Question
A researcher was interested in determining whether a six-week low- or high-intensity exercise-training program was best at reducing blood cholesterol concentrations in middle-aged men. Both
A researcher was interested in determining whether a six-week low- or high-intensity exercise-training program was best at reducing blood cholesterol concentrations in middle-aged men. Both exercise programs were designed so that the same number of calories was expended in the low- and high-intensity groups. As such, the duration of exercise differed between groups. The researcher expected that any reduction in cholesterol concentration elicited by the interventions would also depend on the participant's initial cholesterol concentration. As such, the researcher wanted to use pre-intervention cholesterol concentration as a covariate when comparing the post-intervention cholesterol concentrations between the interventions and a control group. Therefore, the researcher ran a one-way ANCOVA with: (a) post-intervention cholesterol concentration (post) as the dependent variable; (b) the control and two intervention groups as levels of the independent variable,group; and (c) the pre-intervention cholesterol concentrations as the covariate,pre.
Table 3.
Tests of Between-Subjects Effects
Dependent Variable: Post
Source | Type III Sum of Squares | df | Mean Square | F | Sig. | Partial Eta Squared |
Corrected Model | 17.687 | 3 | 5.896 | 475.503 | .000 | .972 |
Intercept | .001 | 1 | .001 | .120 | .731 | .003 |
pre | 13.412 | 1 | 13.412 | 1081.692 | .000 | .963 |
group | 2.616 | 2 | 1.308 | 105.512 | .000 | .837 |
Error | .508 | 41 | .012 | |||
Total | 1494.874 | 45 | ||||
Corrected Total | 18.196 | 44 |
- R Squared = .972 (Adjusted R Squared = .970)
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Question:
Using Table 3, please respond to the following items:
- Given our discussions about effect size in class, please explain why the value of R2, provided as a footnote in the table below, the same value as the value of Partial Eta Squared in the table (Table 3)?
- How was partial eta squared in Table 3 determined for both "group" and "pre"?Please show work.
- Is partial eta squared in Table 3 for both "group" and "pre" the same thing as the effect size of both "group" and "pre"? If yes, how do you know? If no, how do you determine the effect size of each?
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