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Big data development and labor income share: Evidence from China's national big data comprehensive pilot zones

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  • Xu, Yuanbin
  • Wei, Yuan
  • Zeng, Xin
  • Yu, Haiqing
  • Chen, Hongjie

Abstract

In the midst of the rapid development of the digital economy, data has emerged as a new core production factor. It not only creates value for producers but also benefits the majority of ordinary workers, playing a crucial role in optimizing income distribution and promoting common prosperity. Utilizing data from Chinese A-share listed companies from 2012 to 2021, this study evaluates the impact of big data development on the labor income share of enterprises, employing the establishment of China's national big data comprehensive pilot zones as a quasi-natural experiment. Additionally, it examines the heterogeneity of this impact across regional, industry, and firm levels. The findings reveal that big data development significantly increases the labor income share of firms, mainly through mitigating labor mismatch, improving innovation capability, and upgrading human capital. Heterogeneity analysis shows that big data development exerts a stronger effect on eastern and labor-rich regions, high-tech and non-labor-intensive industries, big-data industries and low-competition industries, as well as state-owned and mature enterprises. This study provides policy insights on fully harnessing the benefits of big data pilot policy to increase labor income share, with important implications for developing countries.

Suggested Citation

  • Xu, Yuanbin & Wei, Yuan & Zeng, Xin & Yu, Haiqing & Chen, Hongjie, 2024. "Big data development and labor income share: Evidence from China's national big data comprehensive pilot zones," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1415-1437.
  • Handle: RePEc:eee:ecanpo:v:84:y:2024:i:c:p:1415-1437
    DOI: 10.1016/j.eap.2024.10.031
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    as
    1. Minghui Xin & Min Gong & Pan Xie, 2023. "Factor Misallocation, Industrial Structure And Labor Income Share In China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 68(06), pages 1967-1990, December.
    2. Zhang, Yiren & Ran, Congjing, 2023. "Effect of digital economy on air pollution in China? New evidence from the “National Big Data Comprehensive Pilot Area” policy," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 986-1004.
    3. Brent Neiman, 2014. "The Global Decline of the Labor Share," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 61-103.
    4. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    5. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," Working Papers 18-08, New York University, Leonard N. Stern School of Business, Department of Economics.
    6. Brooks, Wyatt J. & Kaboski, Joseph P. & Li, Yao Amber & Qian, Wei, 2021. "Exploitation of labor? Classical monopsony power and labor's share," Journal of Development Economics, Elsevier, vol. 150(C).
    7. Yu, Jingyuan & Zhao, Heyun & Mo, Longjiong, 2023. "Can social insurance contributions boost labor share?—Evidence from China’s social insurance law," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 701-715.
    8. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    9. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    10. Juliane Begenau & Laura Veldkamp & Maryam Farboodi, 2018. "Big Data in Finance and the Growth of Large Firms," 2018 Meeting Papers 155, Society for Economic Dynamics.
    11. Begenau, Juliane & Farboodi, Maryam & Veldkamp, Laura, 2018. "Big data in finance and the growth of large firms," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 71-87.
    12. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    13. Matthias Kehrig & Nicolas Vincent, 2021. "The Micro-Level Anatomy of the Labor Share Decline," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 1031-1087.
    14. 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.
    15. Wang, Wei & Zhang, Hongguang & Sun, Ziyuan & Wang, Lihong & Zhao, Jianying & Wu, Fengzhi, 2023. "Can digital policy improve corporate sustainability? Empirical evidence from China's national comprehensive big data pilot zones," Telecommunications Policy, Elsevier, vol. 47(9).
    16. Mariana Viollaz, 2019. "Information and communication technology adoption in micro and small firms: Can internet access improve labour productivity?," Development Policy Review, Overseas Development Institute, vol. 37(5), pages 692-715, September.
    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. Shi, Xiangyu & Xi, Tianyang, 2018. "Race to safety: Political competition, neighborhood effects, and coal mine deaths in China," Journal of Development Economics, Elsevier, vol. 131(C), pages 79-95.
    19. Jan De Loecker & Jan Eeckhout & Gabriel Unger, 2020. "The Rise of Market Power and the Macroeconomic Implications [“Econometric Tools for Analyzing Market Outcomes”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 561-644.
    20. 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.
    21. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    22. Guo, Bingnan & Wang, Yu & Zhang, Hao & Liang, Chunyan & Feng, Yu & Hu, Feng, 2023. "Impact of the digital economy on high-quality urban economic development: Evidence from Chinese cities," Economic Modelling, Elsevier, vol. 120(C).
    23. Yang Liu & Yanxiang Xie & Kaiyang Zhong, 2024. "Impact of digital economy on urban sustainable development: Evidence from Chinese cities," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 307-324, February.
    24. Juliane Begenau & Maryam Farboodi & Laura Veldkamp, 2018. "Big Data in Finance and the Growth of Large Firms," NBER Working Papers 24550, National Bureau of Economic Research, Inc.
    25. Wei, Xiahai & Li, Hujian & Wang, Yao, 2024. "Does big data infrastructure development promote new enterprises entry: Evidence from China," Finance Research Letters, Elsevier, vol. 60(C).
    26. Alan Manning, 2021. "Monopsony in Labor Markets: A Review," ILR Review, Cornell University, ILR School, vol. 74(1), pages 3-26, January.
    27. Ji Youn (Rose) Kim & H. Kevin Steensma, 2017. "Employee mobility, spin-outs, and knowledge spill-in: How incumbent firms can learn from new ventures," Strategic Management Journal, Wiley Blackwell, vol. 38(8), pages 1626-1645, August.
    28. Anita Szymańska & Małgorzata Zielenkiewicz, 2022. "Declining Labour Income Share and Personal Income Inequality in Advanced Countries," Sustainability, MDPI, vol. 14(15), pages 1-14, August.
    29. Li, Bing & Liu, Chang & Sun, Stephen Teng, 2021. "Do corporate income tax cuts decrease labor share? Regression discontinuity evidence from China," Journal of Development Economics, Elsevier, vol. 150(C).
    30. Victor Chen & Jing Li & Daniel Shapiro & Xiaoxiang Zhang, 2014. "Ownership structure and innovation: An emerging market perspective," Asia Pacific Journal of Management, Springer, vol. 31(1), pages 1-24, March.
    31. Molero-Simarro, Ricardo, 2017. "Inequality in China revisited. The effect of functional distribution of income on urban top incomes, the urban-rural gap and the Gini index, 1978–2015," China Economic Review, Elsevier, vol. 42(C), pages 101-117.
    32. Zhu, Wenpeng, 2023. "Digital financial inclusion and the share of labor income: Firm-level evidence," Finance Research Letters, Elsevier, vol. 56(C).
    33. Iñaki Erauskin, 2020. "The labor share and income inequality: some empirical evidence for the period 1990-2015," Applied Economic Analysis, Emerald Group Publishing Limited, vol. 28(84), pages 173-195, September.
    34. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    35. Lyu, Yanwei & Xiao, Xuan & Zhang, Jinning, 2024. "Does the digital economy enhance green total factor productivity in China? The evidence from a national big data comprehensive pilot zone," Structural Change and Economic Dynamics, Elsevier, vol. 69(C), pages 183-196.
    36. Greenhalgh, Christine & Rogers, Mark, 2006. "The value of innovation: The interaction of competition, R&D and IP," Research Policy, Elsevier, vol. 35(4), pages 562-580, May.
    37. Yang, Guang-Zhao & Si, Deng-Kui & Ning, Guang-Jie, 2023. "Does digital transformation reduce the labor income share in enterprises?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1526-1538.
    38. Liu, Qing & Lu, Yi, 2015. "Firm investment and exporting: Evidence from China's value-added tax reform," Journal of International Economics, Elsevier, vol. 97(2), pages 392-403.
    39. L. G. Pee, 2016. "Customer co-creation in B2C e-commerce: does it lead to better new products?," Electronic Commerce Research, Springer, vol. 16(2), pages 217-243, June.
    40. Xudong Li & Gen-Fu Feng & Wai Yan Shum & Kam Hung Chui, 2024. "The Impacts of Digital Transformation on Labor Income Share: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 60(6), pages 1265-1280, May.
    41. Chen, Bo & Xu, Huange & Li, Guangchen, 2023. "Entry deregulation and labor share: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PD).
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