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Processing regulations and resulting requirements to achieve regulatory compliance in software engineering (SE) is a developing challenge due to the continuously growing amount, complexity, and expanding scope of regulations. Despite the…

Software Engineering · Computer Science 2026-03-11 Oleksandr Kosenkov

Requirements Engineering (RE) is a critical discipline mostly driven by uncertainty, since it is influenced by the customer domain or by the development process model used. We aim to investigate RE processes in successful project…

Software Engineering · Computer Science 2016-12-01 D. Méndez Fernández , S. Wagner , K. Lochmann , A. Baumann , H. de Carne

Growing concerns around the trustworthiness of AI-enabled systems highlight the role of requirements engineering (RE) in addressing emergent, context-dependent properties that are difficult to specify without structured approaches. In this…

Software Engineering · Computer Science 2025-07-15 Hugo Villamizar , Daniel Mendez , Marcos Kalinowski

The various influences in the processes and application domains make Requirements Engineering (RE) inherently complex and difficult to implement. In general, we have two options for establishing an RE approach: we can either establish an…

Software Engineering · Computer Science 2016-12-01 D. Méndez Fernández , B. Penzenstadler

Background: Nowadays, regulatory requirements engineering (regulatory RE) faces challenges of interdisciplinary nature that cannot be tackled due to existing research gaps. Aims: We envision an approach to solve some of the challenges…

Software Engineering · Computer Science 2021-08-31 Oleksandr Kosenkov , Michael Unterkalmsteiner , Daniel Mendez , Davide Fucci

Context: Regulatory acts are a challenging source when eliciting, interpreting, and analyzing requirements. Requirements engineers often need to involve legal experts who, however, may often not be available. This raises the need for…

Software Engineering · Computer Science 2024-05-02 Oleksandr Kosenkov , Michael Unterkalmsteiner , Jannik Fischbach , Daniel Mendez , Davide Fucci , Tony Gorschek

Machine learning (ML) is used increasingly in real-world applications. In this paper, we describe our ongoing endeavor to define characteristics and challenges unique to Requirements Engineering (RE) for ML-based systems. As a first step,…

Machine Learning · Computer Science 2019-08-14 Andreas Vogelsang , Markus Borg

Most requirements engineering (RE) process improvement approaches are solution-driven and activity-based. They focus on the assessment of the RE of a company against an external norm of best practices. A consequence is that practitioners…

Software Engineering · Computer Science 2016-12-01 D. Méndez Ferández , S. Wagner

Large Language Models (LLMs) depend on high-quality, domain-specific natural language datasets. This dependency is particularly pronounced in Requirements Engineering (RE), where core activities rely on textual artifacts such as…

Software Engineering · Computer Science 2026-04-23 Quim Motger , Carlota Catot , Xavier Franch

Requirement Engineering (RE) is the foundation of successful software development. In RE, the goal is to ensure that implemented systems satisfy stakeholder needs through rigorous requirements elicitation, validation, and evaluation…

Software Engineering · Computer Science 2025-10-07 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

[Context] Artificial intelligence (AI) components used in building software solutions have substantially increased in recent years. However, many of these solutions focus on technical aspects and ignore critical human-centered aspects.…

Software Engineering · Computer Science 2023-05-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Arbind Agrahari Baniya , Muneera Bano , John Grundy

This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development…

Software Engineering · Computer Science 2019-09-02 Hrvoje Belani , Marin Vuković , Željka Car

Artificial Intelligence is increasingly introduced into systems engineering activities, particularly within requirements engineering, where quality assessment and validation remain heavily dependent on expert judgment. While recent AI tools…

Software Engineering · Computer Science 2026-04-17 Oz Levy , Ilya Dikman , Natan Levy , Michael Winokur

Applying Design Science Research (DSR) methodology is becoming a popular working resource for most Information Systems (IS) and Software engineering studies. The research and/or practical design problems that must be faced aim to answer the…

Software Engineering · Computer Science 2024-07-16 Oscar Pastor , Mmatshuene Anna Segooa , Jose Ignacio Panach

[Context] In traditional software systems, Requirements Engineering (RE) activities are well-established and researched. However, building Artificial Intelligence (AI) based software with limited or no insight into the system's inner…

Software Engineering · Computer Science 2022-12-22 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Muneera Bano , John Grundy

Requirements Engineering (RE) is a critical phase in software development including the elicitation, analysis, specification, and validation of software requirements. Despite the importance of RE, it remains a challenging process due to the…

Software Engineering · Computer Science 2023-11-02 Chetan Arora , John Grundy , Mohamed Abdelrazek

Context and motivation. Requirements Engineering (RE) quality still lacks empirical evidence on how specific requirement defects affect downstream activities. Problem: However, empirical data on the detailed effects of requirements quality…

Software Engineering · Computer Science 2026-03-19 Henning Femmer , Ivan Esau

Analysis and design phases are the most crucial part of the software development life-cycle. Reusing the artifacts of these early phases is very beneficial to improve the productivity and software quality. In this paper we analyze the…

Software Engineering · Computer Science 2014-01-22 Hamdi A. Al-Jamimi , Moataz Ahmed

Artefacts play a vital role in software and systems development processes. Other terms like documents, deliverables, or work products are widely used in software development communities instead of the term artefact. In the following, we use…

Software Engineering · Computer Science 2021-04-08 D. Méndez Fernández , W. Böhm , A. Vogelsang , J. Mund , M. Broy , M. Kuhrmann , T. Weyer

Specifying data requirements for machine learning (ML) software systems remains a challenge in requirements engineering (RE). This vision paper explores causal modelling as an RE activity that allows the systematic integration of prior…

Software Engineering · Computer Science 2025-04-24 Hans-Martin Heyn , Yufei Mao , Roland Weiss , Eric Knauss
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