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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) impairs scientific software (SSW), yet its prioritization, sentiment, persistence, and propagation remains underexplored. Understanding how SSW developers express, and address SATD is crucial for…

Software Engineering · Computer Science 2026-03-18 Eric L. Melin , Nasir U. Eisty , Gregory R. Watson , Addi Malviya-Thakur

Background: To adequately attend to non-functional requirements (NFRs), they must be documented; otherwise, developers would not know about their existence. However, the documentation of NFRs may be subject to Technical Debt and Waste, as…

Software Engineering · Computer Science 2019-09-30 Gabriela Robiolo , Ezequiel Scott , Santiago Matalonga , Michael Felderer

Just because software developers say they believe in "X", that does not necessarily mean that "X" is true. As shown here, there exist numerous beliefs listed in the recent Software Engineering literature which are only supported by small…

Software Engineering · Computer Science 2020-04-10 N. C. Shrikanth , Tim Menzies

To effectively manage Technical Debt (TD), we need reliable means to quantify it. We conducted a Systematic Mapping Study (SMS) where we identified TD quantification approaches that focus on different aspects of TD. Some approaches base the…

Software Engineering · Computer Science 2023-03-14 Judith Perera , Ewan Tempero , Yu-Cheng Tu , Kelly Blincoe

Technical debt is a metaphor that describes the long term effects of shortcuts taken in software development activities to achieve near term goals. In this study, we explore a new context of technical debt that relates to database…

Software Engineering · Computer Science 2018-01-26 Mashel Albarak , Muna Alrazgan , Rami Bahsoon

Context: Test-driven development (TDD) is an agile software development approach that has been widely claimed to improve software quality. However, the extent to which TDD improves quality appears to be largely dependent upon the…

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

Technical debt refers to suboptimal code that degrades software quality. When developers intentionally introduce such debt, it is called self-admitted technical debt (SATD). Since SATD hinders maintenance, identifying its categories is key…

Software Engineering · Computer Science 2025-10-24 Sota Nakashima , Yuta Ishimoto , Masanari Kondo , Tao Xiao , Yasutaka Kamei

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,…

Software Engineering · Computer Science 2024-08-23 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Alex Potanin , Hanna Suominen , Fatemeh Fard

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…

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

Software development organisations aim to stay effective and efficient amid growing system complexity. To address this, they often form small teams focused on separate components that can be independently developed, tested, and deployed.…

Software Engineering · Computer Science 2024-06-28 Ehsan Zabardast , Javier Gonzalez-Huerta , Francis Palma , Panagiota Chatzipetrou

Self-assignment, where software developers choose their own tasks, is a common practice in agile teams. However, it is not known why developers select certain tasks. It is important for managers to be aware of these reasons to ensure…

Software Engineering · Computer Science 2021-08-12 Zainab Masood , Rashina Hoda , Kelly Blincoe

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

The Impostor Phenomenon (IP) impacts a significant portion of the Software Engineering workforce, yet it is often viewed primarily through an internal individual lens. In this position paper, we propose framing the prevalence of IP as a…

Software Engineering · Computer Science 2026-02-17 Paloma Guenes , Rafael Tomaz , Maria Teresa Baldassarre , Alexander Serebrenik

Data-intensive systems handle variable, high volume, and high-velocity data generated by human and digital devices. Like traditional software, data-intensive systems are prone to technical debts introduced to cope-up with the pressure of…

Software Engineering · Computer Science 2022-08-19 Biruk Asmare Muse , Kawser Wazed Nafi , Foutse Khomh , Giuliano Antoniol

Context: Technical Debt (TD) discusses the negative impact of sub-optimal decisions to cope with the need-for-speed in software development. Code Technical Debt Items (TDI) are atomic elements of TD that can be observed in code artefacts.…

Software Engineering · Computer Science 2022-01-06 Ehsan Zabardast , Kwabena Ebo Bennin , Javier Gonzalez-Huerta

Architectural debt is a form of technical debt that derives from the gap between the architectural design of the system as it "should be" compared to "as it is". We measured architecture debt in two ways: 1) in terms of system-wide coupling…

Software Engineering · Computer Science 2018-12-03 Maleknaz Nayebi , Yuanfang Cai , Rick Kazman , Guenther Ruhe , Qiong Feng , Chris Carlson , Francis Chew

Despite years of research for improving accuracy, software practitioners still face software estimation difficulties. Expert judgment has been the prevalent method used in industry, and researchers' focus on raising realism in estimates…

Software Engineering · Computer Science 2021-05-18 Patricia Matsubara , Igor Steinmacher , Bruno Gadelha , Tayana Conte