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Technical debt is a well-known challenge in software development, and its negative impact on software quality, maintainability, and performance is widely recognized. In recent years, artificial intelligence (AI) has proven to be a promising…

Software Engineering · Computer Science 2023-06-21 Srinivas Babu Pandi , Samia A. Binta , Savita Kaushal

With the increasing reliance on software and automation nowadays, tight deadlines, limited resources, and prioritization of functionality over security can lead to insecure coding practices. When not handled properly, these constraints…

Software Engineering · Computer Science 2025-07-16 Chaima Boufaied , Taher Ghaleb , Zainab Masood

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

Self-Admitted Technical Debt or SATD can be found in various sources, such as source code comments, commit messages, issue tracking systems, and pull requests. Previous research has established the existence of relations between SATD items…

Software Engineering · Computer Science 2023-03-14 Yikun Li , Mohamed Soliman , Paris Avgeriou

Generative AI is accelerating software development, but may quietly shift where the most significant risks lie. As AI generates code faster than teams can understand it, two under appreciated forms of debt accumulate: cognitive debt, the…

Software Engineering · Computer Science 2026-04-08 Margaret-Anne Storey

Cognitive biases exert a significant influence on human thinking and decision-making. In order to identify how they influence the occurrence of architectural technical debt, a series of semi-structured interviews with software architects…

Software Engineering · Computer Science 2023-09-26 Klara Borowa , Andrzej Zalewski , Szymon Kijas

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

Self-Admitted Technical Debt (SATD) is a metaphorical concept to describe the self-documented addition of technical debt to a software project in the form of source code comments. SATD can linger in projects and degrade source-code quality,…

Technical debt has become a common metaphor for the accumulation of software design and implementation choices that seek fast initial gains but that are under par and counterproductive in the long run. However, as a metaphor, technical debt…

Software Engineering · Computer Science 2021-03-23 Jacinto Ramirez Lahti , Antti-Pekka Tuovinen , Tommi Mikkonen

Managing technical debt (TD) is critical to ensure the sustainability of long-term software projects. However, the time and cost involved in technical debt management (TDM) often discourage practitioners from performing this activity…

Software Engineering · Computer Science 2026-04-14 João Paulo Biazotto , Daniel Feitosa , Paris Avgeriou , Elisa Yumi Nakagawa

Technical debt is a pervasive problem in software development. Software development teams have to prioritize debt items and determine whether they should address debt or develop new features at any point in time. This paper presents…

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

Self-Admitted Technical Debt (SATD) annotates development decisions that intentionally exchange long-term software artifact quality for short-term goals. Recent work explores the existence of SATD clones (duplicate or near duplicate SATD…

Software Engineering · Computer Science 2024-02-15 Tao Xiao , Zhili Zeng , Dong Wang , Hideaki Hata , Shane McIntosh , Kenichi Matsumoto

Technical Debt (TD) identification in software projects issues is crucial for maintaining code quality, reducing long-term maintenance costs, and improving overall project health. This study advances TD classification using…

Software Engineering · Computer Science 2024-08-20 Karthik Shivashankar , Mili Orucevic , Maren Maritsdatter Kruke , Antonio Martini

Self-admitted technical debt (SATD), referring to comments flagged by developers that explicitly acknowledge suboptimal code or incomplete functionality, has received extensive attention in machine learning (ML) and traditional (Non-ML)…

Software Engineering · Computer Science 2026-01-21 Niruthiha Selvanayagam , Taher A. Ghaleb , Manel Abdellatif

When not appropriately managed, technical debt is considered to have negative effects on the long term success of a software project. However, how the debt metaphor applies to requirements engineering in general, and to requirements…

Software Engineering · Computer Science 2019-07-26 Valentina Lenarduzzi , Davide Fucci

Software and systems traceability is essential for downstream tasks such as data-driven software analysis and intelligent tool development. However, despite the increasing attention to mining and understanding technical debt in software…

Software Engineering · Computer Science 2023-04-18 Mohammad Sadegh Sheikhaei , Yuan Tian

The long lifetime and the evolving nature of industrial products make them subject to technical debt at different levels. Despite multiple years of research on technical debt management, our industrial experience shows that introducing…

Software Engineering · Computer Science 2021-04-19 Somayeh Malakuti , Jens Heuschkel

The ever-increasing amount, variety as well as generation and processing speed of today's data pose a variety of new challenges for developing Data-Intensive Software Systems (DISS). As with developing other kinds of software systems,…

Software Engineering · Computer Science 2019-06-03 Harald Foidl , Michael Felderer , Stefan Biffl

Keeping track of and managing Self-Admitted Technical Debts (SATDs) is important for maintaining a healthy software project. Current active-learning SATD recognition tool involves manual inspection of 24% of the test comments on average to…

Software Engineering · Computer Science 2022-01-27 Huy Tu , Tim Menzies

Technical debt---design shortcuts taken to optimize for delivery speed---is a critical part of long-term software costs. Consequently, automatically detecting technical debt is a high priority for software practitioners. Software quality…

Software Engineering · Computer Science 2017-06-01 Neil A. Ernst , Stephany Bellomo , Ipek Ozkaya , Robert L. Nord
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