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Exploring the mechanism of path-creating strategy for latecomers: a combined approach of econometrics and causal machine learning

Author

Listed:
  • Yuanyang Teng

    (School of Economic and Management, China Jiliang University, Hangzhou Yiyuan Technology Co. Ltd.)

  • Yicun Li

    (School of Business, Hangzhou City College, ESG and Sustainable Development Research Center, Hangzhou City College, Hangzhou Yiyuan Technology Co. Ltd.)

  • Xiaobo Wu

    (Zhejiang University)

Abstract

In this paper, the traditional econometrics method and causal machine-learning method are combined to study the mechanism of a path-creating strategy of latecomers to influence latecomers’ catch-up performance. A total of 283 high-tech manufacturing enterprises listed on the Shanghai and Shenzhen stock exchanges from 2007 to 2019 were selected for the study. OLS linear regression model verifies that path-creating has a positive impact on latecomers’ technological catch-up performance, technological capability plays an intermediary role between path-creating and technology catch-up performance, technological innovation appropriability positively moderates the effect of path-creating on technological capability, and technological innovation cumulativeness negatively moderates the effect of path-creating on technological catch-up but positively moderate the effect of technological capability on catch-up performance. Through machine learning, on the one hand, a conclusion basically consistent with the linear regression model is obtained, but on the other hand, a more heterogeneous situation is presented. Through analyses of the individual treatment effect of a path-creating strategy of latecomers, the Shapley value graph shows the complex influence of different features on the treatment effect of the enterprise using the path-creating strategy. Through the decision tree, some more complex patterns are found. In addition, the decision tree model based on causal analysis can also assist enterprises in making strategic decisions.

Suggested Citation

  • Yuanyang Teng & Yicun Li & Xiaobo Wu, 2024. "Exploring the mechanism of path-creating strategy for latecomers: a combined approach of econometrics and causal machine learning," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-18, December.
    • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03525-0
    DOI: 10.1057/s41599-024-03525-0
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    1. Mathews, John A. & Cho, Dong-Sung, 1999. "Combinative capabilities and organizational learning in latecomer firms: the case of the Korean semiconductor industry," Journal of World Business, Elsevier, vol. 34(2), pages 139-156, July.
    2. Mary Tripsas & Giovanni Gavetti, 2000. "Capabilities, cognition, and inertia: evidence from digital imaging," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1147-1161, October.
    3. Lee, Keun & Lim, Chaisung, 2001. "Technological regimes, catching-up and leapfrogging: findings from the Korean industries," Research Policy, Elsevier, vol. 30(3), pages 459-483, March.
    4. Lee, Keun & Lim, Chaisung & Song, W, 2005. "Emerging Digital Technology as a Window of Opportunity and Technological Leapfrogging: Catch-up in Digital TV by the Korean Firms," MPRA Paper 109777, University Library of Munich, Germany.
    5. Franco Malerba, 2005. "Sectoral systems of innovation: a framework for linking innovation to the knowledge base, structure and dynamics of sectors," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(1-2), pages 63-82.
    6. Kyoo-Ho Park & Keun Lee, 2006. "Linking the technological regime to the technological catch-up: analyzing Korea and Taiwan using the US patent data," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(4), pages 715-753, August.
    7. Jing Li & Jun Xia & Edward J. Zajac, 2018. "On the duality of political and economic stakeholder influence on firm innovation performance: Theory and evidence from Chinese firms," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 193-216, January.
    8. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    9. Keun Lee & Seong-Jae Cho & Jia Jin, 2009. "Dynamics of catch-up in mobile phones and automobiles in China: sectoral systems of innovation perspective," China Economic Journal, Taylor & Francis Journals, vol. 2(1), pages 25-53.
    10. Prithwiraj Choudhury & Ryan T. Allen & Michael G. Endres, 2021. "Machine learning for pattern discovery in management research," Strategic Management Journal, Wiley Blackwell, vol. 42(1), pages 30-57, January.
    11. Tobias Reinauer & Ulrich Elmer Hansen, 2021. "A conceptual framework for latecomer linkage capabilities [Project execution capability, organizational know-how and conglomerate corporate growth in late industrialization]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(6), pages 1539-1556.
    12. Wilfred Dolfsma & Gerben Velde, 2014. "Industry innovativeness, firm size, and entrepreneurship: Schumpeter Mark III?," Journal of Evolutionary Economics, Springer, vol. 24(4), pages 713-736, September.
    13. Andrea Filippetti & Marion Frenzm.frenz & Grazia Ietto-Gillies, 2017. "The impact of internationalization on innovation at countries’ level: the role of absorptive capacity," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 41(2), pages 413-439.
    14. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    15. Lee, Keun & Malerba, Franco, 2017. "Catch-up cycles and changes in industrial leadership:Windows of opportunity and responses of firms and countries in the evolution of sectoral systems," Research Policy, Elsevier, vol. 46(2), pages 338-351.
    16. Rasmus Lema & Xiaolan Fu & Roberta Rabellotti, 2020. "Green windows of opportunity: latecomer development in the age of transformation toward sustainability," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(5), pages 1193-1209.
    17. Breschi, Stefano & Malerba, Franco & Orsenigo, Luigi, 2000. "Technological Regimes and Schumpeterian Patterns of Innovation," Economic Journal, Royal Economic Society, vol. 110(463), pages 388-410, April.
    18. Kang, Hyo & Song, Jaeyong, 2017. "Innovation and recurring shifts in industrial leadership: Three phases of change and persistence in the camera industry," Research Policy, Elsevier, vol. 46(2), pages 376-387.
    19. Keun Lee & Tae Young Park & Rishikesha T. Krishnan, 2014. "Catching-up or Leapfrogging in the Indian IT Service Sector: Windows of Opportunity, Path-creating, and Moving up the Value Chain," Development Policy Review, Overseas Development Institute, vol. 32(4), pages 495-518, July.
    20. Vivian W. Fang & Xuan Tian & Sheri Tice, 2014. "Does Stock Liquidity Enhance or Impede Firm Innovation?," Journal of Finance, American Finance Association, vol. 69(5), pages 2085-2125, October.
    21. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    22. Stolpe, Michael, 2002. "Determinants of knowledge diffusion as evidenced in patent data: the case of liquid crystal display technology," Research Policy, Elsevier, vol. 31(7), pages 1181-1198, September.
    23. Franco Malerba & Keun Lee, 2021. "An evolutionary perspective on economic catch-up by latecomers [Catching-up, forging ahead, and falling behind]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(4), pages 986-1010.
    24. Hobday, Mike, 1995. "East Asian latecomer firms: Learning the technology of electronics," World Development, Elsevier, vol. 23(7), pages 1171-1193, July.
    25. Callon, M. & Laredo, P. & Rabeharisoa, V. & Gonard, T. & Leray, T., 1992. "The management and evaluation of technological programs and the dynamics of techno-economic networks: The case of the AFME," Research Policy, Elsevier, vol. 21(3), pages 215-236, June.
    26. Joo, SH & Oh, C & Lee, Keun, 2016. "Catch-up Strategy of an Emerging Firm in an Emerging Country: Analyzing the Case of Huawei vs. Ericsson with Patent Data," MPRA Paper 109958, University Library of Munich, Germany.
    27. Yexin Liu & Weiwei Wu & Yanggi Kim, 2023. "How do latecomer firms achieve catch-up through technology management: a comparative analysis," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-12, December.
    28. Christophe Boone & Boris Lokshin & Hannes Guenter & René Belderbos, 2019. "Top management team nationality diversity, corporate entrepreneurship, and innovation in multinational firms," Strategic Management Journal, Wiley Blackwell, vol. 40(2), pages 277-302, February.
    29. Keun Lee & Xudong Gao & Xibao Li, 2017. "Industrial catch-up in China: a sectoral systems of innovation perspective," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 10(1), pages 59-76.
    30. Fabio Landini & Rasmus Lema & Franco Malerba, 2020. "Demand-led catch-up: a history-friendly model of latecomer development in the global green economy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(5), pages 1297-1318.
    31. Moosup Jung & Keun Lee, 2010. "Sectoral systems of innovation and productivity catch-up: determinants of the productivity gap between Korean and Japanese firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(4), pages 1037-1069, August.
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