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Towards a general framework for innovation shaped with AI to create and transform market offerings
[Vers un cadre général d’innovation façonné par l’IA pour créer et transformer les offres du marché]

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  • Gilbert Giacomoni

    (UMR PSAE - Paris-Saclay Applied Economics - AgroParisTech - Université Paris-Saclay - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement, AgroParisTech)

Abstract

Our research focuses on early-stages of innovation, especially in the Biotech and Pharmaceutical industry, wherein the business research is still hit-and-miss, mainly based on trial and error and experimentation. We leverage the story of a high-growth startup, building and expanding on behavioral economics that examines the relationships between science and innovation, especially dynamic capabilities and related problemistic search and strategic options generation. A general framework for innovation shaped with both narrow and general AI (advanced data analytics, intelligent algorithms, etc.) is proposed to create and transform market offerings, hybridize domains heretofore dissociated and build organizational fit with prior and novel core elements. For firms, it can be exploitable as a competitive advantage, making it possible to efficiently anticipate, hence adapt to the most general types of change in representation or taking place in the environment.

Suggested Citation

  • Gilbert Giacomoni, 2022. "Towards a general framework for innovation shaped with AI to create and transform market offerings [Vers un cadre général d’innovation façonné par l’IA pour créer et transformer les offres du march," Post-Print hal-04083376, HAL.
    • Handle: RePEc:hal:journl:hal-04083376
    DOI: 10.1111/emre.12492
    Note: View the original document on HAL open archive server: https://hal.inrae.fr/hal-04083376
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    References listed on IDEAS

    as
    1. Ragnar Fjelland, 2020. "Why general artificial intelligence will not be realized," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-9, December.
    2. Frank Barry & Holger Görg & Eric Strobl, 2004. "Foreign direct investment, agglomerations, and demonstration effects: An empirical investigation," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 140(3), pages 583-600, September.
    3. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    4. Mie Augier & Michael Prietula, 2007. "Perspective---Historical Roots of the A Behavioral Theory of the Firm Model at GSIA," Organization Science, INFORMS, vol. 18(3), pages 507-522, June.
    5. Davenport, Thomas H., 2018. "The AI Advantage: How to Put the Artificial Intelligence Revolution to Work," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262039176, April.
    6. Henry Mintzberg & James A. Waters, 1985. "Of strategies, deliberate and emergent," Strategic Management Journal, Wiley Blackwell, vol. 6(3), pages 257-272, July.
    7. Richard Whittington, 2018. "Greatness Takes Practice: On Practice Theory’s Relevance to “Great Strategy”," Strategy Science, INFORMS, vol. 3(1), pages 343-351, March.
    8. Larry Samuelson, 2004. "Modeling Knowledge in Economic Analysis," Journal of Economic Literature, American Economic Association, vol. 42(2), pages 367-403, June.
    9. Pomerol, Jean-Charles, 1997. "Artificial intelligence and human decision making," European Journal of Operational Research, Elsevier, vol. 99(1), pages 3-25, May.
    10. Jerker Denrell & Christina Fang & Sidney G. Winter, 2003. "The economics of strategic opportunity," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 977-990, October.
    11. Massimiliano Amarante, 2015. "Analogy in Decision Making," Mathematics of Operations Research, INFORMS, vol. 40(4), pages 1027-1041, October.
    12. Herbert A. Simon, 1996. "The Sciences of the Artificial, 3rd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262691914, April.
    13. Robert J. Aumann, 1999. "Interactive epistemology I: Knowledge," International Journal of Game Theory, Springer;Game Theory Society, vol. 28(3), pages 263-300.
    14. Teppo Felin & Todd R. Zenger, 2017. "The Theory-Based View: Economic Actors as Theorists," Strategy Science, INFORMS, vol. 2(4), pages 258-271, December.
    15. Michael J. Orlando, 2004. "Measuring Spillovers from Industrial R&D: On the Importance of Geographic and Technological Proximity," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 777-786, Winter.
    16. Jay B. Barney, 1986. "Strategic Factor Markets: Expectations, Luck, and Business Strategy," Management Science, INFORMS, vol. 32(10), pages 1231-1241, October.
    17. 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.
    18. Thomas Fink & Pankaj Ghemawat & Martin Reeves, 2017. "Searching for Great Strategies," Strategy Science, INFORMS, vol. 2(4), pages 272-281, December.
    19. Scott Shane, 2000. "Prior Knowledge and the Discovery of Entrepreneurial Opportunities," Organization Science, INFORMS, vol. 11(4), pages 448-469, August.
    20. Giovanni Gavetti & Jan W. Rivkin, 2007. "On the Origin of Strategy: Action and Cognition over Time," Organization Science, INFORMS, vol. 18(3), pages 420-439, June.
    21. Sidney G. Winter, 2012. "Capabilities: Their Origins and Ancestry," Journal of Management Studies, Wiley Blackwell, vol. 49(8), pages 1402-1406, December.
    22. Linda Argote & Henrich R. Greve, 2007. "A Behavioral Theory of the Firm ---40 Years and Counting: Introduction and Impact," Organization Science, INFORMS, vol. 18(3), pages 337-349, June.
    23. Nic Fleming, 2018. "How artificial intelligence is changing drug discovery," Nature, Nature, vol. 557(7707), pages 55-57, May.
    24. Giovanni Gavetti, 2012. "PERSPECTIVE—Toward a Behavioral Theory of Strategy," Organization Science, INFORMS, vol. 23(1), pages 267-285, February.
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    1. Wang, Zongrun & Zhang, Taiyu & Ren, Xiaohang & Shi, Yukun, 2024. "AI adoption rate and corporate green innovation efficiency: Evidence from Chinese energy companies," Energy Economics, Elsevier, vol. 132(C).

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