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Intelligent manufacturing and cross-border e-commerce export diversification

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  • Ma, Shuzhong
  • Huang, Sishi
  • Wu, Peng

Abstract

Although Industry 4.0 has transformed the operating model of manufacturing and international trade, no previous research has explored the influence of intelligent manufacturing (IM) on export diversification from a cross-border e-commerce (CBEC) perspective. We use a unique dataset of China's leading cross-border logistics enterprises to investigate the effect of IM on CBEC export diversification. Our results reveal a positive effect of IM on CBEC export diversification at both market and product levels. This conclusion remains valid after a series of robustness tests. The heterogeneity analysis shows that IM contributes more strongly to diversification of CBEC exports for differentiated products and consumer goods. The mechanistic analysis suggests that IM enables export diversification by stimulating input, output and commercialization of innovation.

Suggested Citation

  • Ma, Shuzhong & Huang, Sishi & Wu, Peng, 2024. "Intelligent manufacturing and cross-border e-commerce export diversification," International Review of Economics & Finance, Elsevier, vol. 94(C).
  • Handle: RePEc:eee:reveco:v:94:y:2024:i:c:s1059056024003460
    DOI: 10.1016/j.iref.2024.05.048
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    References listed on IDEAS

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    1. Shahzad, Umer & Lv, Yulan & Doğan, Buhari & Xia, Wanjun, 2021. "Unveiling the heterogeneous impacts of export product diversification on renewable energy consumption: New evidence from G-7 and E-7 countries," Renewable Energy, Elsevier, vol. 164(C), pages 1457-1470.
    2. Kaleb Girma Abreha & Valérie Smeets & Frédéric Warzynski, 2020. "Coping with the crisis and export diversification," The World Economy, Wiley Blackwell, vol. 43(5), pages 1452-1481, May.
    3. Youngjin Yoo & Richard J. Boland & Kalle Lyytinen & Ann Majchrzak, 2012. "Organizing for Innovation in the Digitized World," Organization Science, INFORMS, vol. 23(5), pages 1398-1408, October.
    4. Fahim Al-Marhubi, 2000. "Export diversification and growth: an empirical investigation," Applied Economics Letters, Taylor & Francis Journals, vol. 7(9), pages 559-562.
    5. Lihua Gu, 2021. "The Impact of Intelligent Manufacturing on Export Sophistication: Evidence from Industrial Robots," International Journal of Business and Management, Canadian Center of Science and Education, vol. 14(12), pages 183-183, July.
    6. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2020. "Robot Imports and Firm-Level Outcomes," CRC TR 224 Discussion Paper Series crctr224_2020_243, University of Bonn and University of Mannheim, Germany.
    7. Qiuyan Fan, 2019. "An Exploratory Study of Cross Border E-commerce (CBEC) in China: Opportunities and Challenges for Small to Medium Size Enterprises (SMEs)," International Journal of E-Entrepreneurship and Innovation (IJEEI), IGI Global, vol. 9(1), pages 23-29, January.
    8. Huanxing Yang, 2013. "Targeted search and the long tail effect," RAND Journal of Economics, RAND Corporation, vol. 44(4), pages 733-756, December.
    9. Dai, Xiaoyong & Sun, Zao, 2021. "Does firm innovation improve aggregate industry productivity? Evidence from Chinese manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 1-9.
    10. Erevelles, Sunil & Fukawa, Nobuyuki & Swayne, Linda, 2016. "Big Data consumer analytics and the transformation of marketing," Journal of Business Research, Elsevier, vol. 69(2), pages 897-904.
    11. Gomez-Herrera, Estrella & Martens, Bertin & Turlea, Geomina, 2014. "The drivers and impediments for cross-border e-commerce in the EU," Information Economics and Policy, Elsevier, vol. 28(C), pages 83-96.
    12. Sun, Xiuli & Li, Haizheng & Ghosal, Vivek, 2020. "Firm-level human capital and innovation: Evidence from China," China Economic Review, Elsevier, vol. 59(C).
    13. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    14. David Audretsch & Mark Sanders & Lu Zhang, 2021. "International product life cycles, trade and development stages," The Journal of Technology Transfer, Springer, vol. 46(5), pages 1630-1673, October.
    15. Rauch, James E., 1999. "Networks versus markets in international trade," Journal of International Economics, Elsevier, vol. 48(1), pages 7-35, June.
    16. Abbasi, Kashif Raza & Hussain, Khadim & Haddad, Akram Masoud & Salman, Asma & Ozturk, Ilhan, 2022. "The role of Financial Development and Technological Innovation towards Sustainable Development in Pakistan: Fresh insights from consumption and territory-based emissions," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    17. Ghasemaghaei, Maryam & Calic, Goran, 2019. "Does big data enhance firm innovation competency? The mediating role of data-driven insights," Journal of Business Research, Elsevier, vol. 104(C), pages 69-84.
    18. David Hummels & Peter J. Klenow, 2005. "The Variety and Quality of a Nation's Exports," American Economic Review, American Economic Association, vol. 95(3), pages 704-723, June.
    19. Ferreira, João J.M. & Fernandes, Cristina I. & Ferreira, Fernando A.F., 2019. "To be or not to be digital, that is the question: Firm innovation and performance," Journal of Business Research, Elsevier, vol. 101(C), pages 583-590.
    20. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2024. "Robot Imports and Firm-Level Outcomes," The Economic Journal, Royal Economic Society, vol. 134(664), pages 3428-3444.
    21. Jozef Bucko & Lukáš Kakalejčík & Martina Ferencová, 2018. "Online shopping: Factors that affect consumer purchasing behaviour," Cogent Business & Management, Taylor & Francis Journals, vol. 5(1), pages 1535751-153, January.
    22. Tehreem Fatima & Grzegorz Mentel & Buhari Doğan & Zeeshan Hashim & Umer Shahzad, 2022. "Investigating the role of export product diversification for renewable, and non-renewable energy consumption in GCC (gulf cooperation council) countries: does the Kuznets hypothesis exist?," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(6), pages 8397-8417, June.
    23. Robert J. Richmond, 2019. "Trade Network Centrality and Currency Risk Premia," Journal of Finance, American Finance Association, vol. 74(3), pages 1315-1361, June.
    24. Bruno Cassiman & Elena Golovko, 2011. "Innovation and internationalization through exports," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(1), pages 56-75, January.
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