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External knowledge search, opportunity recognition and industry 4.0 adoption in SMEs

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  • Ricci, Riccardo
  • Battaglia, Daniele
  • Neirotti, Paolo

Abstract

Technologies related to Industry 4.0 require Small and Medium Enterprises (SMEs) to understand their potential applications before they are adopted. In this paper, we test empirically a framework that links SME search strategies within their ecosystem (i.e., breadth of search vs. depth of search) to the capability of SMEs to recognise digital opportunities associated with Industry 4.0 (i.e., digital design, digital manufacturing and digital servitisation opportunities). We analyse a sample of 174 manufacturing SMEs operating in Italy. Our results illustrate the distinguishing traits of the knowledge search paths required to implement Industry 4.0 technologies in an SME manufacturing setting. In particular, they indicate that the recognition of digital opportunities in both product design and manufacturing processes require a depth of collaboration in the innovation process to capture firm and industry-specific company needs and to create mutual trust among the parties. Conversely, digital opportunities in the realm of product/service platforms require a breadth of search for SMEs to invest in different information technology layers to support the digitalisation of a product. We also find that all three groups of digital opportunities positively influence the extent of adoption of information and digital technologies (e.g., IoT, big data analytics, simulation). Our findings bring finer-grained evidence on how digital opportunities are linked with the adoption of the different types of Industry 4.0 technologies, reflecting the peculiar traits of manufacturing SMEs. Moreover, they show managers how to set specific collaboration strategies with the ecosystem according to the digital opportunities they are willing to pursue.

Suggested Citation

  • Ricci, Riccardo & Battaglia, Daniele & Neirotti, Paolo, 2021. "External knowledge search, opportunity recognition and industry 4.0 adoption in SMEs," International Journal of Production Economics, Elsevier, vol. 240(C).
  • Handle: RePEc:eee:proeco:v:240:y:2021:i:c:s0925527321002103
    DOI: 10.1016/j.ijpe.2021.108234
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    1. Raj, Alok & Dwivedi, Gourav & Sharma, Ankit & Lopes de Sousa Jabbour, Ana Beatriz & Rajak, Sonu, 2020. "Barriers to the adoption of industry 4.0 technologies in the manufacturing sector: An inter-country comparative perspective," International Journal of Production Economics, Elsevier, vol. 224(C).
    2. Domingo Garcia-Perez-De-Lema & Antonia Madrid-Guijarro & Dominique Philippe Martin, 2017. "Influence of university–firm governance on SMEs innovation and performance levels," Post-Print halshs-01354120, HAL.
    3. Ahn, Sang-Jin, 2020. "Three characteristics of technology competition by IoT-driven digitization," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    4. Yongxin Liao & Fernando Deschamps & Eduardo de Freitas Rocha Loures & Luiz Felipe Pierin Ramos, 2017. "Past, present and future of Industry 4.0 - a systematic literature review and research agenda proposal," International Journal of Production Research, Taylor & Francis Journals, vol. 55(12), pages 3609-3629, June.
    5. Robert G. Fichman & Chris F. Kemerer, 1999. "The Illusory Diffusion of Innovation: An Examination of Assimilation Gaps," Information Systems Research, INFORMS, vol. 10(3), pages 255-275, September.
    6. Culot, Giovanna & Nassimbeni, Guido & Orzes, Guido & Sartor, Marco, 2020. "Behind the definition of Industry 4.0: Analysis and open questions," International Journal of Production Economics, Elsevier, vol. 226(C).
    7. Müller, Julian Marius & Buliga, Oana & Voigt, Kai-Ingo, 2018. "Fortune favors the prepared: How SMEs approach business model innovations in Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 2-17.
    8. Alexandre Moeuf & Robert Pellerin & Samir Lamouri & Simon Tamayo-Giraldo & Rodolphe Barbaray, 2018. "The industrial management of SMEs in the era of Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 56(3), pages 1118-1136, February.
    9. Tava Lennon Olsen & Brian Tomlin, 2020. "Industry 4.0: Opportunities and Challenges for Operations Management," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 113-122, January.
    10. Paul Attewell, 1992. "Technology Diffusion and Organizational Learning: The Case of Business Computing," Organization Science, INFORMS, vol. 3(1), pages 1-19, February.
    11. Jensen, Morten Berg & Johnson, Bjorn & Lorenz, Edward & Lundvall, Bengt Ake, 2007. "Forms of knowledge and modes of innovation," Research Policy, Elsevier, vol. 36(5), pages 680-693, June.
    12. Ayala, Néstor Fabián & Paslauski, Carolline Amaral & Ghezzi, Antonio & Frank, Alejandro Germán, 2017. "Knowledge sharing dynamics in service suppliers' involvement for servitization of manufacturing companies," International Journal of Production Economics, Elsevier, vol. 193(C), pages 538-553.
    13. Jiang, Ruth & Kleer, Robin & Piller, Frank T., 2017. "Predicting the future of additive manufacturing: A Delphi study on economic and societal implications of 3D printing for 2030," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 84-97.
    14. Cugno, Monica & Castagnoli, Rebecca & Büchi, Giacomo, 2021. "Openness to Industry 4.0 and performance: The impact of barriers and incentives," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    15. Teece, David J., 2020. "Hand in Glove: Open Innovation and the Dynamic Capabilities Framework," Strategic Management Review, now publishers, vol. 1(2), pages 233-253, June.
    16. Sven-Vegard Buer & Jan Ola Strandhagen & Felix T. S. Chan, 2018. "The link between Industry 4.0 and lean manufacturing: mapping current research and establishing a research agenda," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2924-2940, April.
    17. Nicholas Bloom & John Van Reenen, 2010. "Why Do Management Practices Differ across Firms and Countries?," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 203-224, Winter.
    18. Gabriel Rissola & Jens Sorvik, 2018. "Digital Innovation Hubs in Smart Specialisation Strategies," JRC Research Reports JRC113111, Joint Research Centre (Seville site).
    19. Mahmood, Tarique & Mubarik, Muhammad Shujaat, 2020. "Balancing innovation and exploitation in the fourth industrial revolution: Role of intellectual capital and technology absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    20. Alexandre Moeuf & Samir Lamouri & Robert Pellerin & Simon Tamayo-Giraldo & Estefania Tobon-Valencia & Romain Eburdy, 2020. "Identification of critical success factors, risks and opportunities of Industry 4.0 in SMEs," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1384-1400, March.
    21. Marco Ardolino & Mario Rapaccini & Nicola Saccani & Paolo Gaiardelli & Giovanni Crespi & Carlo Ruggeri, 2018. "The role of digital technologies for the service transformation of industrial companies," International Journal of Production Research, Taylor & Francis Journals, vol. 56(6), pages 2116-2132, March.
    22. Christian Arnold & Daniel Kiel & Kai-Ingo Voigt, 2016. "How The Industrial Internet Of Things Changes Business Models In Different Manufacturing Industries," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 20(08), pages 1-25, December.
    23. Kahle, Júlia Hofmeister & Marcon, Érico & Ghezzi, Antonio & Frank, Alejandro G., 2020. "Smart Products value creation in SMEs innovation ecosystems," Technological Forecasting and Social Change, Elsevier, vol. 156(C).
    24. Dalenogare, Lucas Santos & Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro Germán, 2018. "The expected contribution of Industry 4.0 technologies for industrial performance," International Journal of Production Economics, Elsevier, vol. 204(C), pages 383-394.
    25. Michael A. Cusumano & Steven J. Kahl & Fernando F. Suarez, 2015. "Services, industry evolution, and the competitive strategies of product firms," Strategic Management Journal, Wiley Blackwell, vol. 36(4), pages 559-575, April.
    26. Irani Arráiz & Francisca Henríquez & Rodolfo Stucchi, 2013. "Supplier development programs and firm performance: evidence from Chile," Small Business Economics, Springer, vol. 41(1), pages 277-293, June.
    27. Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro G., 2020. "Industry 4.0 innovation ecosystems: An evolutionary perspective on value cocreation," International Journal of Production Economics, Elsevier, vol. 228(C).
    28. Margherita Pagani, 2013. "Digital Business Strategy and Value Creation : Framing the Dynamic Cycle of Control Points," Post-Print hal-02313107, HAL.
    29. Saarikko, Ted & Westergren, Ulrika H. & Blomquist, Tomas, 2017. "The Internet of Things: Are you ready for what’s coming?," Business Horizons, Elsevier, vol. 60(5), pages 667-676.
    30. Garcia-Perez-de-Lema, Domingo & Madrid-Guijarro, Antonia & Martin, Dominique Philippe, 2017. "Influence of university–firm governance on SMEs innovation and performance levels," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 250-261.
    31. Frank, Alejandro Germán & Dalenogare, Lucas Santos & Ayala, Néstor Fabián, 2019. "Industry 4.0 technologies: Implementation patterns in manufacturing companies," International Journal of Production Economics, Elsevier, vol. 210(C), pages 15-26.
    32. Kobarg, Sebastian & Stumpf-Wollersheim, Jutta & Welpe, Isabell M., 2019. "More is not always better: Effects of collaboration breadth and depth on radical and incremental innovation performance at the project level," Research Policy, Elsevier, vol. 48(1), pages 1-10.
    33. Gillani, Fatima & Chatha, Kamran Ali & Sadiq Jajja, Muhammad Shakeel & Farooq, Sami, 2020. "Implementation of digital manufacturing technologies: Antecedents and consequences," International Journal of Production Economics, Elsevier, vol. 229(C).
    34. Christian Hoyer & Indra Gunawan & Carmen Haule Reaiche, 2020. "The Implementation of Industry 4.0 – A Systematic Literature Review of the Key Factors," Systems Research and Behavioral Science, Wiley Blackwell, vol. 37(4), pages 557-578, July.
    35. Gerd J. Hahn, 2020. "Industry 4.0: a supply chain innovation perspective," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1425-1441, March.
    36. André O Laplume & Bent Petersen & Joshua M Pearce, 2016. "Global value chains from a 3D printing perspective," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(5), pages 595-609, June.
    37. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    38. Fei Tao & Fangyuan Sui & Ang Liu & Qinglin Qi & Meng Zhang & Boyang Song & Zirong Guo & Stephen C.-Y. Lu & A. Y. C. Nee, 2019. "Digital twin-driven product design framework," International Journal of Production Research, Taylor & Francis Journals, vol. 57(12), pages 3935-3953, June.
    39. Sahi, Gurjeet Kaur & Gupta, Mahesh C. & Cheng, T.C.E., 2020. "The effects of strategic orientation on operational ambidexterity: A study of indian SMEs in the industry 4.0 era," International Journal of Production Economics, Elsevier, vol. 220(C).
    40. Stornelli, Aldo & Ozcan, Sercan & Simms, Christopher, 2021. "Advanced manufacturing technology adoption and innovation: A systematic literature review on barriers, enablers, and innovation types," Research Policy, Elsevier, vol. 50(6).
    41. James H. Love & Stephen Roper & Priit Vahter, 2014. "Learning from openness: The dynamics of breadth in external innovation linkages," Strategic Management Journal, Wiley Blackwell, vol. 35(11), pages 1703-1716, November.
    42. 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.
    43. Ancarani, Alessandro & Di Mauro, Carmela & Mascali, Francesco, 2019. "Backshoring strategy and the adoption of Industry 4.0: Evidence from Europe," Journal of World Business, Elsevier, vol. 54(4), pages 360-371.
    44. Rayna, Thierry & Striukova, Ludmila, 2016. "From rapid prototyping to home fabrication: How 3D printing is changing business model innovation," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 214-224.
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