# Statistics

## Bayesian inference for psychology. Part II: Example applications with JASP

Bayesian hypothesis testing presents an attractive alternative to p value hypothesis testing. Part I of this series outlined several advantages of Bayesian hypothesis testing, including the ability to quantify evidence and the ability to monitor and â€¦

## Common statistical tests are linear models (or: how to teach stats)

This document is summarised in the table below. It shows the linear models underlying common parametric and â€śnon-parametricâ€ť tests. Formulating all the tests in the same language highlights the many similarities between them.

## Economic Statistics with Calculus

A syllabus about economics and statistics

## Empirical assessment of published effect sizes and power in the recent cognitive neuroscience and psychology literature

We have empirically assessed the distribution of published effect sizes and estimated power by analyzing 26,841 statistical records from 3,801 cognitive neuroscience and psychology papers published recently. The reported median effect size was D = â€¦

## Equivalence Tests: A Practical Primer for t Tests, Correlations, and Meta-Analyses

Scientists should be able to provide support for the absence of a meaningful effect. Currently, researchers often incorrectly conclude an effect is absent based a nonsignificant result. A widely recommended approach within a frequentist framework is â€¦

## From pre-registration to publication: A non-technical primer for conducting a meta-analysis to synthesize correlational data

Meta-analysis synthesizes a body of research investigating a common research question. Outcomes from meta-analyses provide a more objective and transparent summary of a research area than traditional narrative reviews. Moreover, they are often used â€¦

## Intro to Calculating Confidence Intervals

This video will introduce how to calculate confidence intervals around effect sizes using the MBESS package in R. All materials shown in the video, as well as content from our other videos, can be found here: https://osf.io/7gqsi/

## Introduction to power

This video is an introduction to power analyses to improve the reproducibility of your research.

## Learning Statistics with R

The book is associated with the lsr package on CRAN and GitHub. The package is probably okay for many introductory teaching purposes, but some care is required. The package does have some limitations (e.g., the etaSquared function does strange things â€¦

## No evidence of publication bias in climate change science

Non-significant results are less likely to be reported by authors and, when submitted for peer review, are less likely to be published by journal editors. This phenomenon, known collectively as publication bias, is seen in a variety of scientific â€¦