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P2 Mapping educational software engineering content on YouTube

映射 YouTube 上的软件工程教育内容
ICSE Proceedings of the IEEE/ACM 48th International Conference on Software Engineering2026匹配度 1/10 · 论文关注 YouTube 软件工程教育内容的自动检索与相关性评分,属于软件工程教育与内容映射,与用户研究的 PL 与 AI 交叉、静态分析、浮点程序分析、贝叶斯程序分析等核心方向基本无关。引用 0 inbox
Maša Pejović, Nikola Vasović, Antonio Cicchetti, Robbert Jongeling
crossref: 2026-09-12

AI 速览

一句话:设计 YouTube 视频自动检索与相关性评分流水线,并两次映射软件工程教育内容。

在线教育视频让缺乏正式训练的人也能学习软件工程概念,而不仅限于编程。然而,YouTube 上此类培训内容的整体供给难以概览,这阻碍了进一步分析这些内容如何影响所谓 citizen developers 的视角。本文报告对该平台软件工程教学视频供给的系统化映射尝试。贡献有二:一是设计并实现用于自动检索 YouTube 视频并对其相关性评分的流水线;二是利用该流水线完成两次软件工程培训视频映射。作者指出开展此类研究面临显著挑战,并为采用该方法的未来研究提供建议。

问题
论文关注的问题是:YouTube 上面向非正式学习者的软件工程培训视频供给缺乏系统概览,难以支撑对其影响 citizen developers 的深入分析。
方法
作者设计并实现一个自动检索与相关性评分流水线,并用它对软件工程培训视频进行两次映射。
评估
评估以两次映射实践体现,主要报告研究过程中遇到的显著挑战,并对未来使用该方法的研究给出建议。
原文摘要(Abstract)

Online educational videos offer an accessible means for persons without formal training to learn software engineering concepts beyond programming alone. However, it is difficult to get an overview of what software engineering training content is available, which is a prerequisite for more detailed analysis such as on how that content influences the perspectives of these citizen developers. In this paper, we report on our attempt to systematically map the offer of such videos on YouTube. Our contributions are twofold: (1) We design and implement a pipeline for the automated retrieval and relevance scoring of YouTube videos; and (2) we use this pipeline to perform two mappings of software engineering training videos. We identify considerable challenges in performing this type of study and provide advice for future research using this methodology.

链接与引用

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BibTeX
@inproceedings{paperbot12057,
  title = {Mapping educational software engineering content on YouTube},
  author = {Maša Pejović and Nikola Vasović and Antonio Cicchetti and Robbert Jongeling},
  booktitle = {ICSE},
  year = {2026},
  doi = {10.1145/3786580.3786974}
}