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Cognitive analytics enabled responsible artificial intelligence for business model innovation: A multilayer perceptron neural networks estimation

Kanungo, Rama Prasad; Liu, Rui; Gupta, Suraksha; (2024) Cognitive analytics enabled responsible artificial intelligence for business model innovation: A multilayer perceptron neural networks estimation. Journal of Business Research , 182 , Article 114788. 10.1016/j.jbusres.2024.114788. Green open access

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Abstract

Cognitive analytics employs and analyses complex and heterogeneous data sources generating deeper insights that mimic the natural intelligence of the human brain. Cognitive analytics-enabled Artificial Intelligence (AI) that promotes Business Model Innovation (BMI) for the efficiency of the healthcare system is a nascent and undertheorized domain. Within the healthcare management systems, stakeholders’ engagement with AI, particularly with responsible AI, to optimize BMI and improve business performance is bounded by several caveats. Using the Technology Acceptance Model (TAM) and Social Network Theory (SNT) as our conceptual foci, we empirically examine through the Multilayer Perceptron Neural Network the extent to which responsible AI leads to Business Model Innovation (BMI) through the stakeholders’ engagement. Our contributions are novel which demonstrate that cognitive analytics-enabled responsible AI is central to innovation, and healthcare stakeholders exhibit a robust propensity to reorientate and innovate their existing BMI to achieve improved business performance. It has significant implications for innovation, AI and cognitive analytics literature.

Type: Article
Title: Cognitive analytics enabled responsible artificial intelligence for business model innovation: A multilayer perceptron neural networks estimation
Open access status: An open access version is available from UCL Discovery
DOI: 10.1016/j.jbusres.2024.114788
Publisher version: http://dx.doi.org/10.1016/j.jbusres.2024.114788
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher's terms and conditions
Keywords: Cognitive analytics, RAI, Responsibility of innovation, Business Model Innovation (BMI), Healthcare, Stakeholders, Multilayer Perceptron Neural Networks (MLP NN)
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10196956
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