Online Program Home
My Program

Abstract Details

Activity Number: 326
Type: Invited
Date/Time: Tuesday, August 2, 2016 : 10:30 AM to 12:20 PM
Sponsor: Council of Chapters
Abstract #318071
Title: Replication and the Manufacture of Scientific Inferences: A Formal Approach
Author(s): Fernando Martel Garcia*
Companies: Cambridge Social Science Decision Lab
Keywords: Replication ; Reproducibility ; robustness ; causal diagrams ; experimental artifacts ; quality control
Abstract:

The field of replication studies remains a controversial, misunderstood, and unappreciated piƱata of 18 replication typologies, spanning 79 replication types. To help bring order into chaos I contribute a theory of manufactured inferences. The theory is built on three pillars: (i) replication causal diagrams (or r-dags, for short); (ii) a formal conceptualization of study procedures; and (iii) the use of Bayesian inference to update our beliefs about the natural phenomenon under investigation, and the operating characteristics of the study procedures used to study it. Next, I use this theory to motivate a formal typology of replications types; explaining how they are done, and for what purpose. Finally, I discuss some implications of this theory, including the importance of an analytical approach to robustness and generalizability replications; the need to avoid conceptual replications; the possibility of legitimate (unplanned) specifications searches; the limitations of meta-analysis; and the false dichotomy between "successful" and "failed" replications.


Authors who are presenting talks have a * after their name.

Back to the full JSM 2016 program

 
 
Copyright © American Statistical Association