IDEAS home Printed from https://ideas.repec.org/a/spr/joiaen/v13y2024i1d10.1186_s13731-024-00368-6.html
   My bibliography  Save this article

Unraveling data from an idea management system of 11 radical innovation portfolios: key lessons and avenues for artificial intelligence integration

Author

Listed:
  • Henning Sejer Jakobsen

    (Aarhus University)

  • Jacob Brix

    (Aalborg University)

  • Rune Sejer Jakobsen

    (North Denmark Regional Hospital)

Abstract

In strategic and radical innovation, the degree of uncertainty and the amount of complexity is much higher compared to ‘business as usual’. Therefore, idea management systems are often used to support such innovation processes. An interesting question is what we can learn from studying data in such idea management systems and what potential implications we can derive from the innovation management literature. In this study, we were allowed to access and analyze data from the same idea management system used in 11 radical innovation projects from the years 2012–2018. Our analysis unravels 8 findings that in different ways nuance or challenge current research on innovation management. Finally, we discuss how the integration of artificial intelligence (AI) in idea management systems can support innovation team members in increasing the innovation potential of the ideas that are elaborated.

Suggested Citation

  • Henning Sejer Jakobsen & Jacob Brix & Rune Sejer Jakobsen, 2024. "Unraveling data from an idea management system of 11 radical innovation portfolios: key lessons and avenues for artificial intelligence integration," Journal of Innovation and Entrepreneurship, Springer, vol. 13(1), pages 1-24, December.
  • Handle: RePEc:spr:joiaen:v:13:y:2024:i:1:d:10.1186_s13731-024-00368-6
    DOI: 10.1186/s13731-024-00368-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1186/s13731-024-00368-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1186/s13731-024-00368-6?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. Haefner, Naomi & Wincent, Joakim & Parida, Vinit & Gassmann, Oliver, 2021. "Artificial intelligence and innovation management: A review, framework, and research agenda✰," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    2. Jacob Brix & Henning Sejer Jakobsen, 2013. "Corporate creativity: introducing the Creative Idea Solution © framework," International Journal of Innovation and Learning, Inderscience Enterprises Ltd, vol. 13(4), pages 388-405.
    3. Fabrizio, Kira R., 2009. "Absorptive capacity and the search for innovation," Research Policy, Elsevier, vol. 38(2), pages 255-267, March.
    4. Christoph Keding, 2021. "Understanding the interplay of artificial intelligence and strategic management: four decades of research in review," Management Review Quarterly, Springer, vol. 71(1), pages 91-134, February.
    5. Elina Mikelsone & Inga Uvarova & Jean-Pierre Segers, 2022. "Four-step approach to idea management sequencing: redefining or reinventing values in a business model," Journal of Innovation and Entrepreneurship, Springer, vol. 11(1), pages 1-20, December.
    6. Dahlander, Linus & Gann, David M., 2010. "How open is innovation?," Research Policy, Elsevier, vol. 39(6), pages 699-709, July.
    7. Henk W. Volberda & Nicolai J. Foss & Marjorie A. Lyles, 2010. "PERSPECTIVE---Absorbing the Concept of Absorptive Capacity: How to Realize Its Potential in the Organization Field," Organization Science, INFORMS, vol. 21(4), pages 931-951, August.
    8. Füller, Johann & Hutter, Katja & Wahl, Julian & Bilgram, Volker & Tekic, Zeljko, 2022. "How AI revolutionizes innovation management – Perceptions and implementation preferences of AI-based innovators," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    9. Neirotti, Paolo & Pesce, Danilo & Battaglia, Daniele, 2021. "Algorithms for operational decision-making: An absorptive capacity perspective on the process of converting data into relevant knowledge," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    10. Knoppen, Desirée & Saris, Willem & Moncagatta, Paolo, 2022. "Absorptive capacity dimensions and the measurement of cumulativeness," Journal of Business Research, Elsevier, vol. 139(C), pages 312-324.
    11. Elina Mikelsone & Aivars Spilbergs & Tatjana Volkova & Elita Liela, 2022. "Idea Management Systems in Developing Innovation Capacity," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 19(03), pages 1-22, May.
    12. Duan, Yunlong & Wang, Wannan & Zhou, Wei, 2020. "The multiple mediation effect of absorptive capacity on the organizational slack and innovation performance of high-tech manufacturing firms: Evidence from Chinese firms," International Journal of Production Economics, Elsevier, vol. 229(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. Bogers, Marcel & Foss, Nicolai J. & Lyngsie, Jacob, 2018. "The “human side” of open innovation: The role of employee diversity in firm-level openness," Research Policy, Elsevier, vol. 47(1), pages 218-231.
    2. Duan, Yunlong & Liu, Shuling & Cheng, Hao & Chin, Tachia & Luo, Xuan, 2021. "The moderating effect of absorptive capacity on transnational knowledge spillover and the innovation quality of high-tech industries in host countries: Evidence from the Chinese manufacturing industry," International Journal of Production Economics, Elsevier, vol. 233(C).
    3. Isaksson, Olov H.D. & Simeth, Markus & Seifert, Ralf W., 2016. "Knowledge spillovers in the supply chain: Evidence from the high tech sectors," Research Policy, Elsevier, vol. 45(3), pages 699-706.
    4. Rene Belderbos & Victor Gilsing & Shinya Suzuki, 2015. "Direct and mediated ties to universities: ‘Scientific’ absorptive capacity and innovation performance of pharmaceutical firms," Working Papers of Department of Management, Strategy and Innovation, Leuven 504836, KU Leuven, Faculty of Economics and Business (FEB), Department of Management, Strategy and Innovation, Leuven.
    5. Fernando Muñoz-Bullón & Maria J. Sanchez-Bueno & Alfredo De Massis, 2020. "Combining Internal and External R&D: The Effects on Innovation Performance in Family and Nonfamily Firms," Entrepreneurship Theory and Practice, , vol. 44(5), pages 996-1031, September.
    6. Patrucco, Andrea S. & Marzi, Giacomo & Trabucchi, Daniel, 2023. "The role of absorptive capacity and big data analytics in strategic purchasing and supply chain management decisions," Technovation, Elsevier, vol. 126(C).
    7. Zhou, Qiwei & Chen, Keyu & Cheng, Shuang, 2024. "Bringing employee learning to AI stress research: A moderated mediation model," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    8. Sharma, Amalesh & Pathak, Surya & Borah, Sourav Bikash & Adhikary, Anirban, 2022. "Collaboration strategies in buyer-supplier relational (BSR) networks and sustainable firm performance: A trade-off story," International Journal of Production Economics, Elsevier, vol. 253(C).
    9. Simeth, Markus & Raffo, Julio D., 2013. "What makes companies pursue an Open Science strategy?," Research Policy, Elsevier, vol. 42(9), pages 1531-1543.
    10. Carlos Vivas & Andrés Barge-Gil, 2015. "Impact On Firms Of The Use Of Knowledge External Sources: A Systematic Review Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 29(5), pages 943-964, December.
    11. Li, Zhengyu, 2016. "Essays on knowledge sourcing and technological capability : A knowledge structure perspective," Other publications TiSEM b8ff31fc-c57b-4bc3-b5a4-0, Tilburg University, School of Economics and Management.
    12. García-Quevedo, José & Mas-Verdú, Francisco & Montolio, Daniel, 2011. "What type of innovative firms acquire knowledge intensive services and from which suppliers?," INGENIO (CSIC-UPV) Working Paper Series 201108, INGENIO (CSIC-UPV).
    13. Yuanyuan Chen & Wei Liu & Stavros Sindakis & Sakshi Aggarwal, 2024. "Transferring Scientific Knowledge to Academic Startups: the Moderating Effect of the Dual Identity of Academic Entrepreneurs on Forming Knowledge Depth and Knowledge Breadth," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 1823-1844, March.
    14. Abou-Foul, Mohamad & Ruiz-Alba, Jose L. & López-Tenorio, Pablo J., 2023. "The impact of artificial intelligence capabilities on servitization: The moderating role of absorptive capacity-A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 157(C).
    15. Alexander Lang & Anna-Teresa Tesch & Udo Lindemann, 2017. "Opening Up The R&D Process Is Risky — How Far Do You Have To Go In Order To Beat Your Competitors?," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 21(05), pages 1-21, June.
    16. repec:wip:wpaper:6 is not listed on IDEAS
    17. Alessandro Comai, 2020. "A new approach for detecting open innovation in patents: the designation of inventor," The Journal of Technology Transfer, Springer, vol. 45(6), pages 1797-1822, December.
    18. Stephen Roper & Helen Xia, 2014. "Unpacking open innovation: Absorptive capacity, exploratory and exploitative openness and the growth of entrepreneurial biopharmaceutical firms," Research Papers 0019, Enterprise Research Centre.
    19. Romasanta, Angelo K.S. & van der Sijde, Peter & de Esch, Iwan J.P., 2022. "Absorbing knowledge from an emerging field: The role of interfacing by proponents in big pharma," Technovation, Elsevier, vol. 110(C).
    20. Rachel Bocquet & Sandra Dubouloz, 2020. "Firm Openness and Managerial Innovation: Rebalancing Deliberate Actions and Institutional Pressures," Journal of Innovation Economics, De Boeck Université, vol. 0(2), pages 43-74.
    21. Ritala, Paavo & Aaltonen, Päivi & Ruokonen, Mika & Nemeh, Andre, 2024. "Developing industrial AI capabilities: An organisational learning perspective," Technovation, Elsevier, vol. 138(C).

    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:spr:joiaen:v:13:y:2024:i:1:d:10.1186_s13731-024-00368-6. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.