

Expert Solution

The given research question is

"Is it reasonable to believe that people with body fat less than 20 (%) are of different height than the people with body fat of more than 20 (%)."

The above statement is a non directional statement.

The hypothesis will be

considering mu1 be the population mean people with body fat less than 20 (%) and mu2 be the population mean people with body fat more than 20 (%)

I. What test/procedure did you perform? (6.66 points)

Two sided T-test

II) I have not considered two observations which are 20% fat because we have to compare < 20% and >20% fat.

Descriptive Statistics

Sample N Mean StDev SE Mean
HEIGHT (fat<20%) 139 70.37 2.70 0.23
HEIGHT (fat>20%) 111 69.80 4.59 0.44

= 3.657

test statistic t = = 1.213

p-value = 0.2263

p-value is more than 0.05 we fail to reject null hypothesis and there is no significant evidence to conclude that people with body fat less than 20 (%) are of different height than the people with body fat of more than 20 (%).

II. Statistical interpretation? (6.66 points)

  • c. Since P-value is too large the test is inconclusive.

III. Conclusion? (6.66 points)

  • b. No, we cannot confirm that this is a reasonable belief.

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