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While a substantial body of prior research has investigated the form and nature of production code, comparatively little attention has examined characteristics of test code, and, in particular, test smells in that code. In this paper, we…

Software Engineering · Computer Science 2021-03-30 Amjed Tahir , Steve Counsell , Stephen G. MacDonell

Code samples play a pivotal role in open-source ecosystems (OSSECO), serving as lightweight artifacts that support knowledge transfer, onboarding, and framework adoption. Despite their instructional relevance, these samples are often…

Software Engineering · Computer Science 2025-07-21 Arthur Bueno , Bruno Cafeo , Maria Cagnin , Awdren Fontão

A smell in software source code denotes an indication of suboptimal design and implementation decisions, potentially hindering the code understanding and, in turn, raising the likelihood of being prone to changes and faults. Identifying…

Software Engineering · Computer Science 2025-02-10 Anh Ho , Anh M. T. Bui , Phuong T. Nguyen , Amleto Di Salle , Bach Le

Software systems naturally evolve, and this evolution often brings design problems that cause system degradation. Architectural smells are typical symptoms of such problems, and several of these smells are related to undesired dependencies…

Software Engineering · Computer Science 2018-08-21 J. Andrés Díaz-Pace , Antonela Tommasel , Daniela Godoy

Unit testing is an essential component of the software development life-cycle. A developer could easily and quickly catch and fix software faults introduced in the source code by creating and running unit tests. Despite their importance,…

Software Engineering · Computer Science 2021-08-02 Denivan Campos , Larissa Rocha , Ivan Machado

The popularity of machine learning has wildly expanded in recent years. Machine learning techniques have been heatedly studied in academia and applied in the industry to create business value. However, there is a lack of guidelines for code…

Software Engineering · Computer Science 2022-03-31 Haiyin Zhang , Luís Cruz , Arie van Deursen

Context: Code smells are considered symptoms of poor design, leading to future problems, such as reduced maintainability. Except for anecdotal cases (e. g. code dropout), a code smell survives until it gets explicitly refactored or removed.…

Software Engineering · Computer Science 2025-11-06 Américo Rio , Fernando Brito e Abreu

Code smells indicate software design problems that harm software quality. Data-intensive systems that frequently access databases often suffer from SQL code smells besides the traditional smells. While there have been extensive studies on…

Software Engineering · Computer Science 2022-01-10 Biruk Asmare Muse , Mohammad Masudur Rahman , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol

JavaScript has been consistently among the most popular programming languages in the past decade. However, its dynamic, weakly-typed, and asynchronous nature can make it challenging to write maintainable code for developers without in-depth…

Cryptography and Security · Computer Science 2024-12-02 Vikas Kambhampati , Nehaz Hussain Mohammed , Amin Milani Fard

A code smell is a surface indicator of an inherent problem in the system, most often due to deviation from standard coding practices on the developers part during the development phase. Studies observe that code smells made the code more…

Software Engineering · Computer Science 2021-08-11 Himanshu Gupta , Abhiram Anand Gulanikar , Lov Kumar , Lalita Bhanu Murthy Neti

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

Software Engineering · Computer Science 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

Code smells are characteristics of the software that indicates a code or design problem which can make software hard to understand, evolve, and maintain. The code smell detection tools proposed in the literature produce different results,…

Software Engineering · Computer Science 2019-02-11 Thirupathi Guggulothu

Developing test code may be a time-consuming task that usually requires much effort and cost, especially when it is done manually. Besides, during this process, developers and testers are likely to adopt bad design choices, which may lead…

Software Engineering · Computer Science 2020-03-13 Nildo Silva Junior , Larissa Rocha , Luana Almeida Martins , Ivan Machado

In this paper, we present a tertiary systematic literature review of previous surveys, secondary systematic literature reviews, and systematic mappings. We identify the main observations (what we know) and challenges (what we do not know)…

Software Engineering · Computer Science 2020-08-11 Guilherme Lacerda , Fabio Petrillo , Marcelo Pimenta , Yann Gael Gueheneuc

The common use case of code smells assumes causality: Identify a smell, remove it, and by doing so improve the code. We empirically investigate their fitness to this use. We present a list of properties that code smells should have if they…

Software Engineering · Computer Science 2024-01-17 Idan Amit , Nili Ben Ezra , Dror G. Feitelson

Build scripts automate the process of compiling source code, managing dependencies, running tests, and packaging software into deployable artifacts. These scripts are ubiquitous in modern software development pipelines for streamlining…

Software Engineering · Computer Science 2026-04-27 Mahzabin Tamanna , Yash Chandrani , Matthew Burrows , Brandon Wroblewski , Laurie Williams , Dominik Wermke

Technical debt occurs in many different forms across software artifacts. One such form is connected to software architectures where debt emerges in the form of structural anti-patterns across architecture elements, namely, architecture…

Software Engineering · Computer Science 2023-04-03 Damian Andrew Tamburri , Francesca Arcelli Fontana , Riccardo Roveda , Valentina Lenarduzzi

Context. The adoption of Machine Learning (ML)--enabled systems is steadily increasing. Nevertheless, there is a shortage of ML-specific quality assurance approaches, possibly because of the limited knowledge of how quality-related concerns…

Software Engineering · Computer Science 2024-03-14 Gilberto Recupito , Giammaria Giordano , Filomena Ferrucci , Dario Di Nucci , Fabio Palomba

As the development of Solidity contracts on Ethereum, more developers are reusing them on other compatible blockchains. However, developers may overlook the differences between the designs of the blockchain system, such as the Gas Mechanism…

Software Engineering · Computer Science 2025-04-14 Zexu Wang , Jiachi Chen , Tao Zhang , Yu Zhang , Weizhe Zhang , Yuming Feng , Zibin Zheng

Effective software development relies on managing both collaboration and technology, but sociotechnical challenges can harm team dynamics and increase technical debt. Although teams working on ML enabled systems are interdisciplinary,…

Software Engineering · Computer Science 2025-04-25 Giusy Annunziata , Stefano Lambiase , Fabio Palomba , Gemma Catolino , Filomena Ferrucci