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Digital Industry Agglomeration and Export Product Diversification: Evidence from Chinese Firms

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  • Jinyong Zhan
  • Xinrui Wang
  • Qian Li
  • Jiazhang Zhao

Abstract

The rapid development of digital industries such as artificial intelligence and big data has fundamentally transformed production, providing new opportunities for the diversification of firms. Drawing on data from the China Customs Database and the Annual Survey of Industrial Firms for 2003–2013, we employed a panel fixed effects model to examine the impact of digital industry agglomeration on firms' export product diversification. The findings revealed that, holding other conditions constant, a one‐unit increase in digital industry agglomeration resulted in a significant 2.34 percent rise in export scope and a significant decrease by 0.58 percent in export concentration. Firms in digitally advanced cities and capital‐intensive industries were more influenced by digital industry agglomeration in export diversification. Mechanism analysis reveals that digital industry agglomeration fostered export product diversification through innovation stimulation, information dissemination, and efficiency enhancement. Innovation was evidenced by increases in urban innovation indices and the emergence of new export products. Information dissemination boosted wholesale and retail sales, helping firms to expand export destinations. Efficiency enhancement was reflected in narrowing management efficiency gaps among firms.

Suggested Citation

  • Jinyong Zhan & Xinrui Wang & Qian Li & Jiazhang Zhao, 2025. "Digital Industry Agglomeration and Export Product Diversification: Evidence from Chinese Firms," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 33(1), pages 64-100, January.
  • Handle: RePEc:bla:chinae:v:33:y:2025:i:1:p:64-100
    DOI: 10.1111/cwe.12567
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    1. Eui-Chul Chung & Bun Song Lee & Chanho Cho, 2021. "Determinants Of Agglomeration In Korean Manufacturing Industries," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 66(05), pages 1293-1319, September.
    2. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Product Mix and Firm Productivity Responses to Trade Competition," The Review of Economics and Statistics, MIT Press, vol. 103(5), pages 874-891, December.
    3. Qiu, Larry D. & Yu, Miaojie, 2020. "Export scope, managerial efficiency, and trade liberalization: Evidence from Chinese firms," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 71-90.
    4. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    5. Charles I. Jones & Christopher Tonetti, 2020. "Nonrivalry and the Economics of Data," American Economic Review, American Economic Association, vol. 110(9), pages 2819-2858, September.
    6. Kelvin Lancaster, 1990. "The Economics of Product Variety: A Survey," Marketing Science, INFORMS, vol. 9(3), pages 189-206.
    7. Aditya, Anwesha & Acharyya, Rajat, 2015. "Trade liberalization and export diversification," International Review of Economics & Finance, Elsevier, vol. 39(C), pages 390-410.
    8. Manova, Kalina & Yu, Zhihong, 2017. "Multi-product firms and product quality," Journal of International Economics, Elsevier, vol. 109(C), pages 116-137.
    9. Eckel, Carsten & Iacovone, Leonardo & Javorcik, Beata & Neary, J. Peter, 2015. "Multi-product firms at home and away: Cost- versus quality-based competence," Journal of International Economics, Elsevier, vol. 95(2), pages 216-232.
    10. Cirera, Xavier & Marin, Anabel & Markwald, Ricardo, 2015. "Explaining export diversification through firm innovation decisions: The case of Brazil," Research Policy, Elsevier, vol. 44(10), pages 1962-1973.
    11. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2009. "The Effects of Entry on Incumbent Innovation and Productivity," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 20-32, February.
    12. Colleen Cunningham & Florian Ederer & Song Ma, 2021. "Killer Acquisitions," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 649-702.
    13. Andrew B. BERNARD & Toshihiro OKUBO, 2015. "Product Switching and the Business Cycle," Discussion papers 15103, Research Institute of Economy, Trade and Industry (RIETI).
    14. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    15. Héricourt, Jérôme & Nedoncelle, Clément, 2018. "Multi-destination firms and the impact of exchange-rate risk on trade," Journal of Comparative Economics, Elsevier, vol. 46(4), pages 1178-1193.
    16. Prema-Chandra Athukorala, 2000. "Manufactured exports and terms of trade of developing countries: Evidence from Sri Lanka," Journal of Development Studies, Taylor & Francis Journals, vol. 36(5), pages 89-104.
    17. Adiwan F. Aritenang, 2021. "The Importance of Agglomeration Economies and Technological Level on Local Economic Growth: the Case of Indonesia," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 544-563, June.
    18. Paul S. Adler & Kim B. Clark, 1991. "Behind the Learning Curve: A Sketch of the Learning Process," Management Science, INFORMS, vol. 37(3), pages 267-281, March.
    19. Volker Nocke & Stephen Yeaple, 2014. "Globalization And Multiproduct Firms," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55, pages 993-1018, November.
    20. Peter Kuhn & Hani Mansour, 2014. "Is Internet Job Search Still Ineffective?," Economic Journal, Royal Economic Society, vol. 124(581), pages 1213-1233, December.
    21. Eaton, Jonathan & Kortum, Samuel, 2001. "Technology, trade, and growth: A unified framework," European Economic Review, Elsevier, vol. 45(4-6), pages 742-755, May.
    22. Daniel Fleder & Kartik Hosanagar, 2009. "Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity," Management Science, INFORMS, vol. 55(5), pages 697-712, May.
    23. Massell, Benton F, 1970. "Export Instability and Economic Structure," American Economic Review, American Economic Association, vol. 60(4), pages 618-630, September.
    24. Colin J. Hottman & Stephen J. Redding & David E. Weinstein, 2016. "Quantifying the Sources of Firm Heterogeneity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1291-1364.
    25. Marijke J.D. Bos & Gonzague Vannoorenberghe, 2019. "Imported input varieties and product innovation: Evidence from five developing countries," Review of International Economics, Wiley Blackwell, vol. 27(2), pages 520-548, May.
    26. Volker Nocke & Stephen Yeaple, 2014. "Globalization And Multiproduct Firms," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(4), pages 993-1018, November.
    27. Cecile Gaubert, 2018. "Firm Sorting and Agglomeration," NBER Working Papers 24478, National Bureau of Economic Research, Inc.
    28. Liming Chen & Rana Hasan & Yi Jiang, 2022. "Urban Agglomeration and Firm Innovation: Evidence from Asia," The World Bank Economic Review, World Bank, vol. 36(2), pages 533-558.
    29. Elena Golovko & Giovanni Valentini, 2011. "Exploring the complementarity between innovation and export for SMEs’ growth," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(3), pages 362-380, April.
    30. Florin O. Bilbiie & Fabio Ghironi & Marc J. Melitz, 2012. "Endogenous Entry, Product Variety, and Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 120(2), pages 304-345.
    31. Lopresti, John, 2016. "Multiproduct firms and product scope adjustment in trade," Journal of International Economics, Elsevier, vol. 100(C), pages 160-173.
    32. Severin Borenstein & Garth Saloner, 2001. "Economics and Electronic Commerce," Journal of Economic Perspectives, American Economic Association, vol. 15(1), pages 3-12, Winter.
    33. Fernandes, Ana M. & Mattoo, Aaditya & Nguyen, Huy & Schiffbauer, Marc, 2019. "The internet and Chinese exports in the pre-ali baba era," Journal of Development Economics, Elsevier, vol. 138(C), pages 57-76.
    34. John Quiggin, 2014. "National accounting and the digital economyy," Economic Analysis and Policy, Elsevier, vol. 44(2), pages 136-142.
    35. Xuefeng, Qian & Yaşar, Mahmut, 2016. "Export Market Diversification and Firm Productivity: Evidence from a Large Developing Country," World Development, Elsevier, vol. 82(C), pages 28-47.
    36. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    37. Akihiro Otsuka & Mika Goto & Toshiyuki Sueyoshi, 2010. "Industrial agglomeration effects in Japan: Productive efficiency, market access, and public fiscal transfer," Papers in Regional Science, Wiley Blackwell, vol. 89(4), pages 819-840, November.
    38. 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.
    39. 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).
    40. Zoë Cullen & Chiara Farronato, 2021. "Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms," Management Science, INFORMS, vol. 67(7), pages 3985-4003, July.
    41. Volker Nocke & Nicolas Schutz, 2018. "Multiproduct‐Firm Oligopoly: An Aggregative Games Approach," Econometrica, Econometric Society, vol. 86(2), pages 523-557, March.
    42. Jansen, Marion, 2004. "Income volatility in small and developing economies: export concentration matters," WTO Discussion Papers 3, World Trade Organization (WTO), Economic Research and Statistics Division.
    43. Parenti, Mathieu, 2018. "Large and small firms in a global market: David vs. Goliath," Journal of International Economics, Elsevier, vol. 110(C), pages 103-118.
    44. Liang, Shuang & Tan, Qingmei, 2024. "Can the digital economy accelerates China's export technology upgrading? Based on the perspective of export technology complexity," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    45. Elitsa R Banalieva & Charles Dhanaraj, 2019. "Internalization theory for the digital economy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(8), pages 1372-1387, October.
    46. Cecile Gaubert, 2018. "Firm Sorting and Agglomeration," American Economic Review, American Economic Association, vol. 108(11), pages 3117-3153, November.
    47. Yu Zhang & Rende Li & Qiaoxin Xie, 2023. "Does digital transformation promote the volatility of firms' innovation investment?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(8), pages 4350-4362, December.
    48. Yuchen Liu & Yinguo Dong & Weiwen Qian, 2024. "Digital economy and China's agricultural exports: based on trade cost and market competition effect," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 16(3), pages 489-506, May.
    49. Helsley, Robert W. & Strange, William C., 2002. "Innovation and Input Sharing," Journal of Urban Economics, Elsevier, vol. 51(1), pages 25-45, January.
    50. Carlsson, Bo, 2004. "The Digital Economy: what is new and what is not?," Structural Change and Economic Dynamics, Elsevier, vol. 15(3), pages 245-264, September.
    51. Sourafel Girma & Yundan Gong & Holger Görg & Zhihong Yu, 2009. "Can Production Subsidies Explain China's Export Performance? Evidence from Firm‐level Data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(4), pages 863-891, December.
    52. Nucci, Francesco & Puccioni, Chiara & Ricchi, Ottavio, 2023. "Digital technologies and productivity: A firm-level investigation," Economic Modelling, Elsevier, vol. 128(C).
    53. Bodlaj, Mateja & Kadic-Maglajlic, Selma & Vida, Irena, 2020. "Disentangling the impact of different innovation types, financial constraints and geographic diversification on SMEs' export growth," Journal of Business Research, Elsevier, vol. 108(C), pages 466-475.
    54. Yumei Lin & Chenghan Li, 2023. "Does rural e-commerce agglomeration help expand family farms’ size? Evidence from Taobao villages in China's Yangtze River Delta," Electronic Commerce Research, Springer, vol. 23(3), pages 1731-1752, September.
    55. Díaz-Chao, Ángel & Sainz-González, Jorge & Torrent-Sellens, Joan, 2015. "ICT, innovation, and firm productivity: New evidence from small local firms," Journal of Business Research, Elsevier, vol. 68(7), pages 1439-1444.
    56. Song, Yuegang & Hao, Xiazhen & Zheng, Lei, 2022. "Intermediate import, independent innovation and export sophistication of Chinese manufacturing enterprises," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 126-140.
    57. Wyatt J. Brooks & Joseph P. Kaboski & Yao Amber Li, 2021. "Agglomeration, Misallocation, and (the Lack of) Competition," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(4), pages 483-519, October.
    58. Christian Broda & David E. Weinstein, 2010. "Product Creation and Destruction: Evidence and Price Implications," American Economic Review, American Economic Association, vol. 100(3), pages 691-723, June.
    59. Andrea Fracasso & Giuseppe Vittucci Marzetti, 2018. "Estimating dynamic localization economies: the inadvertent success of the specialization index and the location quotient," Regional Studies, Taylor & Francis Journals, vol. 52(1), pages 119-132, January.
    60. Valeria Cirillo & Lucrezia Fanti & Andrea Mina & Andrea Ricci, 2023. "New digital technologies and firm performance in the Italian economy," Industry and Innovation, Taylor & Francis Journals, vol. 30(1), pages 159-188, January.
    61. repec:fth:bosecd:110 is not listed on IDEAS
    62. Gaubert, Cécile, 2018. "Firm Sorting and Agglomeration," CEPR Discussion Papers 12835, Centre for Economic Policy Research.
    63. Dawid, Herbert & Keoula, Michel Y. & Kopel, Michael & Kort, Peter M., 2015. "Product innovation incentives by an incumbent firm: A dynamic analysis," Journal of Economic Behavior & Organization, Elsevier, vol. 117(C), pages 411-438.
    64. Hsu, Wen-Tai & Lu, Yi & Luo, Xuan & Zhu, Lianming, 2023. "Foreign direct investment and industrial agglomeration: Evidence from China," Journal of Comparative Economics, Elsevier, vol. 51(2), pages 610-639.
    65. Eva Hagsten & Patricia Kotnik, 2017. "ICT as facilitator of internationalisation in small- and medium-sized firms," Small Business Economics, Springer, vol. 48(2), pages 431-446, February.
    66. Kristina McElheran, 2014. "Delegation in Multi‐Establishment Firms: Evidence from I.T. Purchasing," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 23(2), pages 225-258, June.
    67. Yannis Bakos & Erik Brynjolfsson, 2000. "Bundling and Competition on the Internet," Marketing Science, INFORMS, vol. 19(1), pages 63-82, May.
    68. Liu, Qing & Lu, Ruosi & Lu, Yi & Luong, Tuan Anh, 2021. "Import competition and firm innovation: Evidence from China," Journal of Development Economics, Elsevier, vol. 151(C).
    69. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    70. Luis Garicano, 2000. "Hierarchies and the Organization of Knowledge in Production," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 874-904, October.
    71. Zhenxing Tian & Ying Li & Xiaogeng Niu & Meiyu Liu, 2023. "The impact of digital economy on regional technological innovation capability: An analysis based on China’s provincial panel data," PLOS ONE, Public Library of Science, vol. 18(7), pages 1-17, July.
    72. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2011. "Multiproduct Firms and Trade Liberalization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1271-1318.
    73. Aleksandra Parteka & Massimo Tamberi, 2013. "What Determines Export Diversification in the Development Process? Empirical Assessment," The World Economy, Wiley Blackwell, vol. 36(6), pages 807-826, June.
    74. Laffont, Jean-Jacques & Marcus, Scott & Rey, Patrick & Tirole, Jean, 2003. "Internet Interconnection and the Off-Net-Cost Pricing Principle," RAND Journal of Economics, The RAND Corporation, vol. 34(2), pages 370-390, Summer.
    75. Agrawal, Ajay & Gans, Joshua S. & Goldfarb, Avi, 2024. "Prediction machines, insurance, and protection: An alternative perspective on AI’s role in production," Journal of the Japanese and International Economies, Elsevier, vol. 72(C).
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    1. Yaru Yang & Yingming Zhu, 2026. "Digital Industry Agglomeration and Firm Innovation: Theory and Evidence," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 47(2), pages 357-386, March.

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