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Governance Matters: Lessons from Restructuring the Data.Table OSS Project

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Open source software (OSS) forms the backbone of industrial data workflows and enterprise systems. However, many OSS projects face operational risks due to informal or centralized governance. This paper presents a practical case study of data.table, a high-performance R package widely adopted in production analytics pipelines, which underwent a community-led governance reform to address scalability and sustainability concerns. Before the reform, data.table faced a growing backlog of unresolved issues and open pull requests, unclear contributor pathways, and bottlenecks caused by reliance on a single core maintainer. In response, the community initiated a redesign of its governance structure. In this paper, we evaluated the impact of this transition through a mixed-methods approach, combining a contributor survey ($\mathbf{n} \boldsymbol{=} \mathbf{1 7}$) with mining project repository data. Our results show that following the reform, the project experienced a 200 % increase in new contributor recruitment, a drop in pull request resolution time from over 700 days to under a week, and a 3x increase in contributor retention. Community sentiment improved around transparency, onboarding, and project momentum, though concerns around fairness and conflict resolution remain. This case study provides practical guidance for maintainers, companies, and foundations seeking to enhance OSS governance.

Original languageEnglish (US)
Title of host publicationProceedings - 2025 IEEE International Conference on Software Maintenance and Evolution, ICSME 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages667-678
Number of pages12
ISBN (Electronic)9798331595876
DOIs
StatePublished - 2025
Event41st IEEE International Conference on Software Maintenance and Evolution, ICSME 2025 - Auckland, New Zealand
Duration: Sep 7 2025Sep 12 2025

Publication series

NameProceedings - 2025 IEEE International Conference on Software Maintenance and Evolution, ICSME 2025

Conference

Conference41st IEEE International Conference on Software Maintenance and Evolution, ICSME 2025
Country/TerritoryNew Zealand
CityAuckland
Period9/7/259/12/25

Keywords

  • Governance Model
  • Open Source Software
  • Sustainability

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Science Applications
  • Software
  • Safety, Risk, Reliability and Quality

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