Statistics Resources
Educational Resources
Daniel Lakens Improving Statistical Inferences Coursera Course
A free course covering topics such as likelihood estimation, p-values (and p-hacking), effect sizes, Bayes Factors, confidence intervals, and the philosophy of science. Highly Recommended!
Open Stats Lab
A website out of Trinity University that uses actual data from published articles to teach statistical concepts like ANOVA, correlation and regression.
Seeing Theory
A really cool website out of Brown University that uses interactive visualizations to teach statistical concepts.
Answering Questions with Data
An open-access, online introductory statistics book (also good for a quick refresher!) Provides great explanations as well as R-code for simulations.
Data Camp
A helpful (paid) website that provides interactive modules for learning data science.
Learning Statistics with r
Learn statistics and R at the same time! I recommend this to everybody who asks about stats.
Helpful Statistics Blogs
R Psychologist
Kristoffer Magnusson's blog which discusses statistical topics in psychology and provides fantastic interactive visualizations using R.
Richard Morey Blog
A great resource for those interested in Bayes Factors and open science (among other statistical/philosophy of science topics).
Doing Bayesian Data Analysis
A blog by John Krushke for those interested in all things Bayesian.
The 20% Statistician
A blog by Daniel Lakens for those interested in all things frequentist (along with philosophy of science).
Statistical Modeling, Causal Inference, and Social Science
A blog by Andrew Gelman on numerous issues related to statistics, methodology and inference.
BLOGR
A helpful resource for tips and tricks in using R for data science.
Awesome Causal Inference
A curated list by Matteo Courthoud of causal inference courses, books, libraries, etc.
caltech probability distribution explorer
A tool that allows you to visualize different probability distributions. Great for thinking about priors!