08. Model

R packages

A list of R packages for modelling data.

General

• stats (base R)
• broom

Correlation

• corrr
• correlation

General Linear Models

• afex

Generalized Linear Models

• lme4
• lmerTest
• glmmTMB
• infer
• ordered

Generalized Additive Models

• mgcv

Bayesian Inference

• brms
• rstanarm
• rstan
• bayestestR

Statistical Learning

• tidymodels
• mlr3
• caret

Latent Variable Analysis

• lavaan
• blavaan
• semTools
• tidySEM
• flexmix
• psych
• psychTools

Multidimensional Scaling

• smacof

Cluster Analysis

• cluster

Survival Analysis

• survival
• censored

Marginal Means and Effects

• emmeans
• marginaleffects
• modelbased
• ggeffects

Contrasts

• codingMatrices

Standardized Effect Size

• effectsize
• effsize

Graph Theory

• igraph
• tidygraph
• ggraph

Text analysis

• tidytext
• text

Model Information and Evaluation

• insight
• parameters
• performance
• yardstick

Missing Data Analysis and Imputation

• mice

Utility

• memoise
• profvis
• statExpressions

Meta-Analysis

• psychmeta

Multiverse Analysis

• multiverse