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The exercise data consist of the baseline and six-week (final) measures of quadriceps isometric force for 60 men aged 60 to 75 that were randomly
The exercise data consist of the baseline and six-week (final) measures of quadriceps isometric force for 60 men aged 60 to 75 that were randomly assigned to either resistance only or running only exercise programs.
Reference:
This data set is simulated. The study design is based on an unpublished study carried out at Creighton University in 2013.
- Provide an appropriate graph to examine the distribution of baseline versus final leg strength for the two groups. What do you notice, is there a clear difference in the average leg strength increase for each group?
- Write out the hypotheses appropriate for the following research question: is either exercise program more beneficial (in regards to leg strength) than the other?
(Hint: Create a new variable that is the difference between baseline and final strength. Then test for equality of means between groups.)
- What is the conclusion of the hypothesis test?
- What type of error might we have committed? Explain.
- Based on the results of this hypothesis test, would you expect a confidence interval for the difference in average scores between groups to include 0? Explain your reasoning.
Subj | Group | Bl_strength | Final_strength |
1 | 0 | 123.1346 | 92.7639 |
2 | 0 | 159.9575 | 263.276 |
3 | 0 | 97.3999 | 127.9689 |
4 | 0 | 126.3509 | 144.5878 |
5 | 0 | 138.0683 | 150.3961 |
6 | 0 | 148.2836 | 76.20537 |
7 | 0 | 175.5989 | 272.8858 |
8 | 0 | 160.3064 | 218.4507 |
9 | 0 | 159.7314 | 210.3507 |
10 | 0 | 149.3381 | 129.2265 |
11 | 0 | 152.8613 | 194.0798 |
12 | 0 | 196.3912 | 309.8016 |
13 | 0 | 174.1958 | 108.3665 |
14 | 0 | 149.4862 | 150.6091 |
15 | 0 | 165.659 | 222.7415 |
16 | 0 | 121.5601 | 136.3381 |
17 | 0 | 124.5509 | 25.88888 |
18 | 0 | 132.0257 | 154.155 |
19 | 0 | 174.8757 | 255.3969 |
20 | 0 | 134.1917 | 134.5461 |
21 | 0 | 177.9153 | 260.4247 |
22 | 0 | 162.3925 | 242.9438 |
23 | 0 | 150.5176 | 200.4107 |
24 | 0 | 154.2241 | 139.0935 |
25 | 0 | 155.1621 | 167.313 |
26 | 0 | 142.4326 | 171.8986 |
27 | 0 | 114.0189 | 148.9464 |
28 | 0 | 129.6306 | 175.2295 |
29 | 0 | 180.3335 | 273.1843 |
30 | 0 | 132.4054 | 76.31914 |
31 | 1 | 160.16 | 278.1359 |
32 | 1 | 148.303 | 286.8642 |
33 | 1 | 131.795 | 216.7182 |
34 | 1 | 111.7709 | 191.3391 |
35 | 1 | 162.8573 | 326.9099 |
36 | 1 | 135.4196 | 214.8292 |
37 | 1 | 165.1646 | 293.3748 |
38 | 1 | 172.0009 | 99.52102 |
39 | 1 | 165.6609 | 255.6381 |
40 | 1 | 128.6114 | 167.0895 |
41 | 1 | 177.0135 | 374.119 |
42 | 1 | 144.9651 | 228.0013 |
43 | 1 | 135.8244 | 222.1632 |
44 | 1 | 144.5253 | 191.2285 |
45 | 1 | 169.206 | 178.3879 |
46 | 1 | 93.81573 | 93.47173 |
47 | 1 | 131.4541 | 210.7611 |
48 | 1 | 149.9382 | 309.0562 |
49 | 1 | 152.4913 | 137.9514 |
50 | 1 | 148.9969 | 130.4451 |
51 | 1 | 122.4574 | 82.34862 |
52 | 1 | 136.7558 | 194.9639 |
53 | 1 | 132.4453 | 234.4822 |
54 | 1 | 143.9679 | 297.4377 |
55 | 1 | 195.1326 | 363.265 |
56 | 1 | 134.1977 | 231.2396 |
57 | 1 | 178.7463 | 333.8813 |
58 | 1 | 163.3616 | 334.8952 |
59 | 1 | 139.9113 | 162.7781 |
60 | 1 | 162.8792 | 291.7016 |
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