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P2 Assessing the Sustainability-Quality Model: A Multi-Year Empirical Study in Education

评估可持续性-质量模型:一项在教育领域的多年实证研究
ICSE Proceedings of the IEEE/ACM 48th International Conference on Software Engineering2026匹配度 1/10 · 该论文研究的是软件工程教育中可持续性质量模型的应用与分类准确性,与用户画像中静态分析、LLM/Agent、浮点程序分析和贝叶斯程序分析等核心方向基本无关。虽然涉及软件质量属性,但未涉及程序分析技术或所关注的理论/工具交叉。引用 0 inbox
Hasti Daneshkia, Patricia Lago
crossref: 2026-09-12

AI 速览

一句话:通过63个硕士项目检验SQ模型,报告275项关注点分类准确率达88%,证明新手可可靠使用。

论文关注软件工程中可持续性难以融入质量评估的问题。作者分析可持续性评估框架工具包中的可持续性-质量(SQ)模型,在多年教育场景中由硕士生应用于63个跨领域项目(交通、医疗、农业、教育、文化遗产等)。研究收集275项SQ关注点,考察其频率与分类准确性。结果显示,可访问性、互操作性和资源利用等关注点最常被识别,碳足迹和环境风险缓解等可持续性特定关注点较少出现;总体分类准确率为88%,表明即使新手也可较可靠地应用该模型。研究提供模型可用性的实证证据,并指出应用中的反复挑战及改进可持续性教育的机会。

问题
如何在实践中将可持续性有效整合进软件质量评估,并验证SQ模型的可用性与分类可靠性。
方法
在多年教育场景中让硕士生将SQ模型应用于63个跨领域项目,收集275项SQ关注点并分析其频率与分类准确率。
评估
通过关注点频率统计和分类准确率评估模型应用表现,达到88%总体准确率,并总结反复出现的挑战与教育改进机会。
原文摘要(Abstract)

Sustainability is increasingly recognised as an essential concern in software engineering, yet practical sound approaches for integrating it into quality assessment remain limited. The Sustainability-Quality (SQ) Model, introduced as part of the Sustainability Assessment Framework (SAF) Toolkit, offers a structured way to connect quality attributes (QAs) with four sustainability dimensions: technical, environmental, economic, and social. To better understand how the model can be applied in practice, this study analyses its use in a multi-year educational setting where master’s students applied the SQ Model in 63 projects across diverse domains such as mobility, healthcare, agriculture, education, and cultural heritage. From these projects, 275 SQ concerns were collected and examined with respect to their frequency and classification accuracy. The analysis shows that concerns such as accessibility, interoperability, and resource utilisation were identified most often, whereas sustainability-specific concerns such as carbon footprint and environmental risk mitigation appeared less frequently. An overall classification accuracy of 88% was achieved, suggesting that the model can be applied reliably even by novices. These findings provide empirical evidence of the SQ Model’s usability, highlight recurring challenges in its application, and point to opportunities for improving sustainability education in software engineering.

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BibTeX
@inproceedings{paperbot11991,
  title = {Assessing the Sustainability-Quality Model: A Multi-Year Empirical Study in Education},
  author = {Hasti Daneshkia and Patricia Lago},
  booktitle = {ICSE},
  year = {2026},
  doi = {10.1145/3786580.3786979}
}