Insights into Non-Merged Pull Requests in GitHub: Is there Evidence of Bias Based on Perceptible Race
Thu 26 Aug 2021 21:20 - 21:25 - Analytics & Software Evolution—Mining Software Repositories Chair(s): Phuong T. Nguyen, Venera Arnaoudova
Recent studies found that the developer’s pull request’s quality is not the only factor that correlates with its rejection. Diversity factors such as social, gender, and geographical location also correlate. This paper assists on diversity research with a qualitative study that analyzes whether there is evidence of bias based on perceptible race in the written comments of non-merged pull requests in GitHub. We examine the written reasons left as comments by GitHub developers explaining the rejection of 556 contributions submitted by four perceptible racial groups: Asian/Pacific Islander (API), Black, Hispanic, and White. Our initial results may indicate questionable behavior when rejecting pull requests as perceptible-API get more rejections with no reason than perceptible-White. Furthermore, we have identified that submitters perceptible as Hispanic and Black have 39% of their pull requests rejected because they are seen as unnecessary which is 10-12 percentage points more frequent than the rest of perceptible races.
Thu 26 AugDisplayed time zone: Athens change
09:00 - 10:00 | Analytics & Software Evolution—Mining Software RepositoriesJournal First / Research Papers +12h Chair(s): Juri Di Rocco University of L'Aquila | ||
09:00 10mPaper | Characterizing Search Activities on Stack Overflow Research Papers Jiakun Liu Zhejiang University, Sebastian Baltes University of Adelaide, Christoph Treude University of Adelaide, David Lo Singapore Management University, Yun Zhang Zhejiang University City College, Xin Xia Huawei Technologies DOI | ||
09:10 10mPaper | Authorship Attribution of Source Code: A Language-Agnostic Approach and Applicability in Software Engineering Research Papers Egor Bogomolov JetBrains Research; HSE University, Vladimir Kovalenko JetBrains Research, Yurii Rebryk HSE University, Alberto Bacchelli University of Zurich, Timofey Bryksin JetBrains Research; HSE University DOI Pre-print | ||
09:20 5mPaper | Insights into Non-Merged Pull Requests in GitHub: Is there Evidence of Bias Based on Perceptible Race Journal First Reza Nadri University of Waterloo, Gema Rodríguez-Pérez University of Waterloo, Mei Nagappan University of Waterloo | ||
09:25 5mPaper | Automatic Recovery of Issue Type Labels Journal First Farida El Zanaty McGill University, Christophe Rezk McGill University, Sander Lijbrink Shopify, Inc., Willem Van Bergen Shopify, Inc., Mark Côté Shopify, Inc., Shane McIntosh McGill University | ||
09:30 30mLive Q&A | Q&A (Analytics & Software Evolution—Mining Software Repositories) Research Papers |
21:00 - 22:00 | Analytics & Software Evolution—Mining Software RepositoriesResearch Papers / Journal First Chair(s): Phuong T. Nguyen University of L’Aquila, Venera Arnaoudova Washington State University | ||
21:00 10mPaper | Characterizing Search Activities on Stack Overflow Research Papers Jiakun Liu Zhejiang University, Sebastian Baltes University of Adelaide, Christoph Treude University of Adelaide, David Lo Singapore Management University, Yun Zhang Zhejiang University City College, Xin Xia Huawei Technologies DOI | ||
21:10 10mPaper | Authorship Attribution of Source Code: A Language-Agnostic Approach and Applicability in Software Engineering Research Papers Egor Bogomolov JetBrains Research; HSE University, Vladimir Kovalenko JetBrains Research, Yurii Rebryk HSE University, Alberto Bacchelli University of Zurich, Timofey Bryksin JetBrains Research; HSE University DOI Pre-print | ||
21:20 5mPaper | Insights into Non-Merged Pull Requests in GitHub: Is there Evidence of Bias Based on Perceptible Race Journal First Reza Nadri University of Waterloo, Gema Rodríguez-Pérez University of Waterloo, Mei Nagappan University of Waterloo | ||
21:25 5mPaper | Automatic Recovery of Issue Type Labels Journal First Farida El Zanaty McGill University, Christophe Rezk McGill University, Sander Lijbrink Shopify, Inc., Willem Van Bergen Shopify, Inc., Mark Côté Shopify, Inc., Shane McIntosh McGill University | ||
21:30 30mLive Q&A | Q&A (Analytics & Software Evolution—Mining Software Repositories) Research Papers |