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Ex-Post Evaluation ...
Ex-Post Evaluation of Data-Driven Decisions: Conceptualizing Design Objectives
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- Elgendy, Nada (författare)
- M3S, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland
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- Elragal, Ahmed (författare)
- Luleå tekniska universitet,Digitala tjänster och system
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- Ohenoja, Markku (författare)
- Environmental and Chemical Engineering, Faculty of Technology, University of Oulu, Oulu, Finland
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- Päivärinta, Tero, 1971- (författare)
- M3S, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland
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(creator_code:org_t)
- 2022-09-16
- 2022
- Engelska.
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Ingår i: Perspectives in Business Informatics Research. - Cham : Springer Nature. ; , s. 18-34
- Relaterad länk:
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https://urn.kb.se/re...
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https://doi.org/10.1...
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Abstract
Ämnesord
Stäng
- This paper addresses a need for developing ex-post evaluation for data-driven decisions resulting in collaboration between humans and machines. As a first step of a design science project, we propose four design objectives for an ex-post evaluation solution, from the perspectives of both theory (concepts from the literature) and practice (through a case of industrial production planning): (1) incorporate multi-faceted decision evaluation criteria across the levels of environment, organization, and decision itself and (2) acknowledge temporal requirements of the decision contexts at hand, (3) define applicable mode(s) of collaboration between humans and machines to pursue collaborative rationality, and (4) enable a (potentially automated) feedback loop for learning from the (discrete or continuous) evaluations of past decisions. The design objectives contribute by supporting development of solutions for the observed lack of ex-post methods for evaluating data-driven decisions to enhance human-machine collaboration in decision making. Our future research involves design and implementation efforts through on-going industry-academia cooperation.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
Nyckelord
- Data-driven decisions
- ex-post evaluation
- design objectives
- collaborative rationality
- human-machine collaboration
- Information systems
- Informationssystem
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)