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A behavioral psychologist is interested in whether goal-setting activities can be applied successfully in public school classrooms. The psychologist randomly selects 30 middle-schools students and...

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A behavioral psychologist is interested in whether goal-setting activities can be applied successfully in public school classrooms. The psychologist randomly selects 30 middle-schools students and randomly assigns them to three different groups that are assigned different levels of goal difficulty. The dependent variable is performance on a ve
al-fluency task. Before the study each student is give a general-ability test, whose scores are used as the covariate. The data for this research scenario are given below. Conduct an analysis of covariance using these data and answer the following questions. Use an alpha = .05 for all statistical tests. The average ve
al fluency score is XXXXXXXXXXThe average general ability score is 20.7.
    Group
    Ve
al Fluency
    General Ability
    Group
    Ve
al Fluency
    General Ability
    1
    42
    16
    2
    50
    20
    1
    40
    16
    2
    62
    23
    1
    48
    19
    2
    60
    24
    1
    55
    24
    2
    48
    21
    1
    45
    20
    2
    47
    20
    1
    51
    22
    3
    46
    20
    1
    47
    20
    3
    47
    21
    1
    38
    23
    3
    43
    19
    1
    46
    20
    3
    54
    26
    1
    45
    18
    3
    49
    21
    2
    51
    25
    3
    44
    25
    2
    50
    18
    3
    53
    24
    2
    45
    17
    3
    52
    23
    2
    52
    19
    3
    42
    18
    2
    47
    17
    3
    49
    22
1. Is the assumption of homogeneity of regression met for these data? What specific information did you use to come to this conclusion? (2 points)
2. Does the covariate, general ability, have a significant relationship to the dependent variable? What specific information did you use to come to this conclusion? (2 points)
3. Assuming that homogeneity of regression was met, are there differences in the mean ve
al fluency of the three groups? What specific information did you use to come to this conclusion? (2 points)
4. Assuming you conclude that all three groups are not the same in ve
al fluency, use a Bonfe
oni procedure to determine which of the groups differ. Conduct Cohen’s d standardized mean difference effect sizes for each of these pairwise differences. (4 points)
5. What proportion of variance in ve
al fluency can be explained by the general ability and differences among the goal setting groups? What is the strength of association for the goal setting groups for participants that have the same general abilities? (4 points)
6. Write-up the results of your analysis in APA-format including a discussion of assumption testing, results of all statistical analyses, and effect size reporting (6 points).
Answered Same Day Feb 23, 2021

Solution

Sourav answered on Feb 25 2021
162 Votes
1.
    Tests of Between-Subjects Effects
    Dependent Variable: Ve
al_Fluency
    Source
    Type III Sum of Squares
    df
    Mean Square
    F
    Sig.
    Co
ected Model
    416.510a
    5
    83.302
    4.908
    .003
    Intercept
    278.050
    1
    278.050
    16.382
    .000
    Group
    1.353
    2
    .676
    .040
    .961
    General_Ability
    253.610
    1
    253.610
    14.942
    .001
    Group * General_Ability
    5.314
    2
    2.657
    .157
    .856
    E
o
    407.356
    24
    16.973
    
    
    Total
    70714.000
    30
    
    
    
    Co
ected Total
    823.867
    29
    
    
    
    a. R Squared = .506 (Adjusted R Squared = .403)
From the table of Tests of between subjects effects, we see that the p-value of the interaction term (Group * General_Ability ) is 0.856 which is greater than 0.05, so, the assumption of homogeneity of regression met for these data.
2.
    Coefficientsa
    Model
    Unstandardized Coefficients
    Standardized Coefficients
    t
    Sig.
    
    B
    Std. E
o
    Beta
    
    
    1
    (Constant)
    26.254
    6.332
    
    4.146
    .000
    
    General_Ability
    1.063
    .303
    .552
    3.507
    .002
    a. Dependent Variable: Ve
al_Fluency
From the table of Coefficients, where the dependent variable is Ve
al Fluency and the covariate term is General Ability, we see that the p-value of covariate term General Ability is 0.02 which is less than 0.05, therefore we reject the null hypothesis and conclude that there is significant relationship between the General Ability and the dependent variable.
3.
    Tests of Between-Subjects Effects
    Dependent Variable: Ve
al_Fluency
    Source
    Type III Sum of Squares
    df
    Mean Square
    F
    Sig.
    Partial Eta Squared
    Co
ected...
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