Conceptual and Statistical Knowledge

 

GGPlot Colors Best Tricks You Will Love

This article presents multiple great solutions you should know for changing ggplot colors.

Bayes Rules! An Introduction to Bayesian Modelling in R

Bayesian statistics?! Once an obscure term outside specialized industry and research circles, Bayesian methods are enjoying a renaissance. The title of this book speaks to what all the fuss is about: Bayes rules! Bayesian methods provide a powerful …

Richard McElreath

A series of youtube videos about his book on statistical rethinking and Bayesian statistics

Data tutorial: Power analysis using G*Power

A tutorial on a priori and sensitivity power analyses using G*power

The p-value misconception eradication challenge

If you have educational material that you think will do a better job at preventing p-value misconceptions than the material in my MOOC, join the p-value misconception eradication challenge by proposing an improvement to my current material in a new …

Course materials | Project TIER

Learn about courses, in a wide range of fields at a variety of institutions, where principles and resources from Project TIER have been used to teach transparent research methods.

Bayes for Beginners: Probability and Likelihood

A blog about Bayes for Beginners: Probability and Likelihood

The Superego, the Ego, and the Id in Statistical Reasoning

Statistical reasoning is an art and so demands both mathematical knowledge and informed judgment. When it is mechanized, as with the institutionalized hybrid logic, it becomes ritual, not reasoning. Many experts have argued that it is not going to be …

Graphical Causal Models

This chapter discusses the use of directed acyclic graphs (DAGs) for causal inference in the observational social sciences. It focuses on DAGs’ main uses, discusses central principles, and gives applied examples. DAGs are visual representations of …

Is There a Free Lunch in Inference?

The field of psychology, including cognitive science, is vexed by a crisis of confidence. Although the causes and solutions are varied, we focus here on a common logical problem in inference. The default mode of inference is significance testing, …
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