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Multichannel digital service delivery and service ecosystems: The role of data integration within Smart Product-Service Systems

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  • Dalenogare, Lucas Santos
  • Le Dain, Marie-Anne
  • Benitez, Guilherme B.
  • Ayala, Néstor F.
  • Frank, Alejandro G.

Abstract

Services for Smart Product-Service Systems (PSS) business models can be delivered through multiple digital channels like smart products, cloud systems, and workers enhanced by virtually augmented systems. Since these channels are data-intensive dependent, they usually require data sources from the company's service ecosystem. Prior studies have shown how to build network capabilities for Smart PSS, but little is known about the extensive integration of data in such service ecosystems. We aim to understand how multichannel digital services can be supported by the integration of real-time data from service ecosystems to provide Smart PSS business models. Using the organizational information-processing theory, we consider the integration of data from three ecosystem actors (other business units, suppliers, and customers) and analyze how such data sources can support the use of these digital technologies in three types of Smart PSS business models. We examine these relationships through regression analyses based on a survey of 92 manufacturers, providing a typology of different Smart PSS business models in the ecosystem. Our study enlightens how data flows through the ecosystem actors to support Smart PSS business models. Practitioners and scholars can learn how to treat Smart PSS according to the specific business models to be implemented and how to combine digital technologies with data integration channels in the service ecosystem. Moreover, we show how this combination of digital transformation and Smart PSS help expand the organizational information-processing theory in the innovation ecosystems' domain, also providing a new vein of research to the digital servitization literature.

Suggested Citation

  • Dalenogare, Lucas Santos & Le Dain, Marie-Anne & Benitez, Guilherme B. & Ayala, Néstor F. & Frank, Alejandro G., 2022. "Multichannel digital service delivery and service ecosystems: The role of data integration within Smart Product-Service Systems," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    • Handle: RePEc:eee:tefoso:v:183:y:2022:i:c:s0040162522004176
    DOI: 10.1016/j.techfore.2022.121894
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    1. Garcia Martin, Patricia Carolina & Schroeder, Andreas & Ziaee Bigdeli, Ali, 2019. "The value architecture of servitization: Expanding the research scope," Journal of Business Research, Elsevier, vol. 104(C), pages 438-449.
    2. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    3. Bustinza, Oscar F. & Lafuente, Esteban & Rabetino, Rodrigo & Vaillant, Yancy & Vendrell-Herrero, Ferran, 2019. "Make-or-buy configurational approaches in product-service ecosystems and performance," Journal of Business Research, Elsevier, vol. 104(C), pages 393-401.
    4. Meindl, Benjamin & Ayala, Néstor Fabián & Mendonça, Joana & Frank, Alejandro G., 2021. "The four smarts of Industry 4.0: Evolution of ten years of research and future perspectives," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    5. Paiola, Marco & Schiavone, Francesco & Khvatova, Tatiana & Grandinetti, Roberto, 2021. "Prior knowledge, industry 4.0 and digital servitization. An inductive framework," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    6. Paiola, Marco & Saccani, Nicola & Perona, Marco & Gebauer, Heiko, 2013. "Moving from products to solutions: Strategic approaches for developing capabilities," European Management Journal, Elsevier, vol. 31(4), pages 390-409.
    7. 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.
    8. Mota, Joao & Santos, Jose Novais, 2021. "Dynamic roles of suppliers in the specification of business services," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    9. Akhtar, Pervaiz & Khan, Zaheer & Tarba, Shlomo & Jayawickrama, Uchitha, 2018. "The Internet of Things, dynamic data and information processing capabilities, and operational agility," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 307-316.
    10. 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).
    11. 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.
    12. Xie, Xuemei & Wu, Yonghui & Palacios-Marqués, Daniel & Ribeiro-Navarrete, Samuel, 2022. "Business networks and organizational resilience capacity in the digital age during COVID-19: A perspective utilizing organizational information processing theory," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    13. Bresciani, Stefano & Ciampi, Francesco & Meli, Francesco & Ferraris, Alberto, 2021. "Using big data for co-innovation processes: Mapping the field of data-driven innovation, proposing theoretical developments and providing a research agenda," International Journal of Information Management, Elsevier, vol. 60(C).
    14. Marcel Papert & Alexander Pflaum, 2017. "Development of an Ecosystem Model for the Realization of Internet of Things (IoT) Services in Supply Chain Management," Electronic Markets, Springer;IIM University of St. Gallen, vol. 27(2), pages 175-189, May.
    15. Opresnik, David & Taisch, Marco, 2015. "The value of Big Data in servitization," International Journal of Production Economics, Elsevier, vol. 165(C), pages 174-184.
    16. 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.
    17. 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).
    18. Daniel Beverungen & Oliver Müller & Martin Matzner & Jan Mendling & Jan Brocke, 2019. "Conceptualizing smart service systems," Electronic Markets, Springer;IIM University of St. Gallen, vol. 29(1), pages 7-18, March.
    19. Luigi M. De Luca & Dennis Herhausen & Gabriele Troilo & Andrea Rossi, 2021. "How and when do big data investments pay off? The role of marketing affordances and service innovation," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 790-810, July.
    20. 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.
    21. Shenle Pan & Damien Trentesaux & Duncan Mcfarlane & Benoit Montreuil & Eric Ballot & George Huang, 2021. "Digital interoperability in logistics and supply chain management: state-of-the-art and research avenues towards Physical Internet," Post-Print hal-03161524, HAL.
    22. 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.
    23. Sklyar, Alexey & Kowalkowski, Christian & Tronvoll, Bård & Sörhammar, David, 2019. "Organizing for digital servitization: A service ecosystem perspective," Journal of Business Research, Elsevier, vol. 104(C), pages 450-460.
    24. Ciampi, Francesco & Faraoni, Monica & Ballerini, Jacopo & Meli, Francesco, 2022. "The co-evolutionary relationship between digitalization and organizational agility: Ongoing debates, theoretical developments and future research perspectives," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    25. Shah, Syed Aamir Ali & Jajja, Muhammad Shakeel Sadiq & Chatha, Kamran Ali & Farooq, Sami, 2020. "Servitization and supply chain integration: An empirical analysis," International Journal of Production Economics, Elsevier, vol. 229(C).
    26. Lucas Santos Dalenogare & Marie-Anne Le Dain & Néstor Fabián Ayala & Alejandro Germán Frank, 2019. "The contribution of Smart Glasses for PSS," Post-Print hal-02337473, HAL.
    27. Yale Z. Wong & David A. Hensher, 2021. "Delivering mobility as a service (MaaS) through a broker/aggregator business model," Transportation, Springer, vol. 48(4), pages 1837-1863, August.
    28. 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.
    29. Rong, Ke & Sun, Hui & Li, Dun & Zhou, Di, 2021. "Matching as Service Provision of Sharing Economy Platforms: An Information Processing Perspective," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    30. Sjödin, David & Parida, Vinit & Kohtamäki, Marko & Wincent, Joakim, 2020. "An agile co-creation process for digital servitization: A micro-service innovation approach," Journal of Business Research, Elsevier, vol. 112(C), pages 478-491.
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    Cited by:

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    3. Enrique, Daisy Valle & Lerman, Laura Visintainer & Sousa, Paulo Renato de & Benitez, Guilherme Brittes & Bigares Charrua Santos, Fernando M. & Frank, Alejandro G., 2022. "Being digital and flexible to navigate the storm: How digital transformation enhances supply chain flexibility in turbulent environments," International Journal of Production Economics, Elsevier, vol. 250(C).
    4. Chen, Liping & Dai, Yishu & Ren, Fei & Dong, Xiaoying, 2023. "Data-driven digital capabilities enable servitization strategy——From service supporting the product to service supporting the client," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    5. Marcon, Érico & Le Dain, Marie-Anne & Frank, Alejandro G., 2022. "Designing business models for Industry 4.0 technologies provision: Changes in business dimensions through digital transformation," Technological Forecasting and Social Change, Elsevier, vol. 185(C).

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