Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems
S. Gabriel, D. Bentler, E.-M. Grote, C. Junker, D.M. zu Wendischhoff, M. Bansmann, B. Latos, D. Hobscheidt, A. Kühn, R. Dumitrescu, Procedia CIRP 109 (2022) 431–436.
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Zeitschriftenaufsatz
| Veröffentlicht
| Englisch
Autor*in
Gabriel, Stefan;
Bentler, Dominik;
Grote, Eva-Maria;
Junker, Caroline;
Wendischhoff, David Meyer zu;
Bansmann, Michael;
Latos, Benedikt;
Hobscheidt, Daniela;
Kühn, Arno;
Dumitrescu, Roman
Einrichtung
Abstract
Artificial Intelligence (AI)-based applications promise great potential benefits for companies. However, an isolated consideration of the technical system is not sufficient for the design. Rather, it is necessary to design the entire work system taking into account the socio-technical system approach. This enables the combination of the strengths of people and intelligent systems. This paper presents an approach for a socio-technical requirements elicitation in the design of AI-based systems by adapting the HTO-analysis. First, a mission statement is developed. Based on a detailed process modelling, existing data and systems are recorded. In addition, all relevant stakeholder groups are included by conducting interviews and surveys. Thus, the procedure enables the derivation of a comprehensive catalogue of requirements. The application of the approach is illustrated by using an example from industrial practice, the design of an intelligent workforce planning system.
Stichworte
Erscheinungsjahr
Zeitschriftentitel
Procedia CIRP
Band
109
Seite
431-436
ISSN
ELSA-ID
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Gabriel S, Bentler D, Grote EM, et al. Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems. Procedia CIRP. 2022;109:431-436. doi:10.1016/j.procir.2022.05.274
Gabriel, S., Bentler, D., Grote, E.-M., Junker, C., Wendischhoff, D. M. zu, Bansmann, M., Latos, B., Hobscheidt, D., Kühn, A., & Dumitrescu, R. (2022). Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems. Procedia CIRP, 109, 431–436. https://doi.org/10.1016/j.procir.2022.05.274
Gabriel S et al. (2022) Requirements Analysis for an Intelligent Workforce Planning System: A Socio-Technical Approach to Design AI-Based Systems. Procedia CIRP 109, 431–436.
Gabriel, Stefan, Dominik Bentler, Eva-Maria Grote, Caroline Junker, David Meyer zu Wendischhoff, Michael Bansmann, Benedikt Latos, Daniela Hobscheidt, Arno Kühn, and Roman Dumitrescu. “Requirements Analysis for an Intelligent Workforce Planning System: A Socio-Technical Approach to Design AI-Based Systems.” Procedia CIRP 109 (2022): 431–36. https://doi.org/10.1016/j.procir.2022.05.274.
Gabriel, Stefan, Dominik Bentler, Eva-Maria Grote, Caroline Junker, David Meyer zu Wendischhoff, Michael Bansmann, Benedikt Latos, Daniela Hobscheidt, Arno Kühn und Roman Dumitrescu. 2022. Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems. Procedia CIRP 109: 431–436. doi:10.1016/j.procir.2022.05.274, .
Gabriel, Stefan ; Bentler, Dominik ; Grote, Eva-Maria ; Junker, Caroline ; Wendischhoff, David Meyer zu ; Bansmann, Michael ; Latos, Benedikt ; Hobscheidt, Daniela ; u. a.: Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems. In: Procedia CIRP Bd. 109, Elsevier BV (2022), S. 431–436
S. Gabriel, D. Bentler, E.-M. Grote, C. Junker, D.M. zu Wendischhoff, M. Bansmann, B. Latos, D. Hobscheidt, A. Kühn, R. Dumitrescu, Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems, Procedia CIRP. 109 (2022) 431–436.
S. Gabriel et al., “Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems,” Procedia CIRP, vol. 109, pp. 431–436, 2022, doi: 10.1016/j.procir.2022.05.274.
Gabriel, Stefan, et al. “Requirements Analysis for an Intelligent Workforce Planning System: A Socio-Technical Approach to Design AI-Based Systems.” Procedia CIRP, vol. 109, 2022, pp. 431–36, https://doi.org/10.1016/j.procir.2022.05.274.
Gabriel, Stefan u. a.: Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems, in: Procedia CIRP 109 (2022), S. 431–436.
Gabriel S, Bentler D, Grote EM, Junker C, Wendischhoff DM zu, Bansmann M, et al. Requirements analysis for an intelligent workforce planning system: a socio-technical approach to design AI-based systems. Procedia CIRP. 2022;109:431–6.