https://arxiv.org/abs/2401.13407 Skip to main content Cornell University We gratefully acknowledge support from the Simons Foundation, member institutions, and all contributors. Donate arxiv logo > cs > arXiv:2401.13407 [ ] Help | Advanced Search [All fields ] Search arXiv logo Cornell University Logo [ ] GO quick links * Login * Help Pages * About Computer Science > Software Engineering arXiv:2401.13407 (cs) [Submitted on 24 Jan 2024] Title:Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code Authors:Markus Borg, Ilyana Pruvost, Enys Mones, Adam Tornhill Download a PDF of the paper titled Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code, by Markus Borg and Ilyana Pruvost and Enys Mones and Adam Tornhill Download PDF HTML (experimental) Abstract:Understanding and effectively managing Technical Debt (TD) remains a vital challenge in software engineering. While many studies on code-level TD have been published, few illustrate the business impact of low-quality source code. In this study, we combine two publicly available datasets to study the association between code quality on the one hand, and defect count and implementation time on the other hand. We introduce a value-creation model, derived from regression analyses, to explore relative changes from a baseline. Our results show that the associations vary across different intervals of code quality. Furthermore, the value model suggests strong non-linearities at the extremes of the code quality spectrum. Most importantly, the model suggests amplified returns on investment in the upper end. We discuss the findings within the context of the "broken windows" theory and recommend organizations to diligently prevent the introduction of code smells in files with high churn. Finally, we argue that the value-creation model can be used to initiate discussions regarding the return on investment in refactoring efforts. Paper accepted at the 7th International Conference on Comments: Technical Debt 2024, Lisbon, Portugal, May 14-15, 2024. The replication package is available here: this https URL Subjects: Software Engineering (cs.SE) Cite as: arXiv:2401.13407 [cs.SE] (or arXiv:2401.13407v1 [cs.SE] for this version) https://doi.org/10.48550/arXiv.2401.13407 Focus to learn more arXiv-issued DOI via DataCite Submission history From: Markus Borg [view email] [v1] Wed, 24 Jan 2024 12:05:06 UTC (1,716 KB) Full-text links: Access Paper: Download a PDF of the paper titled Increasing, not Diminishing: Investigating the Returns of Highly Maintainable Code, by Markus Borg and Ilyana Pruvost and Enys Mones and Adam Tornhill * Download PDF * HTML (experimental) * TeX Source * Other Formats view license Current browse context: cs.SE < prev | next > new | recent | 2401 Change to browse by: cs References & Citations * NASA ADS * Google Scholar * Semantic Scholar a export BibTeX citation Loading... BibTeX formatted citation x [loading... ] Data provided by: Bookmark BibSonomy logo Reddit logo (*) Bibliographic Tools Bibliographic and Citation Tools [ ] Bibliographic Explorer Toggle Bibliographic Explorer (What is the Explorer?) [ ] Litmaps Toggle Litmaps (What is Litmaps?) [ ] scite.ai Toggle scite Smart Citations (What are Smart Citations?) ( ) Code, Data, Media Code, Data and Media Associated with this Article [ ] Links to Code Toggle CatalyzeX Code Finder for Papers (What is CatalyzeX?) [ ] DagsHub Toggle DagsHub (What is DagsHub?) [ ] GotitPub Toggle Gotit.pub (What is GotitPub?) [ ] Links to Code Toggle Papers with Code (What is Papers with Code?) [ ] ScienceCast Toggle ScienceCast (What is ScienceCast?) ( ) Demos Demos [ ] Replicate Toggle Replicate (What is Replicate?) [ ] Spaces Toggle Hugging Face Spaces (What is Spaces?) [ ] Spaces Toggle TXYZ.AI (What is TXYZ.AI?) ( ) Related Papers Recommenders and Search Tools [ ] Link to Influence Flower Influence Flower (What are Influence Flowers?) [ ] Connected Papers Toggle Connected Papers (What is Connected Papers?) [ ] Core recommender toggle CORE Recommender (What is CORE?) * Author * Venue * Institution * Topic ( ) About arXivLabs arXivLabs: experimental projects with community collaborators arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs. Which authors of this paper are endorsers? | Disable MathJax (What is MathJax?) * About * Help * Click here to contact arXiv Contact * Click here to subscribe Subscribe * Copyright * Privacy Policy * Web Accessibility Assistance * arXiv Operational Status Get status notifications via email or slack