Resources

Common Statistical Analyses

• Statistical analyses using SPSS

Power Analysis

• G-Power Manual

• Bias and Uncertainty Corrected Sample Size (BUCSS) R Pacakge

Multilevel Modeling

• PSYC 575 Multilevel Modeling Course Website

• Multilevel Composite Reliability

Bayesian Analysis

• PSYC 573 Bayesian Analysis Course Website

• Statistical Rethinking Course Website

• Bayesian Multilevel Modeling With Group Mean Centering

• How to Install rstan and brms

Missing Data

• Online Book: Flexible Imputation of Missing Data by Stef van Buuren

• Applied Missing Data Analysis by Craig K. Enders

• Using FIML in R for Multilevel data

R

• R for Data Science

• Advanced R by Hadley Wickham

• An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani

Mplus

• Mplu Workshop on Structural Equation Modeling (SEM), Multilevel Modeling, and Multilevel SEM

High Performance Computing at USC

• Introduction to CARC Systems

• Workshops from Advanced Research Computing

Monte Carlo Simulation

• Online workshop: Advancing Quantitative Sciences With Monte Carlo Simulation