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Unveiling the Determinants of Digital Strategy from the Perspective of Entrepreneurial Orientation Theory: A Two-Stage SEM-ANN Approach

Author

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  • Alhamzah Alnoor

    (Southern Technical University)

  • Abbas Gatea Atiyah

    (University of Thi-Qar)

  • Sammar Abbas

    (Kohat University of Science and Technology)

Abstract

The introduction of digital technologies has revolutionized every aspect of human life. As digital technologies transform the landscape of businesses, the resistance to the implementation of digital technologies poses a challenge for businesses. Businesses need a clear digital strategy to overcome the resistance issue[s]. Various factors influence an organizational digital strategy that needs to be investigated to comprehend the optimal benefits of digital technologies. Accordingly, this study’s purpose is to investigate entrepreneurial orientation (EO) considerations that influence digital strategy performance in the context of the food industry. The study views the factors from the viewpoint of EO theory. Digital strategy performance refers to the effectiveness of digital strategy toward the successful adoption and execution of digital technologies. The study has adopted a hybrid partial least-squares structural equation modeling (PLS-SEM) and artificial neural network (ANN) approach to determine the influence of the aforementioned factors on digital strategy performance. In this connection, data were collected from 491 respondents (managers and heads of departments) employed in 83 food firms in different countries across Europe. The results revealed that there exist linear links among the dimensions of EO and digital strategy performance. It was found that all five dimensions of EO (autonomy, proactiveness, innovativeness, competitive aggressiveness, and risk-taking) significantly influence digital strategy performance and that the digital strategy moderates the relationship between predictors and outcome variable. Theoretically, our study makes important contributions in understanding the role of EO dimension—which is rarely investigated in the context of the food industry. Finally, the study has some worthy practical implementations for the executives and other stakeholders in terms of digitalization of the food industry.

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  • Alhamzah Alnoor & Abbas Gatea Atiyah & Sammar Abbas, 2024. "Unveiling the Determinants of Digital Strategy from the Perspective of Entrepreneurial Orientation Theory: A Two-Stage SEM-ANN Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(2), pages 243-260, June.
  • Handle: RePEc:spr:gjofsm:v:25:y:2024:i:2:d:10.1007_s40171-024-00385-0
    DOI: 10.1007/s40171-024-00385-0
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    1. David J. Teece & Greg Linden, 2017. "Business models, value capture, and the digital enterprise," Journal of Organization Design, Springer;Organizational Design Community, vol. 6(1), pages 1-14, December.
    2. Ismael Cristofer Baierle & Francisco Tardelli da Silva & Ricardo Gonçalves de Faria Correa & Jones Luís Schaefer & Matheus Becker Da Costa & Guilherme Brittes Benitez & Elpidio Oscar Benitez Nara, 2022. "Competitiveness of Food Industry in the Era of Digital Transformation towards Agriculture 4.0," Sustainability, MDPI, vol. 14(18), pages 1-22, September.
    3. Canta, Chiara & Nilsen, Øivind A. & Ulsaker, Simen A., 2023. "Competition and risk taking in local bank markets: Evidence from the business loans segment," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 153-169.
    4. Idiano D’Adamo & Massimo Gastaldi & Jacopo Piccioni & Paolo Rosa, 2023. "The Role of Automotive Flexibility in Supporting the Diffusion of Sustainable Mobility Initiatives: A Stakeholder Attitudes Assessment," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(3), pages 459-481, September.
    5. Danny Miller, 2011. "Miller (1983) Revisited: A Reflection on EO Research and Some Suggestions for the Future," Entrepreneurship Theory and Practice, , vol. 35(5), pages 873-894, September.
    6. Yacoub Hamdan & Ahmad Fathi Alheet, 2020. "Influence of organisational culture on pro-activeness, innovativeness and risk taking behaviour of SMEs," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(1), pages 203-217, September.
    7. Bernardo Gala-Velásquez & Américo Hurtado-Palomino & Angela Y. Arredondo-Salas, 2023. "Organisational Flexibility and Innovation Performance: The Moderating Role of Management Support," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(2), pages 219-234, June.
    8. Tajeddini, Kayhan & Gamage, Thilini Chathurika & Tajdini, Javad & Qalati, Sikandar Ali & Siddiqui, Faiza, 2023. "Achieving sustained competitive advantage in retail and consumer service firms: The role of entrepreneurial orientation and entrepreneurial bricolage," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    9. Alhamzah Alnoor & Khai Wah Khaw & XinYing Chew & Sammar Abbas & Zeeshan Zaib Khattak, 2023. "The Influence of the Barriers of Hybrid Strategy on Strategic Competitive Priorities: Evidence from Oil Companies," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(2), pages 179-198, June.
    10. Ciampi, Francesco & Demi, Stefano & Magrini, Alessandro & Marzi, Giacomo & Papa, Armando, 2021. "Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation," Journal of Business Research, Elsevier, vol. 123(C), pages 1-13.
    11. Clarysse, Bart & He, Vivianna Fang & Tucci, Christopher L., 2022. "How the Internet of Things reshapes the organization of innovation and entrepreneurship," Technovation, Elsevier, vol. 118(C).
    12. Wiklund, Johan & Shepherd, Dean, 2005. "Entrepreneurial orientation and small business performance: a configurational approach," Journal of Business Venturing, Elsevier, vol. 20(1), pages 71-91, January.
    13. Małgorzata Okręglicka & Prabhat Mittal & Valentinas Navickas, 2023. "Exploring the Mechanisms Linking Perceived Organizational Support, Autonomy, Risk Taking, Competitive Aggressiveness and Corporate Sustainability: The Mediating Role of Innovativeness," Sustainability, MDPI, vol. 15(7), pages 1-23, March.
    14. Zhou, Xiaoyang & Liu, He & Li, Jialu & Zhang, Kai & Lev, Benjamin, 2023. "Channel strategies when digital platforms emerge: A systematic literature review," Omega, Elsevier, vol. 120(C).
    15. Panos Constantinides & Ola Henfridsson & Geoffrey G. Parker, 2018. "Introduction—Platforms and Infrastructures in the Digital Age," Information Systems Research, INFORMS, vol. 29(2), pages 381-400, June.
    16. Thanh Tiep Le & Abhishek Behl & Gary Graham, 2023. "The Role of Entrepreneurship in Successfully Achieving Circular Supply Chain Management," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(4), pages 537-561, December.
    17. Chwiłkowska-Kubala, Anna & Cyfert, Szymon & Malewska, Kamila & Mierzejewska, Katarzyna & Szumowski, Witold, 2023. "The impact of resources on digital transformation in energy sector companies. The role of readiness for digital transformation," Technology in Society, Elsevier, vol. 74(C).
    18. Jeffrey G. Covin & Teresa Joyce Covin, 1990. "Competitive Aggressiveness, Environmental Context, and Small Firm Performance," Entrepreneurship Theory and Practice, , vol. 14(4), pages 35-50, July.
    19. Hughes-Morgan, Margaret & Kolev, Kalin & Mcnamara, Gerry, 2018. "A meta-analytic review of competitive aggressiveness research," Journal of Business Research, Elsevier, vol. 85(C), pages 73-82.
    20. H. Mahesh Prabhu & Amit Kumar Srivastava, 2023. "CEO Transformational Leadership, Supply Chain Agility and Firm Performance: A TISM Modeling among SMEs," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(1), pages 51-65, March.
    21. Kosior, Katarzyna, 2022. "The Advancement of Digitalization Processes in Food Industry Enterprises in the European Union," Problems of Agricultural Economics / Zagadnienia Ekonomiki Rolnej 324173, Institute of Agricultural and Food Economics - National Research Institute (IAFE-NRI).
    22. Ipsmiller, Edith & Dikova, Desislava & Brouthers, Keith D., 2022. "Digital Internationalization of Traditional Firms: Virtual Presence and Entrepreneurial Orientation," Journal of International Management, Elsevier, vol. 28(4).
    23. Pappas, Ilias O. & Woodside, Arch G., 2021. "Fuzzy-set Qualitative Comparative Analysis (fsQCA): Guidelines for research practice in Information Systems and marketing," International Journal of Information Management, Elsevier, vol. 58(C).
    24. Claudio Giachetti, 2016. "Competing in Emerging Markets: Performance Implications of Competitive Aggressiveness," Management International Review, Springer, vol. 56(3), pages 325-352, June.
    25. Saarikko, Ted & Westergren, Ulrika H. & Blomquist, Tomas, 2020. "Digital transformation: Five recommendations for the digitally conscious firm," Business Horizons, Elsevier, vol. 63(6), pages 825-839.
    26. Albahri, A.S. & Alnoor, Alhamzah & Zaidan, A.A. & Albahri, O.S. & Hameed, Hamsa & Zaidan, B.B. & Peh, S.S. & Zain, A.B. & Siraj, S.B. & Alamoodi, A.H. & Yass, A.A., 2021. "Based on the multi-assessment model: Towards a new context of combining the artificial neural network and structural equation modelling: A review," Chaos, Solitons & Fractals, Elsevier, vol. 153(P1).
    27. Abayomi Baiyere & Hannu Salmela & Tommi Tapanainen, 2020. "Digital transformation and the new logics of business process management," European Journal of Information Systems, Taylor & Francis Journals, vol. 29(3), pages 238-259, May.
    28. Kibeshi Kiyabo & Nsubili Isaga, 2020. "Entrepreneurial orientation, competitive advantage, and SMEs’ performance: application of firm growth and personal wealth measures," Journal of Innovation and Entrepreneurship, Springer, vol. 9(1), pages 1-15, December.
    29. Daniel Schallmo & Christopher A. Williams & Luke Boardman, 2017. "Digital Transformation Of Business Models — Best Practice, Enablers, And Roadmap," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 21(08), pages 1-17, December.
    30. Shan, Peng & Song, Michael & Ju, Xiaofeng, 2016. "Entrepreneurial orientation and performance: Is innovation speed a missing link?," Journal of Business Research, Elsevier, vol. 69(2), pages 683-690.
    31. Porfírio, José António & Carrilho, Tiago & Felício, José Augusto & Jardim, Jacinto, 2021. "Leadership characteristics and digital transformation," Journal of Business Research, Elsevier, vol. 124(C), pages 610-619.
    32. Daniel Schallmo & Christopher A. Williams & Jochen Lohse, 2019. "Digital Strategy — Integrated Approach And Generic Options," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(08), pages 1-24, December.
    33. Margherita Pagani & Catherine Pardo, 2017. "The impact of digital technology on relationships in a business network," Post-Print hal-02312032, HAL.
    34. Di Vaio, Assunta & Palladino, Rosa & Pezzi, Alberto & Kalisz, David E., 2021. "The role of digital innovation in knowledge management systems: A systematic literature review," Journal of Business Research, Elsevier, vol. 123(C), pages 220-231.
    35. Covin, Jeffrey G. & Rigtering, J.P. Coen & Hughes, Mathew & Kraus, Sascha & Cheng, Cheng-Feng & Bouncken, Ricarda B., 2020. "Individual and team entrepreneurial orientation: Scale development and configurations for success," Journal of Business Research, Elsevier, vol. 112(C), pages 1-12.
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