IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v197y2023ics0040162523005863.html
   My bibliography  Save this article

Data-driven digital capabilities enable servitization strategy——From service supporting the product to service supporting the client

Author

Listed:
  • Chen, Liping
  • Dai, Yishu
  • Ren, Fei
  • Dong, Xiaoying

Abstract

The development of data intelligence provides opportunities for implementing servitization strategies, and the concept of digital servitization is attracting increasing attention. However, there is little empirical evidence concerning the specific types of data-driven digital capabilities that manufacturing firms require, as well as the digital implementation paths and outcomes of different services. Drawing on dynamic capability theory, this study constructs three types of data-driven digital capabilities (i.e., digital collection capability, digital analysis capability, and digital application capability), and develops a research model of the digital servitization process. Structural equation modeling is performed with survey data from 246 Chinese manufacturing firms. The results demonstrate that data-driven digital capabilities positively affect services supporting the product (SSP) and services supporting the client (SSC), thereby indirectly enhancing firm competitiveness. Specifically, digital application capability positively affects both types of services and is the most important of the three focal capabilities. Furthermore, data-driven digital capabilities indirectly affect SSC by influencing SSP. To provide high-quality services (i.e., SSC), firms should therefore not only develop data-driven digital capabilities but also further learn from the services that support their products.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:tefoso:v:197:y:2023:i:c:s0040162523005863
    DOI: 10.1016/j.techfore.2023.122901
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523005863
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2023.122901?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Korkeamäki, Lauri & Kohtamäki, Marko & Parida, Vinit, 2021. "Worth the risk? The profit impact of outcome-based service offerings for manufacturing firms," Journal of Business Research, Elsevier, vol. 131(C), pages 92-102.
    2. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    3. 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).
    4. Kenneth Bollen, 1996. "An alternative two stage least squares (2SLS) estimator for latent variable equations," Psychometrika, Springer;The Psychometric Society, vol. 61(1), pages 109-121, March.
    5. Rönnberg Sjödin, David & Parida, Vinit & Kohtamäki, Marko, 2016. "Capability configurations for advanced service offerings in manufacturing firms: Using fuzzy set qualitative comparative analysis," Journal of Business Research, Elsevier, vol. 69(11), pages 5330-5335.
    6. Schiavone, Francesco & Leone, Daniele & Caporuscio, Andrea & Lan, Sai, 2022. "Digital servitization and new sustainable configurations of manufacturing systems," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    7. Sjödin, David & Parida, Vinit & Palmié, Maximilian & Wincent, Joakim, 2021. "How AI capabilities enable business model innovation: Scaling AI through co-evolutionary processes and feedback loops," Journal of Business Research, Elsevier, vol. 134(C), pages 574-587.
    8. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    9. 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.
    10. Dimitris Mourtzis, 2020. "Simulation in the design and operation of manufacturing systems: state of the art and new trends," International Journal of Production Research, Taylor & Francis Journals, vol. 58(7), pages 1927-1949, April.
    11. Kuan-Lin Chen & Astrid Lassen & Chen Li & Charles Møller, 2023. "Exploring the value of IoT data as an enabler of the transformation towards servitization: an action design research approach," European Journal of Information Systems, Taylor & Francis Journals, vol. 32(4), pages 735-761, July.
    12. Chirumalla, Koteshwar & Leoni, Luna & Oghazi, Pejvak, 2023. "Moving from servitization to digital servitization: Identifying the required dynamic capabilities and related microfoundations to facilitate the transition," Journal of Business Research, Elsevier, vol. 158(C).
    13. Opresnik, David & Taisch, Marco, 2015. "The value of Big Data in servitization," International Journal of Production Economics, Elsevier, vol. 165(C), pages 174-184.
    14. Barbara Kump & Alexander Engelmann & Alexander Kessler & Christina Schweiger, 2019. "Toward a dynamic capabilities scale: measuring organizational sensing, seizing, and transforming capacities," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(5), pages 1149-1172.
    15. Michael Antioco & Rudy Moenaert & Adam Lindgreen & Martin Wetzels, 2008. "Organizational antecedents to and consequences of service business orientations in manufacturing companies," Post-Print hal-02312526, HAL.
    16. Levente Szász & László Seer, 2018. "Towards an operations strategy model of servitization: the role of sustainability pressure," Operations Management Research, Springer, vol. 11(1), pages 51-66, June.
    17. Manika, Danae & Dickert, Stephan & Golden, Linda L., 2021. "Check (it) yourself before you wreck yourself: The benefits of online health information exposure on risk perception and intentions to protect oneself," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    18. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    19. 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.
    20. Kohtamäki, Marko & Parida, Vinit & Oghazi, Pejvak & Gebauer, Heiko & Baines, Tim, 2019. "Digital servitization business models in ecosystems: A theory of the firm," Journal of Business Research, Elsevier, vol. 104(C), pages 380-392.
    21. Valérie Mathieu, 2001. "Product services: from a service supporting the product to a service supporting the client," Post-Print hal-01796270, HAL.
    22. Münch, Christopher & Marx, Emanuel & Benz, Lukas & Hartmann, Evi & Matzner, Martin, 2022. "Capabilities of digital servitization: Evidence from the socio-technical systems theory," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    23. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    24. 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.
    25. Liu, Caihong & Ji, Hannah & Ji, Jonah, 2022. "Mobile information technology's impacts on service innovation performance of manufacturing enterprises," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    26. Naresh K. Malhotra & Sung S. Kim & Ashutosh Patil, 2006. "Common Method Variance in IS Research: A Comparison of Alternative Approaches and a Reanalysis of Past Research," Management Science, INFORMS, vol. 52(12), pages 1865-1883, December.
    27. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    28. Wolfgang Ulaga & Werner Reinartz, 2011. "Hybrid Offerings: How Manufacturing Firms Combine Goods and Services Successfully," Post-Print hal-00642039, HAL.
    29. 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).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Shen, Lei & Sun, Wanqin & Parida, Vinit, 2023. "Consolidating digital servitization research: A systematic review, integrative framework, and future research directions," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    2. Kohtamäki, Marko & Parida, Vinit & Oghazi, Pejvak & Gebauer, Heiko & Baines, Tim, 2019. "Digital servitization business models in ecosystems: A theory of the firm," Journal of Business Research, Elsevier, vol. 104(C), pages 380-392.
    3. Chirumalla, Koteshwar & Leoni, Luna & Oghazi, Pejvak, 2023. "Moving from servitization to digital servitization: Identifying the required dynamic capabilities and related microfoundations to facilitate the transition," Journal of Business Research, Elsevier, vol. 158(C).
    4. Mosch, Philipp & Schweikl, Stefan & Obermaier, Robert, 2021. "Trapped in the supply chain? Digital servitization strategies and power relations in the case of an industrial technology supplier," International Journal of Production Economics, Elsevier, vol. 236(C).
    5. Zhou, Dan & Yan, Tingting & Dai, Weiqi & Feng, Junzheng, 2021. "Disentangling the interactions within and between servitization and digitalization strategies: A service-dominant logic," International Journal of Production Economics, Elsevier, vol. 238(C).
    6. Xing, Yijun & Liu, Yipeng & Davies, Philip, 2023. "Servitization innovation: A systematic review, integrative framework, and future research directions," Technovation, Elsevier, vol. 122(C).
    7. Jovanovic, Marin & Raja, Jawwad Z. & Visnjic, Ivanka & Wiengarten, Frank, 2019. "Paths to service capability development for servitization: Examining an internal service ecosystem," Journal of Business Research, Elsevier, vol. 104(C), pages 472-485.
    8. Struwe, Sascha & Slepniov, Dmitrij, 2023. "Unlocking digital servitization: A conceptualization of value co-creation capabilities," Journal of Business Research, Elsevier, vol. 160(C).
    9. Linde, Lina & Sjödin, David & Parida, Vinit & Wincent, Joakim, 2021. "Dynamic capabilities for ecosystem orchestrationA capability-based framework for smart city innovation initiatives," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    10. Huikkola, Tuomas & Kohtamäki, Marko & Ylimäki, Juho, 2022. "Becoming a smart solution provider: Reconfiguring a product manufacturer's strategic capabilities and processes to facilitate business model innovation," Technovation, Elsevier, vol. 118(C).
    11. Ancillai, Chiara & Sabatini, Andrea & Gatti, Marco & Perna, Andrea, 2023. "Digital technology and business model innovation: A systematic literature review and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    12. Wei, Zelong & Huang, Wengao & Wang, Yanping & Sun, Lulu, 2022. "When does servitization promote product innovation? The moderating roles of product modularization and organization formalization," Technovation, Elsevier, vol. 117(C).
    13. Wim Coreynen & Arjen van Witteloostuijn & Johanna Vanderstraeten, 2021. "Toward Servitized Research: An Integrated Approach for Sustainable Product-Service Innovation," Sustainability, MDPI, vol. 13(15), pages 1-21, July.
    14. Leminen, Seppo & Rajahonka, Mervi & Wendelin, Robert & Westerlund, Mika & Nyström, Anna-Greta, 2022. "Autonomous vehicle solutions and their digital servitization business models," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    15. Münch, Christopher & Marx, Emanuel & Benz, Lukas & Hartmann, Evi & Matzner, Martin, 2022. "Capabilities of digital servitization: Evidence from the socio-technical systems theory," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    16. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    17. Jifei Xie & Lulu Ma & Jiamin Li, 2023. "Servitization, Digitalization or Hand in Hand: A Study on the Sustainable Development Path of Manufacturing Enterprises," Sustainability, MDPI, vol. 15(13), pages 1-17, July.
    18. Linus Thomson & Anmar Kamalaldin & David Sjödin & Vinit Parida, 2022. "A maturity framework for autonomous solutions in manufacturing firms: The interplay of technology, ecosystem, and business model," International Entrepreneurship and Management Journal, Springer, vol. 18(1), pages 125-152, March.
    19. Bustinza, Oscar F. & Opazo-Basaez, Marco & Tarba, Shlomo, 2022. "Exploring the interplay between Smart Manufacturing and KIBS firms in configuring product-service innovation performance," Technovation, Elsevier, vol. 118(C).
    20. 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.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:197:y:2023:i:c:s0040162523005863. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.