Rising with the machines: A sociotechnical framework for bringing artificial intelligence into the organization
Сотрудничество с машинами: социотехническая рамочная модель внедрения искусственного интеллекта в организацию
2020-08-26
SCID: 54.1/n8y3jpe5
Discuss with AI
AI integration modelAI novelty and scopeAI socializationSocio-Technical Systems (STS) theoryorganizational socializationsociotechnical capitalsociotechnical framework
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Abstract (AI)
Artificial intelligence (AI) is increasingly being adopted by organizations, yet implementation is often carried out without careful consideration of the employees who will be working along with it. If employees do not understand or work with AI, it is unlikely to bring value to an organization. The purpose of this paper is to investigate the ways in which employees and AI can collaborate to build different levels of sociotechnical capital. Accordingly, we develop a model of AI integration based on Socio-Technical Systems (STS) theory that combines AI novelty and scope dimensions. We take an organizational socialization approach to build an understanding of the process of integrating AI into the organization. Our framework underscores the importance of AI socialization as a core process in successfully integrating AI systems and employees. We conclude with a future research agenda that highlights the cognitive, relational, and structural implications of integrating AI and employees.
Key Findings
1
AI adoption often fails to deliver organizational value when employees do not understand or work effectively with AI.
2
AI socialization is identified as a core process necessary for successful integration of AI systems and employees.
3
An organizational socialization perspective is used to explicate the process of integrating AI into organizations.
4
The framework maps how collaboration between employees and AI builds varying levels of sociotechnical capital.
5
The paper develops a model of AI integration grounded in Socio-Technical Systems (STS) theory combining AI novelty and scope dimensions.
6
The paper proposes a future research agenda focusing on cognitive, relational, and structural implications of integrating AI and employees.
Research Object
Integration of artificial intelligence systems into organizations (AI systems and employees within organizational settings)
Research Subject
The process and mechanisms of AI socialization and collaboration between employees and AI to build sociotechnical capital, including cognitive, relational, and structural implications for successful AI integration
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2020-08-26
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