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P2 Investigating the Effects of Gender Bias on GitHub

探究性别偏见对 GitHub 的影响
ICSE 2019 IEEE/ACM 41st International Conference on Software Engineering (ICSE)2019匹配度 1/10 · 该论文是GitHub上性别偏见的实证软件工程/社会学研究,不涉及静态分析、LLM/Agent、浮点程序分析、贝叶斯程序分析或形式化验证,与用户研究方向基本无关。引用 104 inbox
Nasif Imtiaz, Justin Middleton, Joymallya Chakraborty, Neill Robson, Gina Bai, Emerson Murphy-Hill
crossref: 2026-09-12dblp: 2026-09-12

AI 速览

一句话:基于性别研究框架定量检验 GitHub 上的性别偏见效应,发现平台层面大多不可见,但女性工作更集中且沟通更克制。

软件开发领域长期由男性主导,性别多样性不足,性别偏见被认为是原因之一。本文基于性别研究文献中的框架,将其提出的四类主要偏见效应适配为关于 GitHub 的假设,并利用平台数据对这些假设进行定量检验。结果表明,性别偏见效应在 GitHub 平台本身大多不可见,但仍存在女性将工作集中在更少场所、在沟通中比男性更克制的信号。研究揭示了平台表层之下可能存在的性别差异。

问题
软件开发领域性别多样性不足,性别偏见可能是重要原因,论文关注其在 GitHub 平台上的具体表现。
方法
采用性别研究文献中的现有框架,将其四类主要效应转化为可检验假设,并对 GitHub 数据进行定量评估。
评估
通过定量验证假设,发现性别偏见效应在 GitHub 平台本身大多不可见,但女性工作集中度更高、沟通比男性更克制。
原文摘要(Abstract)

Diversity, including gender diversity, is valued by many software development organizations, yet the field remains dominated by men. One reason for this lack of diversity is gender bias. In this paper, we study the effects of that bias by using an existing framework derived from the gender studies literature.We adapt the four main effects proposed in the framework by posing hypotheses about how they might manifest on GitHub,then evaluate those hypotheses quantitatively. While our results how that effects of gender bias are largely invisible on the GitHub platform itself, there are still signals of women concentrating their work in fewer places and being more restrained in communication than men.

链接与引用

DOI 原文 · DBLP

BibTeX
@inproceedings{ImtiazMCRBM19,
  title = {Investigating the Effects of Gender Bias on GitHub},
  author = {Nasif Imtiaz and Justin Middleton and Joymallya Chakraborty and Neill Robson and Gina Bai and Emerson Murphy-Hill},
  booktitle = {ICSE},
  year = {2019},
  doi = {10.1109/icse.2019.00079}
}