Summary
Summary ANOVA BIBLE - Roadmap (perform, interpret, report) Analysis of Variance (6 ANOVA's)
Institution
Tilburg University (UVT)
In this document you can find a roadmap to perform, interpret and report 6 different types of ANOVA's:
- Multiple regression analysis
- Mediation analysis
- Moderation analysis
- Factorial ANOVA
- Repeated measures ANOVA
- Mixed ANOVA
[Show more]
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Uploaded on
March 31, 2022
Number of pages
40
Written in
2022/2023
Type
Summary
analysis of variance
anova
statistics
spss
field
Institution
Tilburg University (UVT)
Education
Master Communication And Information Sciences
Course
Analysis Of Variance (880586M3)
All documents for this subject (3)
By: giniblanker • 11 months ago
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ANOVA
Summary Analysis of Variance
Loes van de Pas
,Inhoud
General information...............................................................................................................................4
When to use what test?.....................................................................................................................4
Reporting with or without 0?.............................................................................................................5
Post Hoc vs Planned Contrast.............................................................................................................5
Assumptions not met?........................................................................................................................5
1. Multiple Regression Analysis (Hierarchical Regression)......................................................................6
1.1 Introduction..................................................................................................................................6
1.2 Method.........................................................................................................................................6
1.2.1 Reliability analysis..................................................................................................................6
1.3 Results..........................................................................................................................................7
1.3.1 General..................................................................................................................................7
1.3.2 Checking assumptions...........................................................................................................7
1.3.3 Interpretation of the analysis................................................................................................9
1.4 Checklist Multiple Regression Analysis.......................................................................................11
2. Mediation Analysis...........................................................................................................................12
2.1 Introduction................................................................................................................................12
2.2 Method.......................................................................................................................................12
2.2.1 Reliability analysis................................................................................................................12
2.3 Results........................................................................................................................................12
2.3.1 General................................................................................................................................12
2.3.2 Checking assumptions.........................................................................................................13
2.3.3 Interpretation of the analysis..............................................................................................15
2.4 Checklist Mediation Analysis......................................................................................................17
3. Factorial ANOVA...............................................................................................................................18
3.1 Introduction................................................................................................................................18
3.2 Method.......................................................................................................................................18
3.2.1 Reliability analysis................................................................................................................18
3.3 Results........................................................................................................................................19
3.3.1 General................................................................................................................................19
3.3.2 Checking assumptions.........................................................................................................19
3.3.3 Interpretation of the analysis..............................................................................................20
3.4 Checklist Factorial ANOVA..........................................................................................................24
4. Moderation Analysis.........................................................................................................................25
4.1 Introduction................................................................................................................................25
2
, 4.2 Method.......................................................................................................................................25
4.2.1 Reliability analysis................................................................................................................25
4.3 Results........................................................................................................................................26
4.3.1 General................................................................................................................................26
4.3.2 Checking assumptions.........................................................................................................26
4.3.3 Interpretation of the analysis..............................................................................................28
4.4 Checklist Moderation Analysis....................................................................................................30
5. Repeated Measures ANOVA.............................................................................................................31
5.1 Introduction................................................................................................................................31
5.2 Method.......................................................................................................................................31
5.2.1 Reliability Analysis...............................................................................................................31
5.3 Results........................................................................................................................................31
5.3.1 General................................................................................................................................31
5.3.2 Checking assumptions.........................................................................................................32
5.3.3 Interpretation of the analysis..............................................................................................33
5.4 Checklist Repeated Measures ANOVA........................................................................................35
6. Mixed ANOVA...................................................................................................................................36
6.1 Introduction................................................................................................................................36
6.2 Method.......................................................................................................................................36
6.2.1 Reliability Analysis...............................................................................................................36
6.3 Results........................................................................................................................................36
6.3.1 General................................................................................................................................36
6.3.2 Checking assumptions.........................................................................................................37
6.3.3 Interpretation of the analysis..............................................................................................38
6.4 Checklist Mixed ANOVA..............................................................................................................40
3
, General information
When to use what test?
How many What type How many What type If a If a categorical What test to
outcome of predictors? of categorical predictor (IV), use?
variables? outcome? (IV) predictor? predictor within/between
(DV) (IV) (IV), how or both?
(DV) many
categories?
1 Continuous 1 Continuous - - Simple
regression
1 Continuous >1 Continuous - - Multiple
regression
1 Continuous 2 Continuous - - Mediation
(PROCESS)
1 Continuous >1 Categorical 2 or > 2 Between Factorial
ANOVA
1 Continuous 2 Continuous - Between Moderation
(PROCESS)
1 Continuous 1 or > 1 Categorical 2 or > 2 Within Repeated
Measures
1 Continuous >1 Categorical 2 or > 2 Between + within Mixed
ANOVA
4