Shravan Vasishth | Workshop: Project Planning - From Experiment Design to Manuscript and Data Release

Event Open Science Initiative (internal)

  • Date: Feb 12, 2020
  • Time: 09:00 AM - 01:00 PM (Local Time Germany)
  • Speaker: Shravan Vasishth
  • Location: MPI for Human Cognitive and Brain Sciences
  • Room: Charlotte Buehler Room (C402)
  • Host: CBS Open Science
A recent analysis of publicly released data accompanying published papers in Cognition showed that not all published numbers could be reproduced, even though the data and code were available (https://royalsocietypublishing.org/doi/full/10.1098/rsos.180448). The authors state that: "...suboptimal data curation, unclear analysis specification and reporting errors can impede analytic reproducibility, undermining the utility of data sharing and the credibility of scientific findings." In this workshop, I will suggest one way to minimize the chances of producing irreproducible results, focusing on repeated measures 2x2 factorial designs as a case study.
The steps I will discuss are:

- Experiment design, and planning sample size using simulated data

- Defining the analysis plan using simulated data

- Checking that your experiment software actually collects the data you need

- Once data are collected, visualizing and summarizing the data

- Creating an R package to document and release your data and analyses

- Code refactoring

- Integrating the data analysis into the manuscript

- Releasing data and code: a suggested checklist
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