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The impact of digital and non-digital knowledge search channels on innovation failure in constrained learning environments

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  • Stojcic, Nebojsa
  • Chidlow, Agnieszka (Aggie)

Abstract

We investigate the impact of digital and non-digital knowledge search channels on the likelihood of innovation failure among knowledge-creating, knowledge-using and non-innovative firms in emerging innovation systems. Our results show that digital search channels reduce the risk of innovation failure exclusively for knowledge-creating firms, emphasising the importance of internal capabilities in knowledge absorption. These channels allow firms to overcome the limitations of local markets and access distant knowledge resources more cost-effectively. The study extends the literature on innovation failure by emphasising the role of Internet-based technologies in facilitating the flow of knowledge between firms and their external environment. It improves our understanding of how context influences innovation outcomes and provides evidence-based insights for the development of innovation strategies, especially in environments where learning opportunities are scarce and the shift towards innovation-driven competitiveness is a priority on the policy agenda.

Suggested Citation

  • Stojcic, Nebojsa & Chidlow, Agnieszka (Aggie), 2024. "The impact of digital and non-digital knowledge search channels on innovation failure in constrained learning environments," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  • Handle: RePEc:eee:tefoso:v:209:y:2024:i:c:s0040162524006139
    DOI: 10.1016/j.techfore.2024.123815
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    as
    1. Davenport, Sally, 2005. "Exploring the role of proximity in SME knowledge-acquisition," Research Policy, Elsevier, vol. 34(5), pages 683-701, June.
    2. Flor, M. Luisa & Cooper, Sarah Y. & Oltra, María J., 2018. "External knowledge search, absorptive capacity and radical innovation in high-technology firms," European Management Journal, Elsevier, vol. 36(2), pages 183-194.
    3. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    4. D'Este, Pablo & Amara, Nabil & Olmos-Peñuela, Julia, 2016. "Fostering novelty while reducing failure: Balancing the twin challenges of product innovation," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 280-292.
    5. Slavo Radosevic, 2017. "Upgrading technology in Central and Eastern European economies," World of Labour, LISER, pages 338-338, February.
    6. Besnik A. Krasniqi & Sameeksha Desai, 2016. "Institutional drivers of high-growth firms: country-level evidence from 26 transition economies," Small Business Economics, Springer, vol. 47(4), pages 1075-1094, December.
    7. Elia, Gianluca & Margherita, Alessandro & Passiante, Giuseppina, 2020. "Digital entrepreneurship ecosystem: How digital technologies and collective intelligence are reshaping the entrepreneurial process," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    8. Vujanović, Nina & Radošević, Slavo & Stojčić, Nebojša & Hisarciklilar, Mehtap & Hashi, Iraj, 2022. "FDI spillover effects on innovation activities of knowledge using and knowledge creating firms: Evidence from an emerging economy," Technovation, Elsevier, vol. 118(C).
    9. Dominik M. Wielgos & Christian Homburg & Christina Kuehnl, 2021. "Digital business capability: its impact on firm and customer performance," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 762-789, July.
    10. Köhler, Christian & Sofka, Wolfgang & Grimpe, Christoph, 2012. "Selective search, sectoral patterns, and the impact on product innovation performance," Research Policy, Elsevier, vol. 41(8), pages 1344-1356.
    11. Enrico Guzzini & Donato Iacobucci, 2017. "Project failures and innovation performance in university–firm collaborations," The Journal of Technology Transfer, Springer, vol. 42(4), pages 865-883, August.
    12. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    13. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    14. Nebojša Stojčić, 2021. "Collaborative innovation in emerging innovation systems: Evidence from Central and Eastern Europe," The Journal of Technology Transfer, Springer, vol. 46(2), pages 531-562, April.
    15. Lhuillery, Stéphane & Pfister, Etienne, 2009. "R&D cooperation and failures in innovation projects: Empirical evidence from French CIS data," Research Policy, Elsevier, vol. 38(1), pages 45-57, February.
    16. Martin, Stephen & Scott, John T., 2000. "The nature of innovation market failure and the design of public support for private innovation," Research Policy, Elsevier, vol. 29(4-5), pages 437-447, April.
    17. Cattaneo, Matias D., 2010. "Efficient semiparametric estimation of multi-valued treatment effects under ignorability," Journal of Econometrics, Elsevier, vol. 155(2), pages 138-154, April.
    18. Zahoor, Nadia & Adomako, Samuel, 2023. "Be open to failure: Open innovation failure in dynamic environments," Technological Forecasting and Social Change, Elsevier, vol. 193(C).
    19. Stojčić, Nebojša & Srhoj, Stjepan & Coad, Alex, 2020. "Innovation procurement as capability-building: Evaluating innovation policies in eight Central and Eastern European countries," European Economic Review, Elsevier, vol. 121(C).
    20. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018. "Double/debiased machine learning for treatment and structural parameters," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
    21. Pereira, Vijay & Bamel, Umesh, 2021. "Extending the resource and knowledge based view: A critical analysis into its theoretical evolution and future research directions," Journal of Business Research, Elsevier, vol. 132(C), pages 557-570.
    22. Lopez-Vega, Henry & Tell, Fredrik & Vanhaverbeke, Wim, 2016. "Where and how to search? Search paths in open innovation," Research Policy, Elsevier, vol. 45(1), pages 125-136.
    23. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    24. Hainmueller, Jens & Xu, Yiqing, 2013. "ebalance: A Stata Package for Entropy Balancing," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 54(i07).
    25. Farrell, Max H., 2015. "Robust inference on average treatment effects with possibly more covariates than observations," Journal of Econometrics, Elsevier, vol. 189(1), pages 1-23.
    26. Angelidou, Sofia & Mount, Matthew & Pandza, Krsto, 2022. "Exploring the asymmetric complementarity between external knowledge search and management innovation," Technovation, Elsevier, vol. 115(C).
    27. Hashi, Iraj & Stojčić, Nebojša, 2013. "The impact of innovation activities on firm performance using a multi-stage model: Evidence from the Community Innovation Survey 4," Research Policy, Elsevier, vol. 42(2), pages 353-366.
    28. Bashir, Naheed & Papamichail, K.Nadia & Malik, Khaleel, 2017. "Use of Social Media Applications for Supporting New Product Development Processes in Multinational Corporations," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 176-183.
    29. Hervás-Oliver, José-Luis & Parrilli, Mario Davide & Rodríguez-Pose, Andrés & Sempere-Ripoll, Francisca, 2021. "The drivers of SME innovation in the regions of the EU," Research Policy, Elsevier, vol. 50(9).
    30. Zoltan Acs & Sameeksha Desai & Jolanda Hessels, 2008. "Entrepreneurship, economic development and institutions," Small Business Economics, Springer, vol. 31(3), pages 219-234, October.
    31. Guerzoni, Marco & Raiteri, Emilio, 2015. "Demand-side vs. supply-side technology policies: Hidden treatment and new empirical evidence on the policy mix," Research Policy, Elsevier, vol. 44(3), pages 726-747.
    32. Scuotto, Veronica & Del Giudice, Manlio & Peruta, Maria Rosaria della & Tarba, Shlomo, 2017. "The performance implications of leveraging internal innovation through social media networks: An empirical verification of the smart fashion industry," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 184-194.
    33. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    34. George P. Huber, 1991. "Organizational Learning: The Contributing Processes and the Literatures," Organization Science, INFORMS, vol. 2(1), pages 88-115, February.
    35. Xie, Xuemei & Wang, Hongwei, 2021. "How to bridge the gap between innovation niches and exploratory and exploitative innovations in open innovation ecosystems," Journal of Business Research, Elsevier, vol. 124(C), pages 299-311.
    36. Ferreira, João J.M. & Fernandes, Cristina I. & Ferreira, Fernando A.F., 2020. "Wearing failure as a path to innovation," Journal of Business Research, Elsevier, vol. 120(C), pages 195-202.
    37. Tsinopoulos, Christos & Yan, Ji & Sousa, Carlos M.P., 2019. "Abandoning innovation activities and performance: The moderating role of openness," Research Policy, Elsevier, vol. 48(6), pages 1399-1411.
    38. Williams, Christopher & Du, Juana & Zhang, Hongzhong, 2020. "International orientation of Chinese internet SMEs: Direct and indirect effects of foreign and indigenous social networking site use," Journal of World Business, Elsevier, vol. 55(3).
    39. Luo, Ben Nanfeng & Lui, Steven & Liu, Chih-Hsing & Zhang, Rongrong, 2018. "Knowledge exploration and innovation: A review and an inverse S-curve proposition," Journal of Management & Organization, Cambridge University Press, vol. 24(6), pages 870-892, November.
    40. Kim, Dohoon, 2016. "Value ecosystem models for social media services," Technological Forecasting and Social Change, Elsevier, vol. 107(C), pages 13-27.
    41. Leoncini, Riccardo, 2016. "Learning-by-failing. An empirical exercise on CIS data," Research Policy, Elsevier, vol. 45(2), pages 376-386.
    42. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
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    3. Zhang, Yang & Yang, Xuan & Xu, Xuanxuan & Wan, Jun, 2026. "Catalyzing re-innovation: How digital transformation drives recovery from technological failure in manufacturing," Journal of Retailing and Consumer Services, Elsevier, vol. 89(PA).

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    Keywords

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    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O36 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Open Innovation

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