Teaching Students to Make Their Empirical Research Replicable: A Protocol for Documenting Data Mana
AbstractThis presentation will describe a protocol we have developed for teaching students conducting empirical research to document their work in such a way that their results are completely reproducible and verifiable. The protocol is comprised primarily of creating and assembling a collection of electronic documents—-including raw data files, do-files, and metadata files. The guiding principle is that an independent researcher, using only the data and information contained in these files, should be able to replicate every step of the data management and analysis that generated their empirical results. Students in our introductory statistics classes, as well as our senior advisees, have had a great deal of success using the protocol to document the data processing and analysis involved in their research papers and theses. There is a great deal of evidence [see Ball and Medeiros (2012) and McCullough and McKitrick (2009)] that, across the social sciences, professional norms and common practices with respect to documenting empirical research are deficient. We hope that teaching good practices to our students will help strengthen the professional norm that researchers have an ethical responsibility to ensure that their statistical results can be independently replicated.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by Stata Users Group in its series 2013 Stata Conference with number 21.
Date of creation: 01 Aug 2013
Date of revision:
This paper has been announced in the following NEP Reports:
You can help add them by filling out this form.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christopher F Baum).
If references are entirely missing, you can add them using this form.