Volumn Links
Vol. 0 - Setting up your computer
Installing software (R, RStudio, packages, TeX)
Workspace orientation
Notebook workflow
Periodic updating
Importing data files (SPSS, Excel, CSV, ect.)
Sub-setting (observations and variables)
Creating new variables
Saving revised data
Vol. 2 Exploratroy Data Analysis
Computing and tabulating summary statistics (M/SD, count/%)
Creating descriptive visualizations of distributions (boxplots, histograms) and relationships (scatter plots)
Vol. 3 Testing Mean Differences
t-tests (independent groups, paired observations)
ANOVA (independent or between subjects, 1-way, 2-way)
RM ANOVA (repeated meausres, between subjects)
Mixed ANOVA (both independent and between subjects)
Visualizations (marginal means to prob interactions)
Post hoc tests (multiple corrections, contrast statements)
Vol. 4 Multiple Linear Regression & GLM
Calculating and visualizating correlation
Multiple regression models (fitting, tabulating results, graphicaly probing interactions)
Generalizing the distribution (GLM: logistic regression, poisson regression, ect.)
Moderation and Mediation
Average Marginal Effects
Vol. 5 Multilevel and Marginal Models
Modeling clustered/hierarchical or longitudinal/repeated observations with multilevel models (MLM, LMM, GLMM, HLM), including:
Computing ICCs
Model fitting
Tabulating results
Visualizings (marginal means to prob interactions)
Generalized Estimating Equations (GEE)