@RecommendedStatsReadings

Winter (2022), Mapping the landscape of exploratory and confirmatory data analysis in linguistics

Paper: Tutorial on Bayesian Poisson regression (also works as general intro to GLM)

Winter & Grice (2021), Independence and generalizability in linguistics

Winter (2019), Statistics for Linguists: uncorrected proofs (free pdf)

Free(!) R for data science book by Wickham & Grolemund (2nd Edition) - the best way to get started with tidyverse and ggplot2

Healy's Data Visualization book, free online version (incomplete draft)

Gigerenzer (2004) - Mindless Statistics (a classic read - highly recommended)

Alicia Johnson's "Bayes Rules!" - fantastic textbook on Bayesian data analysis with modern tidyverse style code and very appealing plots

Paper: Franke & Roettger - Tutorial on Bayesian mixed models (accessible)

Paper: Kruschke & Lidell - Bayesian data analysis for newcomers

Vasishth et al. (2018) - Bayes tutorial for phoneticians, but applicable to other domains

Nalborczyk et al. (2019) - Bayes brms tutorial for phoneticians, but applicable to other domains

Book: McElreath's Statistical Rethinking - the modern bible of Bayesian statistics, and a fantastic tour-de-force of a fundamentally different way of doing statistics