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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,…

软件工程 · 计算机科学 2026-05-18 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Technical debt, specifically Self-Admitted Technical Debt (SATD), remains a significant challenge for software developers and managers due to its potential to adversely affect long-term software maintainability. Although various approaches…

软件工程 · 计算机科学 2023-08-28 Yikun Li , Mohamed Soliman , Paris Avgeriou , Maarten van Ittersum

As large language models (LLMs) such as ChatGPT, Copilot, Claude, and Gemini become integrated into software development workflows, developers increasingly leave traces of AI involvement in their code comments. Among these, some comments…

软件工程 · 计算机科学 2026-01-13 Abdullah Al Mujahid , Mia Mohammad Imran

Context: Previous studies demonstrate that Machine or Deep Learning (ML/DL) models can detect Technical Debt from source code comments called Self-Admitted Technical Debt (SATD). Despite the importance of ML/DL in software development,…

软件工程 · 计算机科学 2024-08-23 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Alex Potanin , Hanna Suominen , Fatemeh Fard

To complete tasks faster, developers often have to sacrifice the quality of the software. Such compromised practice results in the increasing burden to developers in future development. The metaphor, technical debt, describes such practice.…

软件工程 · 计算机科学 2022-02-15 Jiakun Liu , Qiao Huang , Xin Xia , Emad Shihab , David Lo , Shanping Li

Keeping track of and managing Self-Admitted Technical Debts (SATDs) are important to maintaining a healthy software project. This requires much time and effort from human experts to identify the SATDs manually. The current automated…

软件工程 · 计算机科学 2020-10-20 Zhe Yu , Fahmid Morshed Fahid , Huy Tu , Tim Menzies

Background. Technical debt (TD) has long been one of the key factors influencing the maintainability of software products. It represents technical compromises that sacrifice long-term software quality for potential short-term benefits.…

软件工程 · 计算机科学 2024-07-31 Xiaozhou Li , Matteo Esposito , Andrea Janes , Valentina Lenarduzzi

Background: Technical Debt (TD) describes suboptimal software development practices with long-term consequences, such as defects and vulnerabilities. Deadlines are a leading cause of the emergence of TD in software systems. While multiple…

软件工程 · 计算机科学 2025-05-08 Joshua Aldrich Edbert , Zadia Codabux , Roberto Verdecchia

Background: Software security is crucial to ensure that the users are protected from undesirable consequences such as malware attacks which can result in loss of data and, subsequently, financial loss. Technical Debt (TD) is a metaphor…

The impact of Technical Debt (TD) on software maintenance and evolution is of great concern, but recent evidence shows that a considerable amount of TD is fixed by the same developers who introduced it; this is termed self-fixed TD. This…

软件工程 · 计算机科学 2021-06-23 Jie Tan , Daniel Feitosa , Paris Avgeriou

Automated static analysis tools (ASATs) have become a major part of the software development workflow. Acting on the generated warnings, i.e., changing the code indicated in the warning, should be part of, at latest, the code review phase.…

软件工程 · 计算机科学 2021-09-09 Alexander Trautsch , Steffen Herbold , Jens Grabowski

Context: The term technical debt (TD) describes the aggregation of sub-optimal solutions that serve to impede the evolution and maintenance of a system. Some claim that the broken windows theory (BWT), a concept borrowed from criminology,…

软件工程 · 计算机科学 2023-12-29 William Levén , Hampus Broman , Terese Besker , Richard Torkar

Background: Code cloning - copying and reusing pieces of source code - is a common phenomenon in software development in practice. There have been several empirical studies on the effects of cloning, but there are contradictory results…

软件工程 · 计算机科学 2016-11-28 Stefan Wagner , Asim Abdulkhaleq , Kamer Kaya , Alexander Paar

Background. Software companies need to manage and refactor Technical Debt issues. Therefore, it is necessary to understand if and when refactoring Technical Debt should be prioritized with respect to developing features or fixing bugs.…

软件工程 · 计算机科学 2020-01-31 Valentina Lenarduzzi , Terese Besker , Davide Taibi , Antonio Martini , Francesca Arcelli Fontana

The technical debt (TD) metaphor describes actions made during various stages of software development that lead to a more costly future regarding system maintenance and evolution. According to recent studies, on average 25% of development…

Complexity of products, volatility in global markets, and the increasingly rapid pace of innovations may make it difficult to know how to approach challenging situations in mechatronic design and production. Technical Debt (TD) is a…

软件工程 · 计算机科学 2021-03-25 Fandi Bi , Birgit Vogel-Heuser , Litong Xu

The technical debt (TD) metaphor is widely used to encapsulate numerous software quality problems. She describes the trade-off between the short term benefit of taking a shortcut during the design or implementation phase of a software…

软件工程 · 计算机科学 2019-11-19 Ronivon Dias , Pedro Neto , Irvayne Ibiapina , Guilherme Avelino e Otavio Castro

Technical debt (TD) refers to delayed tasks and immature artifacts that may bring short-term benefits but incur extra costs of change during maintenance and evolution in the long term. TD has been extensively studied in the past decade, and…

软件工程 · 计算机科学 2022-12-13 Zengyang Li , Yilin Peng , Peng Liang , Apostolos Ampatzoglou , Ran Mo , Hui Liu , Xiaoxiao Qi

Background: With the rising popularity of Artificial Intelligence (AI), there is a growing need to build large and complex AI-based systems in a cost-effective and manageable way. Like with traditional software, Technical Debt (TD) will…

软件工程 · 计算机科学 2021-08-24 Justus Bogner , Roberto Verdecchia , Ilias Gerostathopoulos

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…

软件工程 · 计算机科学 2024-07-02 Judith Perera , Ewan Tempero , Yu-Cheng Tu , Kelly Blincoe , Matthias Galster