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From data to value: A nine-factor framework for data-based value creation in information-intensive services

Author

Listed:
  • Lim, Chiehyeon
  • Kim, Ki-Hun
  • Kim, Min-Jun
  • Heo, Jun-Yeon
  • Kim, Kwang-Jae
  • Maglio, Paul P.

Abstract

Service is a key context for the application of IT, as IT digitizes information interactions in service and facilitates value creation, thereby contributing to service innovation. The recent proliferation of big data provides numerous opportunities for information-intensive services (IISs), in which information interactions exert the greatest effect on value creation. In the modern data-rich economy, understanding mechanisms and related factors of data-based value creation in IISs is essential for using IT to improve such services. This study identified nine key factors that characterize this data-based value creation: (1) data source, (2) data collection, (3) data, (4) data analysis, (5) information on the data source, (6) information delivery, (7) customer (information user), (8) value in information use, and (9) provider network. These factors were identified and defined through six action research projects with industry and government that used specific datasets to design new IISs and by analyzing data usage in 149 IIS cases. This paper demonstrates the usefulness of these factors for describing, analyzing, and designing the entire value creation chain, from data collection to value creation, in IISs. The main contribution of this study is to provide a simple yet comprehensive and empirically tested basis for the use and management of data to facilitate service value creation.

Suggested Citation

  • Lim, Chiehyeon & Kim, Ki-Hun & Kim, Min-Jun & Heo, Jun-Yeon & Kim, Kwang-Jae & Maglio, Paul P., 2018. "From data to value: A nine-factor framework for data-based value creation in information-intensive services," International Journal of Information Management, Elsevier, vol. 39(C), pages 121-135.
  • Handle: RePEc:eee:ininma:v:39:y:2018:i:c:p:121-135
    DOI: 10.1016/j.ijinfomgt.2017.12.007
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    References listed on IDEAS

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    1. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    2. Kentaro Watanabe & Masaaki Mochimaru, 2017. "Expanding Impacts of Technology-Assisted Service Systems Through Generalization: Case Study of the Japanese Service Engineering Research Project," Service Science, INFORMS, vol. 9(3), pages 250-262, September.
    3. Trkman, Peter, 2010. "The critical success factors of business process management," International Journal of Information Management, Elsevier, vol. 30(2), pages 125-134.
    4. Vargo, Stephen L. & Maglio, Paul P. & Akaka, Melissa Archpru, 2008. "On value and value co-creation: A service systems and service logic perspective," European Management Journal, Elsevier, vol. 26(3), pages 145-152, June.
    5. Yaqoob, Ibrar & Hashem, Ibrahim Abaker Targio & Gani, Abdullah & Mokhtar, Salimah & Ahmed, Ejaz & Anuar, Nor Badrul & Vasilakos, Athanasios V., 2016. "Big data: From beginning to future," International Journal of Information Management, Elsevier, vol. 36(6), pages 1231-1247.
    6. Rehman, Muhammad Habib ur & Chang, Victor & Batool, Aisha & Wah, Teh Ying, 2016. "Big data reduction framework for value creation in sustainable enterprises," International Journal of Information Management, Elsevier, vol. 36(6), pages 917-928.
    7. Stephen L. Vargo & Robert F. Lusch, 2016. "Institutions and axioms: an extension and update of service-dominant logic," Journal of the Academy of Marketing Science, Springer, vol. 44(1), pages 5-23, January.
    8. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
    9. Hashem, Ibrahim Abaker Targio & Chang, Victor & Anuar, Nor Badrul & Adewole, Kayode & Yaqoob, Ibrar & Gani, Abdullah & Ahmed, Ejaz & Chiroma, Haruna, 2016. "The role of big data in smart city," International Journal of Information Management, Elsevier, vol. 36(5), pages 748-758.
    10. Hamid Ekbia & Michael Mattioli & Inna Kouper & G. Arave & Ali Ghazinejad & Timothy Bowman & Venkata Ratandeep Suri & Andrew Tsou & Scott Weingart & Cassidy R. Sugimoto, 2015. "Big data, bigger dilemmas: A critical review," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(8), pages 1523-1545, August.
    11. Wolfgang Ulaga & Werner Reinartz, 2011. "Hybrid Offerings: How Manufacturing Firms Combine Goods and Services Successfully," Post-Print hal-00642039, HAL.
    12. Joohyung Lim & Sungchul Choi & Chiehyeon Lim & Kwangsoo Kim, 2017. "SAO-Based Semantic Mining of Patents for Semi-Automatic Construction of a Customer Job Map," Sustainability, MDPI, vol. 9(8), pages 1-17, August.
    13. Chiehyeon Lim & Paul P. Maglio, 2018. "Data-Driven Understanding of Smart Service Systems Through Text Mining," Service Science, INFORMS, vol. 10(2), pages 154-180, June.
    14. Egon Lüftenegger & Marco Comuzzi & Paul W. P. J. Grefen, 2017. "Designing a tool for service-dominant strategies using action design research," Service Business, Springer;Pan-Pacific Business Association, vol. 11(1), pages 161-189, March.
    15. Dijkman, R.M. & Sprenkels, B. & Peeters, T. & Janssen, A., 2015. "Business models for the Internet of Things," International Journal of Information Management, Elsevier, vol. 35(6), pages 672-678.
    16. Chuang, Shu-Hui & Lin, Hong-Nan, 2015. "Co-creating e-service innovations: Theory, practice, and impact on firm performance," International Journal of Information Management, Elsevier, vol. 35(3), pages 277-291.
    17. Dounis, A.I. & Caraiscos, C., 2009. "Advanced control systems engineering for energy and comfort management in a building environment--A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1246-1261, August.
    18. Opresnik, David & Taisch, Marco, 2015. "The value of Big Data in servitization," International Journal of Production Economics, Elsevier, vol. 165(C), pages 174-184.
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    2. Fabian Hunke & Daniel Heinz & Gerhard Satzger, 2022. "Creating customer value from data: foundations and archetypes of analytics-based services," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(2), pages 503-521, June.
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    4. Martin Schymanietz & Julia M. Jonas & Kathrin M. Möslein, 2022. "Exploring data-driven service innovation—aligning perspectives in research and practice," Journal of Business Economics, Springer, vol. 92(7), pages 1167-1205, September.

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