Advanced Statistics

Course Description:

This course is a survey course over topics of the use of statistics in psychology, which will cover advanced statistical procedures from ANOVA (between, repeated measures, multivariate), regression (multiple, log linear), and pictures (canonical correlation, multidimensional scaling, factor analysis).

Not all analyses are used in teaching the course, as other videos and designs are grouped with this page. You can find the files for these videos in the other folder of the downloadable set. My dummies guides for R and SPSS with write up examples are also included in these folders.

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


Topic Overall
Lecture
SPSS R JASP
Excel
VassarStats
Class + Software Overview R Studio & Commands
Missing Data & Packages
Object Types
Functions
Subsetting
Example 1
Example 1
Example 2
Basics Review Lecture 1
Lecture 2
Descriptive Statistics
Histograms & Frequency Tables
Single Sample t-test
Dependent t-test
Independent t-test
Correlation
Lecture 1
Lecture 2
Example 1
Example 2
Example 1
Example 2
Example 3
Graphs Histograms & Frequency Polygons
Bar Graphs
Line Graphs
Scatterplots
Example 1 Example 1
Example 2
Example 3
Data Screening Lecture 1 Accuracy*
Missing Data*
Outliers*
Assumptions*
Example 1 Example 1
ANOVA Lecture 1
One-Way
Between Subjects ANOVA
Example 1^ Example 1 Example 1
Two-Way
Between Subjects ANOVA
Example 1
Example 2^
Example 1 Example 1
One-Way
Repeated Measures ANOVA
Example 1
Example 2^
Example 1 Example 1
Two-Way
Repeated Measures ANOVA
Example 1
Example 2^
Example 1 Example 1
Two-Way
Mixed Factorial ANOVA
Example 1 Example 1 Example 1
Two-Way
Between Subjects ANCOVA
Example 1 Example 1 Example 1
Two-Way
Between Subjects MANOVA
Example 1 Example 1
Regression Lecture 1
Dummy Coding Example 1 Example 1
Multiple
Linear Regression
Example 1 Example 1
Hierarchical
Linear Regression
Example 1 Example 1 Example 1
Mediation Example 1 Example 1
Bootstrapping
Example 1
Double Mediation Example 1
Two-Way
Moderation
Example 1 Example 1
Example 1
Example 1
Three-Way
Moderation
Example 1
Moderated Mediation Example 1
Bootstrapping
Multilevel Models Lecture 1 Example 1
Binary
Logistic Regression
Example 1 Example 1
Multinomial
Logistic Regression
Example 1
Exploratory Factor Analysis Example 1 Example 1
Canonical Correlation Example 1
Chi-Square Lecture 1
Clinical Statistics
Sensitivity/Specificity
Example 1
Example 2
Permutation Tests Lecture 1

All videos are recorded by Dr. B unless noted:

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