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Software now lies at the heart of scholarly research. Here we argue that as well as being important from a methodological perspective, software should, in many instances, be recognised as an output of research, equivalent to an academic…

Computers and Society · Computer Science 2021-12-23 Caroline Jay , Robert Haines , Daniel S. Katz

The rapid advancement of Large Language Models (LLMs) is reshaping software engineering by profoundly influencing coding, documentation, and system maintenance practices. As these tools become deeply embedded in developers' daily workflows,…

Software Engineering · Computer Science 2025-12-29 Vítor Mateus de Brito , Kleinner Farias

Software sustainability is a key multifaceted non-functional requirement that encompasses environmental, social, and economic concerns, yet its integration into the development of Machine Learning (ML)-enabled systems remains an open…

Using machine learning in clinical practice poses hard requirements on explainability, reliability, replicability and robustness of these systems. Therefore, developing reliable software for monitoring critically ill patients requires close…

Software Engineering · Computer Science 2021-03-16 Miroslaw Staron , Helena Odenstedt Hergés , Silvana Naredi , Linda Block , Ali El-Merhi , Richard Vithal , Mikael Elam

This article attempts to describe specific mental techniques that are related to resolving very complex tasks in software engineering. This subject may be familiar to some software specialists to different extents; however, there is…

Software Engineering · Computer Science 2012-01-30 Igor Kusakov

Software engineers are responsible for developing, maintaining, and innovating software. To hire software engineers, organizations employ a tech hiring pipeline. This process typically consists of a series of steps to evaluate the extent to…

Software Engineering · Computer Science 2025-04-10 Chris Brown , Swanand Vaishampayan

Much of software engineering research focuses on tools, algorithms, and optimization of software. Recently, we, as a community, have come to acknowledge that there is a gap in meta-research and addressing the human-factors in software…

Software Engineering · Computer Science 2023-02-07 Ella Kokinda , Makayla Moster , Paige Rodeghero

Modern software-based systems operate under rapidly changing conditions and face ever-increasing uncertainty. In response, systems are increasingly adaptive and reliant on artificial-intelligence methods. In addition to the ubiquity of…

Software Engineering · Computer Science 2024-08-27 Nelly Bencomo , Jordi Cabot , Marsha Chechik , Betty H. C. Cheng , Benoit Combemale , Andrzej Wąsowski , Steffen Zschaler

Past research on software product lines has focused on the initial development of reusable assets and related challenges, such as cost estimation and implementation issues. Naturally, as software product lines are increasingly adopted…

Software Engineering · Computer Science 2022-12-13 Elias Kuiter , Gunter Saake

The use of third-party packages is becoming increasingly popular and has led to the emergence of large software package ecosystems with a maze of inter-dependencies. Since the reliance on these ecosystems enables developers to reduce…

Software Engineering · Computer Science 2023-06-21 Raula Gaikovina Kula , Katsuro Inoue , Christoph Treude

As software systems are becoming more pervasive, they are also becoming more susceptible to failures, resulting in potentially lethal combinations. Software testing is critical to preventing software failures but is, arguably, the least…

Software Engineering · Computer Science 2021-03-12 Pradeep Waychal , Luiz Fernando Capretz , Jingdong Jia , Daniel Varona , Yadira Lizama

Large language models (LLMs) have been touted to enable increased productivity in many areas of today's work life. Scientific research as an area of work is no exception: the potential of LLM-based tools to assist in the daily work of…

Software Engineering · Computer Science 2024-04-24 Mohamed Nejjar , Luca Zacharias , Fabian Stiehle , Ingo Weber

Although computer science papers are often accompanied by software artifacts, connecting research papers to their software artifacts and vice versa is not always trivial. First of all, there is a lack of well-accepted standards for how such…

Software Engineering · Computer Science 2021-04-14 Hideaki Hata , Jin L. C. Guo , Raula Gaikovina Kula , Christoph Treude

Context: On top of the inherent challenges startup software companies face applying proper software engineering practices, the non-deterministic nature of machine learning techniques makes it even more difficult for machine learning (ML)…

Software Engineering · Computer Science 2023-04-05 Bishal Lakha , Kalyan Bhetwal , Nasir U. Eisty

This review paper explores the evolution of discussions about "long-tail" scientific data in the scholarly literature. The "long-tail" concept, originally used to explain trends in digital consumer goods, was first applied to scientific…

Digital Libraries · Computer Science 2024-12-19 Gretchen R. Stahlman , Inna Kouper

How should software engineering be adapted for Computational Science (CS)? If we understood that, then we could better support software sustainability, verifiability, reproducibility, comprehension, and usability for CS community. For…

Software Engineering · Computer Science 2020-03-13 Huy Tu , Rishabh Agrawal , Tim Menzies

Software Engineering activities are information intensive. Research proposes Information Retrieval (IR) techniques to support engineers in their daily tasks, such as establishing and maintaining traceability links, fault identification, and…

Software Engineering · Computer Science 2023-08-24 Michael Unterkalmsteiner , Tony Gorschek , Robert Feldt , Niklas Lavesson

Motivation: The question of what combination of attributes drives the adoption of a particular software technology is critical to developers. It determines both those technologies that receive wide support from the community and those which…

Software Engineering · Computer Science 2019-09-05 Yuxing Ma , Audris Mockus , Beth Milhollin , Russel Zaretzki , Randy Bradley , Bogdan Bichescu

Background: Research software is crucial for enabling research discoveries and supporting data analysis, simulation, and interpretation across domains. However, evolving requirements, complex inputs, and legacy dependencies hinder the…

Software Engineering · Computer Science 2025-12-16 Md Ariful Islam Malik , Jeffrey C. Carver , Nasir U. Eisty