Doing AI: Algorithmic decision support as a human activity Article Swipe
Algorithmic decision support (ADS), using Machine-Learning-based AI, is becoming a major part of many processes. Organizations introduce ADS to improve decision-making and use available data, thereby possibly limiting deviations from the normative "homo economicus" and the biases that characterize human decision-making. However, a closer look at the development and use of ADS systems in organizational settings reveals that they necessarily involve a series of largely unspecified human decisions. They begin with deliberations for which decisions to use ADS, continue with choices while developing and deploying the ADS, and end with decisions on how to use the ADS output in an organization's operations. The paper presents an overview of these decisions and some relevant behavioral phenomena. It points out directions for further research, which is essential for correctly assessing the processes and their vulnerabilities. Understanding these behavioral aspects is important for successfully implementing ADS in organizations.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2402.14674
- https://arxiv.org/pdf/2402.14674
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4392121052
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4392121052Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2402.14674Digital Object Identifier
- Title
-
Doing AI: Algorithmic decision support as a human activityWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-02-22Full publication date if available
- Authors
-
Joachim MeyerList of authors in order
- Landing page
-
https://arxiv.org/abs/2402.14674Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2402.14674Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2402.14674Direct OA link when available
- Concepts
-
Computer science, Decision support system, Data science, Artificial intelligenceTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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