Representation of Developer Expertise in Open Source SoftwareTechnical Track
Fri 28 May 2021 05:10 - 05:30 at Blended Sessions Room 4 - 3.4.4. Open Source: Developers' Skills
Background: Accurate representation of developer expertise has always been an important research problem. While a number of studies proposed novel methods of representing expertise within individual projects, these methods are difficult to apply at an ecosystem level. However, with the focus of software development shifting from monolithic to modular, a method of representing developers’ expertise in the context of the entire OSS development becomes necessary when, for example, a project tries to find new maintainers and look for developers with relevant skills . Aim: We aim to address this knowledge gap by proposing and constructing the Skill Space where each API, developer, and project is represented and postulate how the topology of this space should reflect what developers know (and projects need). Method: we use the World of Code infrastructure to extract the complete set of APIs in the files changed by open source developers and, based on that data, employ Doc2Vec embeddings for vector representations of APIs, developers, and projects. We then evaluate if these embeddings reflect the postulated topology of the Skill Space by predicting what new APIs/projects developers use/join, and whether or not their pull requests get accepted. We also check how the developers’ representation in the Skill Space align with their self-reported API expertise. Result: Our results suggest that the proposed embeddings in the Skill Space appear to satisfy the postulated topology and we hope that such representations may aid in the construction of signals that increase trust (and efficiency) of open source ecosystems at large and may aid investigations of other phenomena related to developer proficiency and learning.
Thu 27 MayDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
16:30 - 17:30 | 3.4.4. Open Source: Developers' SkillsTechnical Track / Journal-First Papers at Blended Sessions Room 4 +12h Chair(s): Daniela Damian University of Victoria | ||
16:30 20mPaper | Software Engineering Whispers: The Effect of Textual Vs. Graphical Software Design Descriptions on Software Design CommunicationJournal-First Journal-First Papers Rodi Jolak Chalmers | University of Gothenburg, Maxime Savary-Leblanc University of Lille, Manuela Dalibor Software Engineering, RWTH Aachen University, Andreas Wortmann RWTH Aachen University, Regina Hebig Chalmers University of Technology & University of Gothenburg, Juraj Vincur Slovak University of Technology, Ivan Polasek Slovak University of Technology, Xavier Le Pallec University of Lille, Sebastian Gerard CEA Saclay - NanoInnov, Michel R. V. Chaudron Chalmers | University of Gothenburg DOI Media Attached | ||
16:50 20mPaper | What Makes a Great Maintainer of Open Source Projects?ACM SIGSOFT Distinguished PaperTechnical Track Technical Track Edson Dias Federal University of Pará, Paulo Meirelles University of São Paulo, Fernando Castor Federal University of Pernambuco, Igor Steinmacher Northern Arizona University, USA, Igor Wiese Federal University of Technology - Paraná (UTFPR), Gustavo Pinto Federal University of Pará Pre-print Media Attached | ||
17:10 20mPaper | Representation of Developer Expertise in Open Source SoftwareTechnical Track Technical Track Tapajit Dey Lero - The Irish Software Research Centre and University of Limerick, Andrey Karnauch University of Tennessee Knoxville, Audris Mockus The University of Tennessee Pre-print Media Attached |
Fri 28 MayDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
04:30 - 05:30 | 3.4.4. Open Source: Developers' SkillsJournal-First Papers / Technical Track at Blended Sessions Room 4 | ||
04:30 20mPaper | Software Engineering Whispers: The Effect of Textual Vs. Graphical Software Design Descriptions on Software Design CommunicationJournal-First Journal-First Papers Rodi Jolak Chalmers | University of Gothenburg, Maxime Savary-Leblanc University of Lille, Manuela Dalibor Software Engineering, RWTH Aachen University, Andreas Wortmann RWTH Aachen University, Regina Hebig Chalmers University of Technology & University of Gothenburg, Juraj Vincur Slovak University of Technology, Ivan Polasek Slovak University of Technology, Xavier Le Pallec University of Lille, Sebastian Gerard CEA Saclay - NanoInnov, Michel R. V. Chaudron Chalmers | University of Gothenburg DOI Media Attached | ||
04:50 20mPaper | What Makes a Great Maintainer of Open Source Projects?ACM SIGSOFT Distinguished PaperTechnical Track Technical Track Edson Dias Federal University of Pará, Paulo Meirelles University of São Paulo, Fernando Castor Federal University of Pernambuco, Igor Steinmacher Northern Arizona University, USA, Igor Wiese Federal University of Technology - Paraná (UTFPR), Gustavo Pinto Federal University of Pará Pre-print Media Attached | ||
05:10 20mPaper | Representation of Developer Expertise in Open Source SoftwareTechnical Track Technical Track Tapajit Dey Lero - The Irish Software Research Centre and University of Limerick, Andrey Karnauch University of Tennessee Knoxville, Audris Mockus The University of Tennessee Pre-print Media Attached |