InfoGuides: Software: Learn R: Statistical Analysis

If you do not know R yet, check out jamovi, a point-and-click statistical software that uses R.

Learning Statistics with R

YouTube Channel Quant Psych - Eccentric teacher is good at simplifying complex topics.
- Fast-paced with background music.
- This large collection covers everything from the basics to mixed models, both theoretically and in R.
YouTube ChannelStatQuest with Josh Starmer "in R" - Various topics in R step-by-step
Statistics and machine learning (yuzaR Data Science)
- Multivariable Linear Regression in R (~20 minutes)
YouTube Channel Global Health & YouTube Channel R Programing 101 - Greg Martin, Medicine / Public Health
- Has additional free (registration required) and paid resources
MarinStatsLectures & YouTube Channel- Mike Marin, Statistics / Public Health
- Videos created for graduate students at The University of British Columbia

Statistics for Linguists: An Introduction Using R by Bodo Winter
Call Number: Available ONLINE through Mason
ISBN: 9781315165547
Publication Date: 2019-10-30
A great introduction to R and the Tidyverse, then covers simple Regression through Mixed Models with considerations, examples, and interpretation, with a lengthy mid-book introduction to inferential statistics (including t-tests), See also this authors 2013 papers on Linear Regression and Mixed Models in R.

psych - Many functions for Psychology
TidyModels - Modeling compatible with the Tidyverse
easystats - collection of packages for working with models
- insight - extract information from model objects
- report - produces APA-style model results in text
- see - produces relevant ggplot graphics from a model object

gtsummary - create publication-ready analytical and summary tables
- pander, kable, and stargazer are older alternatives
equatiomatic - create the equation for a fitted model in LaTeX