Description
💎 To prepare for this Part 2 of your Assignment
- Please usithe SPSS software, open the High School Longitudinal Study dataset.
- Consider the following:
- Create a research question with metric variables and one variable that requires dummy coding. Estimate the model and report results.
Note: You are expected to perform regression diagnostics and report that as well.
📍 For this assignment:
Write a 2- to 3-page analysis of your multiple regression using dummy variables results for each research question. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be.
Use proper APA format, citations, and referencing for your analysis, research question, and display of output. - Create a research question with metric variables and one variable that requires dummy coding. Estimate the model and report results.
Explanation & Answer
See attached
Multiple Regression Analysis
Name
Course
Institution
Multiple Regression
For this paper, analysis was carried out to explore the factors that influence the scale of a
student's mathematics self-efficacy. For the study, the independent variable was:
X2MTHEFF - T2 Scale of student's mathematics self-efficacy
The factors being investigated were:
X1TMEFF - T1 Scale of math teacher's self-efficacy
S1HRVIDEO - Hours spent playing video games on typical school day
M1MTHYRS912- Years math teacher has taught high school math
C2XTRAMENTOR- School-arranged mentors for students needing extra help (Dummy
Variable)
The Hypothesis for the study was:
Null: There exist no linear relationship between each of the factors and the scale of student's
mathematics self-efficacy
Alternate: There exist a linear relationship between at least one of the factors and the scale of
student's mathematics self-efficacy
A multiple regression test carried out in SPSS produced the following output: The analysis was
carried out at the 0.1 significance level since it was exploratory in nature.
ANOVAa
Model
Sum of Squares
Regression
1
df
Mean Square
41.138
4
10.284
Residual
9943.980
9740
1.021
Total
9985.118
9744
F
10.074
Sig.
.000b
a. Dependent Variable: T2 Scale of student's mathematics self-efficacy
b. Predictors: (Constant), School-arranged mentors for students needing extra help, Hour...
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