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Measuring innovation and innovativeness: a data-mining approach

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  • Bernard Sinclair-Desgagné

    (Université Côte d’Azur (GREDEG))

Abstract

Despite substantial advances over the past decades, measuring innovation and innovativeness remains a challenge for both academic researchers and management practitioners. To address several key concerns with current indicators—such as their specialization and consequent one-sidedness, their frequent lack of theoretical foundations, and the fact that they may not really foster creativity and invention—this paper introduces some new metrics via one data-mining approach—formal concept analysis—which is increasingly used to represent and treat knowledge. This approach can adapt to particular needs and goals, incorporate various kinds of information (qualitative or quantitative) from different sources, and cope with several types of innovations. It also uncovers a logical route to novelty, which might enhance the generation of ideas and is used here to support the measurement of innovativeness.

Suggested Citation

  • Bernard Sinclair-Desgagné, 2022. "Measuring innovation and innovativeness: a data-mining approach," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(4), pages 2415-2434, August.
    • Handle: RePEc:spr:qualqt:v:56:y:2022:i:4:d:10.1007_s11135-021-01231-6
    DOI: 10.1007/s11135-021-01231-6
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    References listed on IDEAS

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    1. Tibor Tóth & Sándor Radeleczki & Laura Veres & Attila Körei, 2014. "A new mathematical approach to supporting group technology," European Journal of Industrial Engineering, Inderscience Enterprises Ltd, vol. 8(5), pages 716-737.
    2. Gault, Fred, 2018. "Defining and measuring innovation in all sectors of the economy," Research Policy, Elsevier, vol. 47(3), pages 617-622.
    3. Giada Di Stefano & Alfonso Gambardella & Gianmario Verona, 2012. "Technology Push and Demand Pull Perspectives in Innovation Studies: Current Findings and Future Research Directions," Post-Print hal-00696607, HAL.
    4. Hall, Bronwyn H. & Jaffe, Adam B., 2018. "Measuring Science, Technology, and Innovation: A Review," Annals of Science and Technology Policy, now publishers, vol. 2(1), pages 1-74, March.
    5. Zobel, Ann-Kristin & Lokshin, Boris & Hagedoorn, John, 2017. "Formal and informal appropriation mechanisms: The role of openness and innovativeness," Technovation, Elsevier, vol. 59(C), pages 44-54.
    6. Ben R. Martin, 2016. "Twenty challenges for innovation studies," Science and Public Policy, Oxford University Press, vol. 43(3), pages 432-450.
    7. Sophie Raedersdorf Bollinger, 2019. "Creativity and forms of managerial control in innovation processes : tools, viewpoints and practices," Post-Print hal-02342502, HAL.
    8. Ramzi Mabsout, 2015. "Abduction and economics: the contributions of Charles Peirce and Herbert Simon," Journal of Economic Methodology, Taylor & Francis Journals, vol. 22(4), pages 491-516, December.
    9. repec:dau:papers:123456789/5002 is not listed on IDEAS
    10. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    11. Ulrike Stefani & Francesco Schiavone & Blandine Laperche & Thierry Burger-Helmchen, 2020. "New tools and practices for financing novelty : a research agenda," Post-Print hal-03020585, HAL.
    12. Clayton M. Christensen & Rory McDonald & Elizabeth J. Altman & Jonathan E. Palmer, 2018. "Disruptive Innovation: An Intellectual History and Directions for Future Research," Journal of Management Studies, Wiley Blackwell, vol. 55(7), pages 1043-1078, November.
    13. Gabjin Oh & Ho-Yong Kim & Ayoung Park, 2017. "Analysis of technological innovation based on citation information," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(3), pages 1065-1091, May.
    14. Jacques Mairesse & Pierre Mohnen, 2002. "Accounting for Innovation and Measuring Innovativeness: An Illustrative Framework and an Application," American Economic Review, American Economic Association, vol. 92(2), pages 226-230, May.
    15. Han Woo Park, 2020. "A new era of Quality & Quantity: International Journal of Methodology - Collaborate or Fall Behind," Quality & Quantity: International Journal of Methodology, Springer, vol. 54(1), pages 1-2, February.
    16. Di Stefano, Giada & Gambardella, Alfonso & Verona, Gianmario, 2012. "Technology push and demand pull perspectives in innovation studies: Current findings and future research directions," Research Policy, Elsevier, vol. 41(8), pages 1283-1295.
    17. Dziallas, Marisa & Blind, Knut, 2019. "Innovation indicators throughout the innovation process: An extensive literature analysis," Technovation, Elsevier, vol. 80, pages 3-29.
    18. Ashish Sood & Gareth M. James & Gerard J. Tellis & Ji Zhu, 2012. "Predicting the Path of Technological Innovation: SAW vs. Moore, Bass, Gompertz, and Kryder," Marketing Science, INFORMS, vol. 31(6), pages 964-979, November.
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