Research indicates that paying students to improve their grades simply does not
ID: 3248817 • Letter: R
Question
Research indicates that paying students to improve their grades simply does not work (Fryer, 2011). However, paying students for specific tasks such as reading books, attending class, or doing homework does have a significant effect. Apparently, students on their own do not understand how to get good grades. If they are told exactly what to do, however, the incentives work. The following data represent a two-factor study attempting to replicate this result. a. Use a two-factor ANOVA with alpha =.05 to evaluate the significance of the main effects and the interaction. b. Calculate the eta^2 values to measure the effect size for the two main effects and the interaction. c. Describe the pattern of results. (How does paying for grades influence performance? How does paying for homework influence performance? Does the effect of paying for homework depend on whether you also pay for grades?)Explanation / Answer
Result:
a).
Two factor ANOVA
Factor 2
Means:
Homework
No Homework
Garden
10.0
5.0
7.5
Factor 1
No Garden
9.0
4.0
6.5
9.5
4.5
7.0
ANOVA
Source of Variation
SS
df
MS
F
P-value
F crit
Garden
6.0000
1
6.0000
1.1538
0.2955
4.3512
Homework
150.0000
1
150.0000
28.8462
0.0000
4.3512
Interaction
0.0000
1
0.0000
0.0000
1.0000
4.3512
Within
104.0000
20
5.2000
Total
260.0000
23
Level of significance
0.05
Test for main effect garden, calculated F=1.1538 < critical value 4.35. The main effect is not significant.
Test for main effect Homework, calculated F=28.8462 > critical value 4.35. The main effect is significant.
Test for interaction effect garden, calculated F=0.0 < critical value 4.35. The interaction effect is not significant.
b).
effect size for Garden, 6/260=0.023
effect size for Homework, 150/260=0.5769
effect size for interaction, 0/260=0.00
c).
Paying for homework has a positive effect on grades. Paying for Garden has no effect on grades. Paying for homework does not depend on whether we pay for gardens.
Two factor ANOVA
Factor 2
Means:
Homework
No Homework
Garden
10.0
5.0
7.5
Factor 1
No Garden
9.0
4.0
6.5
9.5
4.5
7.0
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