Details
Original language | English |
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Title of host publication | Requirements Engineering |
Subtitle of host publication | Foundation for Software Quality - 31st International Working Conference, REFSQ 2025, Proceedings |
Editors | Anne Hess, Angelo Susi |
Publisher | Springer Science and Business Media Deutschland GmbH |
Pages | 56-71 |
Number of pages | 16 |
ISBN (electronic) | 978-3-031-88531-0 |
ISBN (print) | 9783031885303 |
Publication status | Published - 1 Apr 2025 |
Event | 31st International Working Conference on Requirements Engineering: Foundation for Software Quality, REFSQ 2025 - Barcelona, Spain Duration: 7 Apr 2025 → 10 Apr 2025 |
Publication series
Name | Lecture Notes in Computer Science |
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Volume | 15588 LNCS |
ISSN (Print) | 0302-9743 |
ISSN (electronic) | 1611-3349 |
Abstract
Context and Motivation: The increasing complexity of modern software systems often challenges users’ abilities to interact with them. Taking established quality attributes such as usability and transparency into account can mitigate this problem, but often do not suffice to completely solve it. Recently, explainability has emerged as essential non-functional requirement to help overcome the aforementioned difficulties. Question/problem: User preferences regarding the integration of explanations in software differ. Neither too few nor too many explanations are helpful. In this paper, we investigate the influence of a user’s subjective mood and objective demographic aspects on explanation needs by means of frequency and type of explanation. Principal ideas/results: Our results reveal a limited relationship between these factors and explanation needs. Two significant correlations were identified: Emotional reactivity was positively correlated with the need for UI explanations, while a negative correlation was found between age and user interface needs. Contribution: As we only find very few significant aspects that influence the need for explanations, we conclude that the need for explanations is very subjective and does only partially depend on objective factors. These findings emphasize the necessity for software companies to actively gather user-specific explainability requirements to address diverse and context-dependent user demands. Nevertheless, future research should explore additional personal traits and cross-cultural factors to inform the development of adaptive, user-centered explanation systems.
Keywords
- explainability, mood analysis, software engineering, survey study, user experience
ASJC Scopus subject areas
- Mathematics(all)
- Theoretical Computer Science
- Computer Science(all)
- General Computer Science
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Requirements Engineering: Foundation for Software Quality - 31st International Working Conference, REFSQ 2025, Proceedings. ed. / Anne Hess; Angelo Susi. Springer Science and Business Media Deutschland GmbH, 2025. p. 56-71 (Lecture Notes in Computer Science; Vol. 15588 LNCS).
Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
}
TY - GEN
T1 - Do Users’ Explainability Needs in Software Change with Mood?
AU - Obaidi, Martin
AU - Droste, Jakob
AU - Deters, Hannah
AU - Herrmann, Marc
AU - Klünder, Jil
AU - Schneider, Kurt
N1 - Publisher Copyright: © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.
PY - 2025/4/1
Y1 - 2025/4/1
N2 - Context and Motivation: The increasing complexity of modern software systems often challenges users’ abilities to interact with them. Taking established quality attributes such as usability and transparency into account can mitigate this problem, but often do not suffice to completely solve it. Recently, explainability has emerged as essential non-functional requirement to help overcome the aforementioned difficulties. Question/problem: User preferences regarding the integration of explanations in software differ. Neither too few nor too many explanations are helpful. In this paper, we investigate the influence of a user’s subjective mood and objective demographic aspects on explanation needs by means of frequency and type of explanation. Principal ideas/results: Our results reveal a limited relationship between these factors and explanation needs. Two significant correlations were identified: Emotional reactivity was positively correlated with the need for UI explanations, while a negative correlation was found between age and user interface needs. Contribution: As we only find very few significant aspects that influence the need for explanations, we conclude that the need for explanations is very subjective and does only partially depend on objective factors. These findings emphasize the necessity for software companies to actively gather user-specific explainability requirements to address diverse and context-dependent user demands. Nevertheless, future research should explore additional personal traits and cross-cultural factors to inform the development of adaptive, user-centered explanation systems.
AB - Context and Motivation: The increasing complexity of modern software systems often challenges users’ abilities to interact with them. Taking established quality attributes such as usability and transparency into account can mitigate this problem, but often do not suffice to completely solve it. Recently, explainability has emerged as essential non-functional requirement to help overcome the aforementioned difficulties. Question/problem: User preferences regarding the integration of explanations in software differ. Neither too few nor too many explanations are helpful. In this paper, we investigate the influence of a user’s subjective mood and objective demographic aspects on explanation needs by means of frequency and type of explanation. Principal ideas/results: Our results reveal a limited relationship between these factors and explanation needs. Two significant correlations were identified: Emotional reactivity was positively correlated with the need for UI explanations, while a negative correlation was found between age and user interface needs. Contribution: As we only find very few significant aspects that influence the need for explanations, we conclude that the need for explanations is very subjective and does only partially depend on objective factors. These findings emphasize the necessity for software companies to actively gather user-specific explainability requirements to address diverse and context-dependent user demands. Nevertheless, future research should explore additional personal traits and cross-cultural factors to inform the development of adaptive, user-centered explanation systems.
KW - explainability
KW - mood analysis
KW - software engineering
KW - survey study
KW - user experience
UR - http://www.scopus.com/inward/record.url?scp=105002720582&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-88531-0_5
DO - 10.1007/978-3-031-88531-0_5
M3 - Conference contribution
AN - SCOPUS:105002720582
SN - 9783031885303
T3 - Lecture Notes in Computer Science
SP - 56
EP - 71
BT - Requirements Engineering
A2 - Hess, Anne
A2 - Susi, Angelo
PB - Springer Science and Business Media Deutschland GmbH
T2 - 31st International Working Conference on Requirements Engineering
Y2 - 7 April 2025 through 10 April 2025
ER -