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AI-enabled business-model innovation and transformation in industrial ecosystems: A framework, model and outline for further research

Author

Listed:
  • Burström, Thommie
  • Parida, Vinit
  • Lahti, Tom
  • Wincent, Joakim

Abstract

Manufacturing incumbents find it difficult to integrate AI in their traditional business models. This paper draws on the research question: How does manufacturing incumbents use AI for enabling business model innovation in industrial ecosystems? We use qualitative method in order to study four large global manufacturing incumbents that are transforming their business models with AI. We performed more than 30 semi-structured in-depth interviews with strategic key personnel in order to understand how they have succeeded with implementing AI and transforming business models. Our main contribution establishes the need for AI business-model innovation to be aligned with ecosystem innovation. Specifically, in short-term incumbents may use ecosystem reconfiguration strategy, whereas long-term strategies relate to ecosystem revitalization, and resilience. Thus, we contribute by connecting organizational microelements with ecosystem macro dimensions and provide an evolutionary model envisioning how incumbents attempt to promote strategic transitions in their firms and ecosystems.

Suggested Citation

  • Burström, Thommie & Parida, Vinit & Lahti, Tom & Wincent, Joakim, 2021. "AI-enabled business-model innovation and transformation in industrial ecosystems: A framework, model and outline for further research," Journal of Business Research, Elsevier, vol. 127(C), pages 85-95.
  • Handle: RePEc:eee:jbrese:v:127:y:2021:i:c:p:85-95
    DOI: 10.1016/j.jbusres.2021.01.016
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    References listed on IDEAS

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    1. Seppo Kuula & Harri Haapasalo & Arto Tolonen, 2018. "Cost-efficient co-creation of knowledge intensive business services," Service Business, Springer;Pan-Pacific Business Association, vol. 12(4), pages 779-808, December.
    2. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    3. Meijer, L.L.J. & Huijben, J.C.C.M. & van Boxstael, A. & Romme, A.G.L., 2019. "Barriers and drivers for technology commercialization by SMEs in the Dutch sustainable energy sector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 114-126.
    4. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    5. Ron Adner & Rahul Kapoor, 2010. "Value creation in innovation ecosystems: how the structure of technological interdependence affects firm performance in new technology generations," Strategic Management Journal, Wiley Blackwell, vol. 31(3), pages 306-333, March.
    6. Izhar Matzkevich & Bruce Abramson, 1995. "Decision Analytic Networks in Artificial Intelligence," Management Science, INFORMS, vol. 41(1), pages 1-22, January.
    7. Krotov, Vlad, 2017. "The Internet of Things and new business opportunities," Business Horizons, Elsevier, vol. 60(6), pages 831-841.
    8. Halinen, Aino & Tornroos, Jan-Ake, 2005. "Using case methods in the study of contemporary business networks," Journal of Business Research, Elsevier, vol. 58(9), pages 1285-1297, September.
    9. Juha Winter & Sandro Battisti & Thommie Burström & Sakari Luukkainen, 2018. "Exploring the Success Factors of Mobile Business Ecosystems," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 15(03), pages 1-23, June.
    10. Feng Li, 2010. "The Information Content of Forward‐Looking Statements in Corporate Filings—A Naïve Bayesian Machine Learning Approach," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 1049-1102, December.
    11. Mark Lazerson & Gianni Lorenzoni, 1999. "Resisting Organizational Inertia: The Evolution of Industrial Districts," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 3(4), pages 361-377, December.
    12. Gebauer, Heiko & Fleisch, Elgar & Friedli, Thomas, 2005. "Overcoming the Service Paradox in Manufacturing Companies," European Management Journal, Elsevier, vol. 23(1), pages 14-26, February.
    13. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    14. Matt, C. & Hess, Thomas & Benlian, Alexander, 2015. "Digital Transformation Strategies," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 75002, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    15. Cenamor, J. & Rönnberg Sjödin, D. & Parida, V., 2017. "Adopting a platform approach in servitization: Leveraging the value of digitalization," International Journal of Production Economics, Elsevier, vol. 192(C), pages 54-65.
    16. Ke Rong & Yong Lin & Boyi Li & Thommie Burström & Lynne Butel & Jiang Yu, 2018. "Business ecosystem research agenda: more dynamic, more embedded, and more internationalized," Asian Business & Management, Palgrave Macmillan, vol. 17(3), pages 167-182, July.
    17. Christian Matt & Thomas Hess & Alexander Benlian, 2015. "Digital Transformation Strategies," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 57(5), pages 339-343, October.
    18. Michael G. Jacobides & Carmelo Cennamo & Annabelle Gawer, 2018. "Towards a theory of ecosystems," Strategic Management Journal, Wiley Blackwell, vol. 39(8), pages 2255-2276, August.
    19. Parida, Vinit & Burström, Thommie & Visnjic, Ivanka & Wincent, Joakim, 2019. "Orchestrating industrial ecosystem in circular economy: A two-stage transformation model for large manufacturing companies," Journal of Business Research, Elsevier, vol. 101(C), pages 715-725.
    20. Matt, C. & Hess, Thomas & Benlian, Alexander, 2015. "Digital Transformation Strategies," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 75202, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    21. Julie Bastianutti & Caroline Gauthier & Meyer Haggege, 2018. "Managerial capabilities to address digital business models: The case of digital health," Post-Print hal-01795210, HAL.
    22. Leen Gorissen & Karl Vrancken & Saskia Manshoven, 2016. "Transition Thinking and Business Model Innovation–Towards a Transformative Business Model and New Role for the Reuse Centers of Limburg, Belgium," Sustainability, MDPI, vol. 8(2), pages 1-23, January.
    23. 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.
    24. Sven M. Laudien & Birgit Daxböck, 2016. "The Influence Of The Industrial Internet Of Things On Business Model Design: A Qualitative-Empirical Analysis," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 20(08), pages 1-28, December.
    25. Kiel, Daniel & Arnold, Christian & Voigt, Kai-Ingo, 2017. "The influence of the Industrial Internet of Things on business models of established manufacturing companies – A business level perspective," Technovation, Elsevier, vol. 68(C), pages 4-19.
    26. Quan Wang & Beibei Li & Param Vir Singh, 2018. "Copycats vs. Original Mobile Apps: A Machine Learning Copycat-Detection Method and Empirical Analysis," Information Systems Research, INFORMS, vol. 29(2), pages 273-291, June.
    27. Dubois, Anna & Gadde, Lars-Erik, 2002. "Systematic combining: an abductive approach to case research," Journal of Business Research, Elsevier, vol. 55(7), pages 553-560, July.
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