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Background: Custom static analysis rules, i.e., rules specific for one or more applications, have been successfully applied to perform corrective and preventive software maintenance. Pattern-Driven Maintenance (PDM) is a method designed to…

Software Engineering · Computer Science 2021-11-19 Diogo Silveira Mendonça , Marcos Kalinowski

The rapid adoption of Deep Learning (DL)-enabled systems has revolutionized software development, driving innovation across various domains. However, these systems also introduce unique challenges, particularly in maintaining software…

Software Engineering · Computer Science 2025-10-07 Gilberto Recupito , Vincenzo De Martino , Dario Di Nucci , Fabio Palomba

Following the recent surge in adoption of machine learning (ML), the negative impact that improper use of ML can have on users and society is now also widely recognised. To address this issue, policy makers and other stakeholders, such as…

Software Engineering · Computer Science 2021-03-02 Alex Serban , Koen van der Blom , Holger Hoos , Joost Visser

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

The widespread use of machine learning in credit scoring has brought significant advancements in risk assessment and decision-making. However, it has also raised concerns about potential biases, discrimination, and lack of transparency in…

Context: It is not uncommon for a new team member to join an existing Agile software development team, even after development has started. This new team member faces a number of challenges before they are integrated into the team and can…

Software Engineering · Computer Science 2019-07-25 Jim Buchan , Stephen MacDonell , Jennifer Yang

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

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

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

Product Data Management (PDM) claims of producing desktop and web based systems to maintain the organizational data to increase the quality of products by improving the process of development, business process flows, change management,…

Other Computer Science · Computer Science 2010-08-10 Zeeshan Ahmed , Detlef Gerhard

Background: The "Technical Debt Dataset" (TDD) is a comprehensive dataset on technical debt (TD) in the main branches of more than 30 Java projects. However, some TD items produced by SonarQube are not included for many commits, for…

Software Engineering · Computer Science 2024-03-05 Lorenz Graf-Vlachy , Stefan Wagner

This is the Dagstuhl Perspectives Workshop 24452 manifesto on Reframing Technical Debt. The manifesto begins with a one-page summary of Values, Beliefs, and Principles. It then elaborates on each Value, Belief, and Principle to explain…

Software Engineering · Computer Science 2025-05-20 Paris Avgeriou , Ipek Ozkaya , Heiko Koziolek , Zadia Codabux , Neil Ernst

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

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

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

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

Designing effective debt collection systems is crucial for improving operational efficiency and reducing costs in the financial industry. However, the challenges of maintaining script diversity, contextual relevance, and coherence make this…

Information Retrieval · Computer Science 2025-04-10 Jiaming Luo , Weiyi Luo , Guoqing Sun , Mengchen Zhu , Haifeng Tang , Kunyao Lan , Mengyue Wu , Kenny Q. Zhu

To meet project timelines or budget constraints, developers intentionally deviate from writing optimal code to feasible code in what is known as incurring Technical Debt (TD). Furthermore, as part of planning their correction, developers…

Software Engineering · Computer Science 2022-03-14 Anthony Peruma , Eman Abdullah AlOmar , Christian D. Newman , Mohamed Wiem Mkaouer , Ali Ouni

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

Self-admitted technical debt (SATD) refers to a form of technical debt in which developers explicitly acknowledge and document the existence of technical shortcuts, workarounds, or temporary solutions within the codebase. Over recent years,…

Software Engineering · Computer Science 2024-09-19 Edi Sutoyo , Andrea Capiluppi
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