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Technical debt happens when teams take shortcuts on software development to gain short-term benefits at the cost of making future changes more expensive. Previous results show that there is a misalignment between the prioritization done by…

Software Engineering · Computer Science 2021-07-13 Rodrigo Rebouças de Almeida

[Context] Technical debt (TD) in machine learning (ML) systems, much like its counterpart in software engineering (SE), holds the potential to lead to future rework, posing risks to productivity, quality, and team morale. Despite growing…

Software Engineering · Computer Science 2025-02-19 Rodrigo Ximenes , Antonio Pedro Santos Alves , Tatiana Escovedo , Rodrigo Spinola , Marcos Kalinowski

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…

Software Engineering · Computer Science 2020-10-20 Zhe Yu , Fahmid Morshed Fahid , Huy Tu , Tim Menzies

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

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

A vigorous and growing set of technical debt analysis tools have been developed in recent years -- both research tools and industrial products -- such as Structure 101, SonarQube, and DV8. Each of these tools identifies problematic files…

Software Engineering · Computer Science 2021-03-09 Jason Lefever , Yuanfang Cai , Humberto Cervantes , Rick Kazman , Hongzhou Fang

Context: Self-admitted technical debt (SATD) occurs when developers acknowledge shortcuts in code. In scientific software (SSW), such debt poses unique risks to the validity and reproducibility of results. Objective: This study aims to…

Software Engineering · Computer Science 2026-01-19 Eric L. Melin , Nasir U. Eisty , Gregory Watson , Addi Malviya-Thakur

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 is often the result of Short Run decisions made during code development, which can lead to long-term maintenance costs and risks. Hence, evaluating the progression of a project and understanding related code quality aspects…

Software Engineering · Computer Science 2023-05-01 Benedikt Dornauer , Michael Felderer , Johannes Weinzerl , Mircea-Cristian Racasan , Martin Hess

Speeding up development may produce technical debt, i.e., not-quite-right code for which the effort to make it right increases with time as a sort of interest. Developers may be aware of the debt as they admit it in their code comments.…

Software Engineering · Computer Science 2022-05-05 Barbara Russo , Matteo Camilli , Moritz Mock

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…

Software Engineering · Computer Science 2025-05-08 Joshua Aldrich Edbert , Zadia Codabux , Roberto Verdecchia

NonTechnical Debt (NTD) is a common challenge in agile software development, manifesting in four critical forms, Process Debt, Social Debt, People Debt, Organizational debt. NODLA project is a collaboration between Karlstad University and…

Software Engineering · Computer Science 2025-09-03 Muhammad Ovais Ahmad , Tomas Gustavsson

Context: Technical Debt is a metaphor used to describe code that is "not quite right." Although TD studies have gained momentum, TD has yet to be studied as thoroughly in non-Object-Oriented (OO) or scientific software such as R. R is a…

Software Engineering · Computer Science 2021-03-18 Zadia Codabux , Melina Vidoni , Fatemeh H. Fard

Context: Software start-ups are young companies aiming to build and market software-intensive products fast with little resources. Aiming to accelerate time-to-market, start-ups often opt for ad-hoc engineering practices, make shortcuts in…

A high imbalance exists between technical debt and non-technical debt source code comments. Such imbalance affects Self-Admitted Technical Debt (SATD) detection performance, and existing literature lacks empirical evidence on the choice of…

Software Engineering · Computer Science 2021-03-25 Murali Sridharan , Mika Mantyla , Leevi Rantala , Maelick Claes

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

Multi-task learning is a paradigm that leverages information from related tasks to improve the performance of machine learning. Self-Admitted Technical Debt (SATD) are comments in the code that indicate not-quite-right code introduced for…

Software Engineering · Computer Science 2025-07-03 Barbara Russo , Jorge Melegati , Moritz Mock

Context. Detecting Self-Admitted Technical Debt (SATD) is crucial for proactive software maintenance. Previous research has primarily targeted detecting and prioritizing SATD, with little focus on the source code afflicted with SATD. Our…

Software Engineering · Computer Science 2025-11-04 Murali Sridharan , Mikel Robredo , Leevi Rantala , Matteo Esposito , Valentina Lenarduzzi , Mika Mantyla

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

The adoption of Machine and Deep Learning (ML/DL) technologies introduces maintenance challenges, leading to Technical Debt (TD). Algorithm Debt (AD) is a TD type that impacts the performance and scalability of ML/DL systems. A review of 42…

Software Engineering · Computer Science 2026-04-09 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Fatemeh Fard , Alex Potanin , Hanna Suominen
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