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Incorporating the business perspective into prioritizing technical debt is essential to contribute to decision making in industry. In this paper, we evolve and evaluate a business-driven approach for technical debt prioritization. The…

Software Engineering · Computer Science 2021-07-13 Rodrigo Rebouças de Almeida , Rafael do Nascimento Ribeiro , Christoph Treude , Uirá Kulesza

Fixing bugs is an important phase in software development and maintenance. In practice, the process of bug fixing may conflict with the release schedule. Such confliction leads to a trade-off between software quality and release schedule,…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , Yan Hu , He Jiang

Technical Debt is a term used to classify non-optimal solutions during software development. These solutions cause several maintenance problems and hence they should be avoided or at least documented. Although there are a considered number…

Software Engineering · Computer Science 2016-04-07 Marcelino Campos Oliveira Silva , Marco Tulio Valente , Ricardo Terra

Prompting foundation models (FMs) like large language models (LLMs) have enabled new AI-powered software features (e.g., text summarization) that previously were only possible by fine-tuning FMs. Now, developers are embedding prompts in…

Software Engineering · Computer Science 2025-07-24 Jenny T. Liang , Chenyang Yang , Agnia Sergeyuk , Travis D. Breaux , Brad A. Myers

Technical Debt (TD) refers to the long-term costs incurred when developers prioritize short-term delivery over quality-improving work. Architectural Technical Debt (ATD) arises when architectural decisions (e.g., technology choices,…

Software Engineering · Computer Science 2026-05-18 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Audits are critical mechanisms for identifying the risks and limitations of deployed artificial intelligence (AI) systems. However, the effective execution of AI audits remains incredibly difficult, and practitioners often need to make use…

Computers and Society · Computer Science 2025-03-03 Victor Ojewale , Ryan Steed , Briana Vecchione , Abeba Birhane , Inioluwa Deborah Raji

The concept of technical debt has been explored from many perspectives but its precise estimation is still under heavy empirical and experimental inquiry. We aim to understand whether, by harnessing approximate, data-driven,…

Software Engineering · Computer Science 2019-08-05 Valentina Lenarduzzi , Antonio Martini , Davide Taibi , Damian Andrew Tamburri

Recognizing that technical debt is a persistent and significant challenge requiring sophisticated management tools, TD-Suite offers a comprehensive software framework specifically engineered to automate the complex task of its…

Software Engineering · Computer Science 2025-04-16 Karthik Shivashankar , Antonio Martini

Software practitioners can make sub-optimal decisions concerning requirements during gathering, documenting, prioritizing, and implementing requirements as software features or architectural design decisions -- this is captured by the…

Software Engineering · Computer Science 2024-07-02 Judith Perera , Ewan Tempero , Yu-Cheng Tu , Kelly Blincoe , Matthias Galster

Despite years of research for improving accuracy, software practitioners still face software estimation difficulties. Expert judgment has been the prevalent method used in industry, and researchers' focus on raising realism in estimates…

Software Engineering · Computer Science 2021-05-18 Patricia Matsubara , Igor Steinmacher , Bruno Gadelha , Tayana Conte

Quantum computing is a rapidly growing field attracting the interest of both researchers and software developers. Supported by its numerous open-source tools, developers can now build, test, or run their quantum algorithms. Although the…

Software Engineering · Computer Science 2022-06-02 Moses Openja , Mohammad Mehdi Morovati , Le An , Foutse Khomh , Mouna Abidi

Architectural technical debt (ATD) represents trade-offs in software architecture that accelerate initial development but create long-term maintenance challenges. ATD, in particular when self-admitted, impacts the foundational structure of…

Software Engineering · Computer Science 2025-05-06 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Self-Admitted Technical Debt (SATD) refers to technical compromises explicitly admitted by developers in natural language artifacts such as code comments, commit messages, and issue trackers. Among its types, Architecture Technical Debt…

Software Engineering · Computer Science 2026-03-04 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Context: Previous research on software aging is limited with focus on dynamic runtime indicators like memory and performance, often neglecting evolutionary indicators like source code comments and narrowly examining legacy issues within the…

Software Engineering · Computer Science 2025-04-25 Murali Sridharan , Mika Mäntylä , Leevi Rantala

Self-Admitted Technical Debt (SATD) encompasses a wide array of sub-optimal design and implementation choices reported in software artefacts (e.g., code comments and commit messages) by developers themselves. Such reports have been central…

Software Engineering · Computer Science 2024-03-05 Nicolás E. Díaz Ferreyra , Mojtaba Shahin , Mansooreh Zahedi , Sodiq Quadri , Ricardo Scandariato

Given the inherent non-deterministic nature of machine learning (ML) systems, their behavior in production environments can lead to unforeseen and potentially dangerous outcomes. For a timely detection of unwanted behavior and to prevent…

Software Engineering · Computer Science 2025-10-01 Hira Naveed , John Grundy , Chetan Arora , Hourieh Khalajzadeh , Omar Haggag

The package manager (PM) is crucial to most technology stacks, acting as a broker to ensure that a verified dependency package is correctly installed, configured, or removed from an application. Diversity in technology stacks has led to…

Software Engineering · Computer Science 2023-02-15 Syful Islam , Raula Gaikovina Kula , Christoph Treude , Bodin Chinthanet , Takashi Ishio , Kenichi Matsumoto

In the software development industry, technical debt is regarded as a critical issue in term of the negative consequences such as increased software development cost, low product quality, decreased maintainability, and slowed progress to…

Software Engineering · Computer Science 2021-06-17 Simon Hacks , Hendrik Höfert , Johannes Salentin , Yoon Chow Yeong , Horst Lichter

Context: Software practitioners adopt approaches like DevOps, Scrum, and Waterfall for high-quality software development. However, limited research has been conducted on exploring software development approaches concerning practitioners…

Software Engineering · Computer Science 2023-05-03 Arif Ali Khan , Javed Ali Khan , Muhammad Azeem Akbar , Peng Zhou , Mahdi Fahmideh

There has been considerable growth and interest in industrial applications of machine learning (ML) in recent years. ML engineers, as a consequence, are in high demand across the industry, yet improving the efficiency of ML engineers…

Machine Learning · Computer Science 2020-05-05 Anh Truong , Austin Walters , Jeremy Goodsitt , Keegan Hines , C. Bayan Bruss , Reza Farivar