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Systems that use Machine Learning (ML) have become commonplace for companies that want to improve their products and processes. Literature suggests that Requirements Engineering (RE) can help address many problems when engineering…

Requirements Engineering (RE) is one of the prime areas in software development. Since agile software development englobes several emerging techniques and advocates for continuous improvement, it urges the question of which agile RE…

Software Engineering · Computer Science 2022-03-04 Juan Carlos Barata , Diego Lisboa , Laudelino Cordeiro Bastos , Adolfo Neto

Machine Learning (ML)-enabled systems challenge traditional Requirements Engineering (RE) and agile management due to data dependence, experimentation, and uncertain model behavior. Existing RE and agile practices remain poorly integrated…

Software Engineering · Computer Science 2026-02-06 Lucas Romao , Luiz Xavier , Júlia Condé Araújo , Marina Condé Araújo , Ariane Rodrigues , Marcos Kalinowski

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

Requirements engineering (RE) activities for machine learning (ML) are not well-established and researched in the literature. Many issues and challenges exist when specifying, designing, and developing ML-enabled systems. Adding more focus…

Software Engineering · Computer Science 2022-06-27 Hugo Villamizar , Marcos Kalinowski , Helio lopes

Many software projects fail due to problems in requirements engineering (RE). The goal of this paper is analyzing a specific and relevant RE problem in detail: incomplete/hidden requirements. We replicated a global family of RE surveys with…

Software Engineering · Computer Science 2016-12-02 M. Kalinowski , M. Felderer , T. Conte , R. Spínola , R. Prikladnicki , D. Winkler , D. Méndez Fernández , S. Wagner

Requirements engineering (RE) is considerably different in agile development than in more traditional development processes. Yet, there is little empirical knowledge on the state of the practice and contemporary problems in agile RE. As…

Software Engineering · Computer Science 2017-11-15 Stefan Wagner , Daniel Méndez Fernández , Michael Felderer , Marcos Kalinowski

Requirements Engineering (RE) is a means to reduce the risk of delivering a product that does not fulfill the stakeholders' needs. Therefore, a major challenge in RE is to decide how much RE is needed and what RE methods to apply. The…

Software Engineering · Computer Science 2020-07-08 Florian Wiesweg , Andreas Vogelsang , Daniel Mendez

Context: Machine learning (ML)-enabled systems are being increasingly adopted by companies aiming to enhance their products and operational processes. Objective: This paper aims to deliver a comprehensive overview of the current status quo…

Background: Driving automation systems (DAS), including autonomous driving and advanced driver assistance, are an important safety-critical domain. DAS often incorporate perceptions systems that use machine learning (ML) to analyze the…

The integration of Large Language Models (LLMs) in Requirements Engineering (RE) education is reshaping pedagogical approaches, seeking to enhance student engagement and motivation while providing practical tools to support their…

Software Engineering · Computer Science 2025-12-01 Sharon Guardado , Risha Parveen , Zheying Zhang , Maruf Rayhan , Nirnaya Tripathi

Requirements Engineering (RE) has established itself as a software engineering discipline during the past decades. While researchers have been investigating the RE discipline with a plethora of empirical studies, attempts to systematically…

Context: The use of standards is considered a vital part of any engineering discipline. So one could expect that standards play an important role in Requirements Engineering (RE) as well. However, little is known about the actual knowledge…

Software Engineering · Computer Science 2022-09-29 Xavier Franch , Martin Glinz , Daniel Mendez , Norbert Seyff

As part of the Naming the Pain in Requirements Engineering (NaPiRE) initiative, researchers compared problems that companies in Brazil and Germany encountered during requirements engineering (RE). The key takeaway was that in RE, human…

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

Requirements Engineering (RE) has received much attention in research and practice due to its importance to software project success. Its interdisciplinary nature, the dependency to the customer, and its inherent uncertainty still render…

[Context] Engineering Artificial Intelligence (AI) software is a relatively new area with many challenges, unknowns, and limited proven best practices. Big companies such as Google, Microsoft, and Apple have provided a suite of recent…

Software Engineering · Computer Science 2023-01-26 Khlood Ahmad , Mohamed Abdelrazek , Chetan Arora , Muneera Bano , John Grundy

[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

For many years, we have observed industry struggling in defining a high quality requirements engineering (RE) and researchers trying to understand industrial expectations and problems. Although we are investigating the discipline with a…

Software Engineering · Computer Science 2016-11-30 D. Méndez Fernández , S. Wagner

Background: The sensitivity of Requirements Engineering (RE) to the context makes it difficult to efficiently control problems therein, thus, hampering an effective risk management devoted to allow for early corrective or even preventive…

Software Engineering · Computer Science 2017-08-01 Daniel Méndez Fernández , Michaela Tießler , Marcos Kalinowski , Michael Felderer , Marco Kuhrmann
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