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Related papers: Measuring the Impact of Technical Debt on Developm…

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Microservice architectures provide an intuitive promise of high maintainability and evolvability due to loose coupling. However, these quality attributes are notably vulnerable to technical debt (TD). Few studies address TD in microservice…

Software Engineering · Computer Science 2025-06-23 Klara Borowa , Andrzej Ratkowski , Roberto Verdecchia

Background: Test-Driven Development (TDD) is an agile software development practice, which is claimed to boost both external quality of software products and developers' productivity. Aims: We want to study (i) the TDD effects on the…

Software analytics can be improved by surveying; i.e. rechecking and (possibly) revising the labels offered by prior analysis. Surveying is a time-consuming task and effective surveyors must carefully manage their time. Specifically, they…

Software Engineering · Computer Science 2019-05-22 Fahmid M. Fahid , Zhe Yu , Tim Menzies

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

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

Software Engineering · Computer Science 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

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

The emergence of open-source ML libraries such as TensorFlow and Google Auto ML has enabled developers to harness state-of-the-art ML algorithms with minimal overhead. However, during this accelerated ML development process, said developers…

Software Engineering · Computer Science 2025-12-01 Aaditya Bhatia , Foutse Khomh , Bram Adams , Ahmed E Hassan

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,…

Developers sometimes choose design and implementation shortcuts due to the pressure from tight release schedules. However, shortcuts introduce technical debt that increases as the software evolves. The debt needs to be repaid as fast as…

Software Engineering · Computer Science 2022-01-07 Biruk Asmare Muse , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol

Context. Refactoring has been widely investigated in the past in relation to production code quality, yet still little is known on how developers apply refactoring on test code. Specifically, there is still a lack of investigation into how…

Software Engineering · Computer Science 2023-08-21 Luana Martins , Valeria Pontillo , Heitor Costa , Filomena Ferrucci , Fabio Palomba , Ivan Machado

Technical debt refers to taking shortcuts to achieve short-term goals while sacrificing the long-term maintainability and evolvability of software systems. A large part of technical debt is explicitly reported by the developers themselves;…

Software Engineering · Computer Science 2023-04-24 Yikun Li , Mohamed Soliman , Paris Avgeriou

How much does AI assistance impact developer productivity? To date, the software engineering literature has provided a range of answers, targeting a diversity of outcomes: from perceived productivity to speed on task and developer…

Software Engineering · Computer Science 2024-11-12 Elise Paradis , Kate Grey , Quinn Madison , Daye Nam , Andrew Macvean , Vahid Meimand , Nan Zhang , Ben Ferrari-Church , Satish Chandra

This white paper provides an overview of the topic of "technical debt" and presents an approach for managing technical debt in teams. The white paper is based on the results of my dissertation, which aimed to translate scientific findings…

Software Engineering · Computer Science 2026-03-04 Marion Wiese

Background. Code Technical Debt (Code TD) prediction has gained significant attention in recent software engineering research. However, no standardized approach to Code TD prediction fully captures the factors influencing its evolution.…

Software Engineering · Computer Science 2025-06-23 Mikel Robredo , Nyyti Saarimaki , Matteo Esposito , Davide Taibi , Rafael Penaloza , Valentina Lenarduzzi

Upon evolving their software, organizations and individual developers have to spend a substantial effort to pay back technical debt, i.e., the fact that software is released in a shape not as good as it should be, e.g., in terms of…

Software Engineering · Computer Science 2023-08-21 Antonio Mastropaolo , Massimiliano Di Penta , Gabriele Bavota

This study investigates teamwork dynamics in student software development projects through a mixed-method approach combining quantitative analysis of GitLab commit logs and qualitative survey data. We analyzed individual contributions…

Software Engineering · Computer Science 2025-07-08 Santiago Berrezueta-Guzman , Ivan Parmacli , Mohammad Kasra Habib , Stephan Krusche , Stefan Wagner

Self-Admitted Technical Debt, or SATD, is a self-admission of technical debt present in a software system. To effectively manage SATD, developers need to estimate its priority and assess the effort required to fix the described technical…

Software Engineering · Computer Science 2025-01-03 Nathan Cassee , Neil Ernst , Nicole Novielli , Alexander Serebrenik

Development effort is an undeniable part of the project management which considerably influences the success of project. Inaccurate and unreliable estimation of effort can easily lead to the failure of project. Due to the special…

Software Engineering · Computer Science 2012-09-13 Elham Khatibi , Roliana Ibrahim

Background. The migration from monolithic systems to microservices involves deep refactoring of the systems. Therefore, the migration usually has a big economic impact and companies tend to postpone several activities during this process,…

Software Engineering · Computer Science 2020-07-07 Valentina Lenarduzzi , Francesco Lomio , Nyyti Saarimäki , Davide Taibi

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