Basic Experiment Design Concepts-What You Will Learn in this Course
01. What You Will Learn in this Course
()
ALL COURSE MATERIALS
Basic Experiment Design Concepts-Basic Experiment Design Concepts
02. Basic Experiment Design Concepts
()
Tests of Proportions-Description of a Study of User Preferences
03. Description of a Study of User Preferences
()
Tests of Proportions-Getting Started with R and RStudio
04. Getting Started with R and RStudio
()
Tests of Proportions-Exploring Data and a First Test of Proportions
05. Exploring Data and a First Test of Proportions
()
Tests of Proportions-Understanding and Reporting Your First Statistical Test
06. Understanding and Reporting Your First Statistical Test
()
Tests of Proportions-Exact Tests, Asymptotic Tests, and the Binomial Test
07. Exact Tests, Asymptotic Tests, and the Binomial Test
()
Tests of Proportions-More One-Sample Tests of Proportions
08. More One-Sample Tests of Proportions
()
Tests of Proportions-Two-Sample Tests of Proportions
09. Two-Sample Tests of Proportions
()
The T-Test-Experiment Design Concepts in a Simple A/B Test
10. Experiment Design Concepts in a Simple A/B Test
()
The T-Test-Analyzing a Simple A/B Test with a T-Test
11. Analyzing a Simple A/B Test with a T-Test
()
Validity in Design and Analysis-Designing for Experimental Control
12. Designing for Experimental Control
()
Validity in Design and Analysis-Data Assumptions and Distributions
13. Data Assumptions and Distributions
()
Validity in Design and Analysis-Testing for ANOVA Assumptions
14. Testing for ANOVA Assumptions
()
Validity in Design and Analysis-Mann-Whitney, a Nonparametric T-Test
15. Mann-Whitney, a Nonparametric T-Test
()
One-Factor Between-Subjects Experiments-Description of a Study for a Oneway ANOVA
16. Description of a Study for a Oneway ANOVA
()
One-Factor Between-Subjects Experiments-Analyzing and Reporting a Oneway ANOVA
17. Analyzing and Reporting a Oneway ANOVA
()
One-Factor Between-Subjects Experiments-Kruskal-Wallis, a Nonparametric Oneway ANOVA
18. Kruskal-Wallis, a Nonparametric Oneway ANOVA
()
One-Factor Within-Subjects Experiments-Description of a Study for a Oneway Repeated Measures ANOVA
19. Description of a Study for a Oneway Repeated Measures ANOVA
()
One-Factor Within-Subjects Experiments-Counterbalancing Repeated Measures Factors
20. Counterbalancing Repeated Measures Factors
()
One-Factor Within-Subjects Experiments-Long-Format and Wide-Format Data Tables
21. Long-Format and Wide-Format Data Tables
()
One-Factor Within-Subjects Experiments-The Paired T-Test and Wilcoxon Signed-Rank Test
22. The Paired T-Test and Wilcoxon Signed-Rank Test
()
One-Factor Within-Subjects Experiments-Analyzing a Repeated Measures ANOVA and Friedman Test
23. Analyzing a Repeated Measures ANOVA and Friedman Test
()
Factorial Experiment Designs-Description of a Study for a Factorial ANOVA
24. Description of a Study for a Factorial ANOVA
()
Factorial Experiment Designs-Understanding Interaction Effects
25. Understanding Interaction Effects
()
Factorial Experiment Designs-Analyzing a Factorial ANOVA
26. Analyzing a Factorial ANOVA
()
Factorial Experiment Designs-The ART, a Nonparametric Factorial ANOVA
27. The ART, a Nonparametric Factorial ANOVA
()
Generalizing the Response-Introduction to Generalized Linear Models
28. Introduction to Generalized Linear Models
()
Generalizing the Response-Analyzing Three Generalized Linear Models
29. Analyzing Three Generalized Linear Models
()
The Power of Mixed Effects Models-Introduction to Mixed Effects Models
30. Introduction to Mixed Effects Models
()
The Power of Mixed Effects Models-Analyzing a Linear Mixed Model
31. Analyzing a Linear Mixed Model
()
The Power of Mixed Effects Models-Analyzing a Generalized Linear Mixed Model
32. Analyzing a Generalized Linear Mixed Model
()
The Power of Mixed Effects Models-Course in Review
33. Course in Review
()