Graduate Statistics

Course Description:

Use of the Analysis of Variance (ANOVA) Models and Multivariate Analysis in the design and analysis of psychological experiments. Topics include correlation, regression, t-test, ANOVA (between, repeated, and mixed), mediation, moderation, and exploratory factor analysis.

Course Schedule for a 15-week Fall/Spring Semester:

The following table provides a proposed 15-week schedule for a fall or spring semester. Materials follow the Field Discovering Statistics using R/SPSS; however, course materials are also provided from the Keppel and Wickens Design and Analysis. Video links from the YouTube channel are attached to match course materials. Years are included when there are multiple versions of the videos – R commands often update, and new videos reflect those changes.

Download all materials at our OSF page: https://osf.io/x5gnj/.


Topic SPSS R
Introduction to Software R Studio & Commands
Object Types
Functions
Missing Data & Packages
Subsetting
The Purpose of Statistics coming Fall 17
Basic Statistical Concepts R Basics
Graphs and Programs File Factor & Reshape Functions
Ggplot2 Intro & Histogram 2015
Scatterplots 2015
Boxplots 2015
Bar Charts 2015
Line Graphs 2015
Ggplot 2 Lecture & Example 2016
Data Screening Example 1 
Accuracy Checks*
Missing Data*
Outliers*
Assumptions*
Accuracy Checks
Missing Data
Outliers
Assumptions
Two Group Analyses Lecture 1 2015
Lecture 2 2015
Example 1 2015
Independent t 2016
Dependent t 2016
T-Test Examples 2016
One-Way
Between Subjects ANOVA
Lecture 1
Lecture 2
Example 1
Two-Way
Between Subjects ANOVA
Lecture 1 2015
Lecture 2 2015
SS Match to SPSS
Lecture 1 2016
Lecture 2 2016
Repeated Measures ANOVA Lecture 1 2015
Lecture 2 2015
Lecture 3 2015
Lecture 1 2016
Lecture 2 2016
Mixed ANOVA Lecture 1 2015
Lecture & Example 2016
Correlation Lecture 1
Lecture 2
Regression Lecture 1 2015
Lecture 2 2015
Lecture 1 2017
Exploratory Factor Analysis Lecture 1
Lecture 2

All videos are recorded by Dr. B unless noted:

  • ^ = Rebecca Knoph
  • ` = Katherine Miller
  • + = Emily Klug
  • * = Jessica Willis