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Technology-Organization-External-Sustainability (TOES) Framework for Technology Adoption: Critical Analysis of Models for Industry 4.0 Implementation Projects

Author

Listed:
  • Walter Cardoso Satyro

    (Postgraduate Program in Project Management, Nove de Julho University (UNINOVE), Sao Paulo 01525-000, SP, Brazil)

  • Jose Celso Contador

    (Postgraduate Program in Administration, Paulista University (UNIP), Sao Paulo 04026-002, SP, Brazil)

  • Jansen Anderson Gomes

    (Postgraduate Program in Production Engineering, Nove de Julho University (UNINOVE), Sao Paulo 01525-000, SP, Brazil)

  • Sonia Francisca de Paula Monken

    (Faculty of Public Health, University of São Paulo (USP), Sao Paulo 01246-904, SP, Brazil)

  • Antonio Pires Barbosa

    (Postgraduate Program in Smart and Sustainable Cities, Nove de Julho University (UNINOVE), Sao Paulo 01525-000, SP, Brazil)

  • Flavio Santino Bizarrias

    (Postgraduate Program in Administration, Escola Superior de Propaganda e Marketing (ESPM), Sao Paulo 04018-010, SP, Brazil)

  • Jose Luiz Contador

    (Faculty of Engineering and Science, São Paulo State University (UNESP), Guaratingueta 12516-410, SP, Brazil)

  • Leandro Simplicio Silva

    (Postgraduate Program in Project Management, Nove de Julho University (UNINOVE), Sao Paulo 01525-000, SP, Brazil)

  • Rogerio Glaser Prado

    (Postgraduate Program in Production Engineering, Nove de Julho University (UNINOVE), Sao Paulo 01525-000, SP, Brazil)

Abstract

Although there are different theories about the adoption and implementation of technological innovation by companies, they have an organization/individual-centered approach. The aim of this study is to propose the Technology–Organization–External–Sustainability (TOES) framework, a technology adoption theory, an extension of the Technology-Organization-(business) Environment (TOE) framework, to assist companies in adopting and implementing technology through a holistic approach. Design Science Research was used to structure the TOES framework and the Delphi method for its evaluation and improvement. To examine the potential of the TOES framework, 40 maturity and readiness models found in the literature were examined, which were created to assist in Industry 4.0 implementation projects, according to their common element of analysis—their dimensions. An important finding was that the TOES framework allowed us to identify that most of these models focused predominantly on technology; therefore, they do not always allow for a general analysis of the company, nor do they consider the external competitive scenario or sustainability as relevant contexts for analysis. The theoretical and practical contribution lies in the presentation of the TOES framework that incorporates sustainability as a relevant context for analysis, expanding the theory of the adoption of technological innovation. Another theoretical contribution is to alert researchers that maturity and readiness models for Industry 4.0 implementation projects should take a more holistic approach. It is suggested to use the TOES framework in other areas of knowledge, such as medicine, engineering, technology, and science, among others, to test its potential.

Suggested Citation

  • Walter Cardoso Satyro & Jose Celso Contador & Jansen Anderson Gomes & Sonia Francisca de Paula Monken & Antonio Pires Barbosa & Flavio Santino Bizarrias & Jose Luiz Contador & Leandro Simplicio Silva , 2024. "Technology-Organization-External-Sustainability (TOES) Framework for Technology Adoption: Critical Analysis of Models for Industry 4.0 Implementation Projects," Sustainability, MDPI, vol. 16(24), pages 1-25, December.
  • Handle: RePEc:gam:jsusta:v:16:y:2024:i:24:p:11064-:d:1545683
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    References listed on IDEAS

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    1. Walter Cardoso Satyro & Jose Celso Contador & Jose Luiz Contador & Marco Aurélio Fragomeni & Sonia Francisca de Paula Monken & Ana Freitas Ribeiro & Anderson Ferreira de Lima & Jansen Anderson Gomes &, 2021. "Implementing Industry 4.0 through Cleaner Production and Social Stakeholders: Holistic and Sustainable Model," Sustainability, MDPI, vol. 13(22), pages 1-16, November.
    2. wael AL-khatib, Ayman, 2023. "Drivers of generative artificial intelligence to fostering exploitative and exploratory innovation: A TOE framework," Technology in Society, Elsevier, vol. 75(C).
    3. Józef Ciuła & Elżbieta Sobiecka & Tomasz Zacłona & Paulina Rydwańska & Aneta Oleksy-Gębczyk & Tomasz P. Olejnik & Sławomir Jurkowski, 2024. "Management of the Municipal Waste Stream: Waste into Energy in the Context of a Circular Economy—Economic and Technological Aspects for a Selected Region in Poland," Sustainability, MDPI, vol. 16(15), pages 1-25, July.
    4. Filippo Marciano & Paola Cocca & Elena Stefana, 2024. "Safety Role and Contribution to Industrial Sustainability," Sustainability, MDPI, vol. 16(2), pages 1-2, January.
    5. World Commission on Environment and Development,, 1987. "Our Common Future," OUP Catalogue, Oxford University Press, number 9780192820808.
    6. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    7. Monshizadeh, Fatemeh & Sadeghi Moghadam, Mohammad Reza & Mansouri, Taha & Kumar, Maneesh, 2023. "Developing an industry 4.0 readiness model using fuzzy cognitive maps approach," International Journal of Production Economics, Elsevier, vol. 255(C).
    8. Yahdih Semlali & Musaddag Elrayah & Mekimah Sabri & Zighed Rahma & Ismail Bengana, 2024. "How Can Industrial SMEs Achieve Sustainability through Cleaner Production? Green Marketing’s Role as a Mediator," Sustainability, MDPI, vol. 16(19), pages 1-25, October.
    9. Viswanath Venkatesh & Fred D. Davis, 2000. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, INFORMS, vol. 46(2), pages 186-204, February.
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