Technology acceptance theories and factors influencing artificial Intelligence-based intelligent products

•This study compared technology acceptance theories in terms of AI-based intelligent products.•VAM performed best in modeling for understanding the acceptance of AI-based intelligent products.•Enjoyment is a crucial factor in terms of AI-based intelligent products, unlike other products.•First appli...

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Vydáno v:Telematics and informatics Ročník 47; s. 101324
Hlavní autoři: Sohn, Kwonsang, Kwon, Ohbyung
Médium: Journal Article
Jazyk:angličtina
Vydáno: Oxford Elsevier Ltd 01.04.2020
Elsevier Science Ltd
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ISSN:0736-5853, 1879-324X
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Abstract •This study compared technology acceptance theories in terms of AI-based intelligent products.•VAM performed best in modeling for understanding the acceptance of AI-based intelligent products.•Enjoyment is a crucial factor in terms of AI-based intelligent products, unlike other products.•First applied decomposition analysis in IS research for quantifying the influence among factors.•Users considered the characteristics of combined products rather than the AI technology itself. The rapid growth of artificial intelligence (AI) technology has prompted the development of AI-based intelligent products. Accordingly, various technology acceptance theories have been used to explain acceptance of these products. This comparative study determines which models best explain consumer acceptance of AI-based intelligent products and which factors have the greatest impact in terms of purchase intention. We assessed the utility of the Technology Acceptance Model (TAM), the Theory of Planned Behavior (TPB), the Unified Theory of Acceptance and Use of Technology (UTAUT), and the Value-based Adoption Model (VAM) using data collected from a survey sample of 378 respondents, modeling user acceptance in terms of behavioral intention to use AI-based intelligent products. In addition, we employed decomposition analysis to compare each factor included in these models in terms of influence on purchase intention. We found that the VAM performed best in modeling user acceptance. Among the various factors, enjoyment was found to influence user purchase intention the most, followed by subjective norms. The findings of this study confirm that acceptance of highly innovative products with minimal practical value, such as AI-based intelligent products, is more influenced by interest in technology than in utilitarian aspects.
AbstractList The rapid growth of artificial intelligence (AI) technology has prompted the development of AI-based intelligent products. Accordingly, various technology acceptance theories have been used to explain acceptance of these products. This comparative study determines which models best explain consumer acceptance of AI-based intelligent products and which factors have the greatest impact in terms of purchase intention. We assessed the utility of the Technology Acceptance Model (TAM), the Theory of Planned Behavior (TPB), the Unified Theory of Acceptance and Use of Technology (UTAUT), and the Value-based Adoption Model (VAM) using data collected from a survey sample of 378 respondents, modeling user acceptance in terms of behavioral intention to use AI-based intelligent products. In addition, we employed decomposition analysis to compare each factor included in these models in terms of influence on purchase intention. We found that the VAM performed best in modeling user acceptance. Among the various factors, enjoyment was found to influence user purchase intention the most, followed by subjective norms. The findings of this study confirm that acceptance of highly innovative products with minimal practical value, such as AI-based intelligent products, is more influenced by interest in technology than in utilitarian aspects.
•This study compared technology acceptance theories in terms of AI-based intelligent products.•VAM performed best in modeling for understanding the acceptance of AI-based intelligent products.•Enjoyment is a crucial factor in terms of AI-based intelligent products, unlike other products.•First applied decomposition analysis in IS research for quantifying the influence among factors.•Users considered the characteristics of combined products rather than the AI technology itself. The rapid growth of artificial intelligence (AI) technology has prompted the development of AI-based intelligent products. Accordingly, various technology acceptance theories have been used to explain acceptance of these products. This comparative study determines which models best explain consumer acceptance of AI-based intelligent products and which factors have the greatest impact in terms of purchase intention. We assessed the utility of the Technology Acceptance Model (TAM), the Theory of Planned Behavior (TPB), the Unified Theory of Acceptance and Use of Technology (UTAUT), and the Value-based Adoption Model (VAM) using data collected from a survey sample of 378 respondents, modeling user acceptance in terms of behavioral intention to use AI-based intelligent products. In addition, we employed decomposition analysis to compare each factor included in these models in terms of influence on purchase intention. We found that the VAM performed best in modeling user acceptance. Among the various factors, enjoyment was found to influence user purchase intention the most, followed by subjective norms. The findings of this study confirm that acceptance of highly innovative products with minimal practical value, such as AI-based intelligent products, is more influenced by interest in technology than in utilitarian aspects.
ArticleNumber 101324
Author Sohn, Kwonsang
Kwon, Ohbyung
Author_xml – sequence: 1
  givenname: Kwonsang
  surname: Sohn
  fullname: Sohn, Kwonsang
  email: miroo1215@khu.ac.kr
– sequence: 2
  givenname: Ohbyung
  surname: Kwon
  fullname: Kwon, Ohbyung
  email: obkwon@khu.ac.kr
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ContentType Journal Article
Copyright 2019 Elsevier Ltd
Copyright Elsevier Science Ltd. Apr 2020
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Keywords AI-based intelligent products
Technology adoption
Technology acceptance theory
Purchase intention
Decomposition analysis
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Snippet •This study compared technology acceptance theories in terms of AI-based intelligent products.•VAM performed best in modeling for understanding the acceptance...
The rapid growth of artificial intelligence (AI) technology has prompted the development of AI-based intelligent products. Accordingly, various technology...
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StartPage 101324
SubjectTerms Acceptance
Adoption of innovations
AI-based intelligent products
Artificial intelligence
Comparative analysis
Comparative studies
Decomposition analysis
Food packaging
Modelling
Norms
Purchase intention
Respondents
Subjectivity
Subscribers
Technology
Technology Acceptance Model
Technology acceptance theory
Technology adoption
Technology utilization
Theory
Theory of planned behavior
Title Technology acceptance theories and factors influencing artificial Intelligence-based intelligent products
URI https://dx.doi.org/10.1016/j.tele.2019.101324
https://www.proquest.com/docview/2362973321
Volume 47
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