IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v155y2026ics0264999325004201.html

Intelligent manufacturing and Firm Markup: Evidence from China

Author

Listed:
  • Ye, Yongwei
  • Xie, Boyang
  • Liu, Zhaoda
  • Wang, Yiyu

Abstract

Intelligent technologies are increasingly integrated into traditional manufacturing, making it essential to assess their economic implications for production and operational decisions. However, the link between intelligent manufacturing and firms' markup remains unclear. Using a quasi-natural experiment based on China's Intelligent Manufacturing Pilot Demonstration Projects, this study examines how intelligent manufacturing affects firms' markup. The findings show that intelligent manufacturing significantly increases markup, driven by innovation incentives and efficiency-enhancing effects. Heterogeneity tests indicate that this positive influence is stronger in firms with higher capital intensity, in more competitive industries, and in regions with richer human capital. Overall, the study demonstrates that intelligent manufacturing can effectively raise firms' markup and offers guidance for emerging economies seeking to upgrade and transform their manufacturing sectors through advanced digital technologies.

Suggested Citation

  • Ye, Yongwei & Xie, Boyang & Liu, Zhaoda & Wang, Yiyu, 2026. "Intelligent manufacturing and Firm Markup: Evidence from China," Economic Modelling, Elsevier, vol. 155(C).
  • Handle: RePEc:eee:ecmode:v:155:y:2026:i:c:s0264999325004201
    DOI: 10.1016/j.econmod.2025.107425
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999325004201
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2025.107425?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Gus De Franco & S.P. Kothari & Rodrigo S. Verdi, 2011. "The Benefits of Financial Statement Comparability," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 49(4), pages 895-931, September.
    2. Xiaoyong Dai & Liwei Cheng, 2018. "The impact of product innovation on firm-level markup and productivity: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 50(42), pages 4570-4581, September.
    3. 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.
    4. Loren Brandt & Johannes Van Biesebroeck & Luhang Wang & Yifan Zhang, 2019. "WTO Accession and Performance of Chinese Manufacturing Firms: Corrigendum," American Economic Review, American Economic Association, vol. 109(4), pages 1616-1621, April.
    5. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    6. Qingzi Cao & Hua Wang & Lifang Cao, 2022. "“Business Tax to Value-added Tax” and Enterprise Innovation Output: Evidence from Listed Companies in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(2), pages 301-310, January.
    7. Pang, Jing & Liu, Zhaoda & Hou, Wanyue & Tao, Yunqing, 2023. "How does the Paris Agreement affect firm productivity? International evidence," Finance Research Letters, Elsevier, vol. 56(C).
    8. Shuangyan Li & Dan Wang & Jun Wen, 2025. "Value Effect of Public Data Access—A Perspective Based on Manufacturing Firms' Markup," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(6), pages 3486-3503, September.
    9. Liu, Guanchun & Liu, Yuanyuan & Zhang, Chengsi & Zhu, Yueteng, 2021. "Social insurance law and corporate financing decisions in China," Journal of Economic Behavior & Organization, Elsevier, vol. 190(C), pages 816-837.
    10. Daron Acemoglu & Philippe Aghion & Rachel Griffith & Fabrizio Zilibotti, 2010. "Vertical Integration and Technology: Theory and Evidence," Journal of the European Economic Association, MIT Press, vol. 8(5), pages 989-1033, September.
    11. Ashesh Rambachan & Jonathan Roth, 2023. "A More Credible Approach to Parallel Trends," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2555-2591.
    12. Chen, Guifu & Yuan, Hongwei, 2025. "Key industrial policy, market competition and firms’ markup: Evidence from China," Economic Modelling, Elsevier, vol. 151(C).
    13. Wen Yue, 2022. "Human capital and firms’ markup: evidence from China," Journal of Applied Economics, Taylor & Francis Journals, vol. 25(1), pages 878-906, December.
    14. Faris Alshubiri, 2022. "The financial competition, concentration and structure of financial performance nexus in the financial sector of Oman," Economic Change and Restructuring, Springer, vol. 55(2), pages 681-714, May.
    15. Barbara Biasi & Heather Sarsons, 2022. "Flexible Wages, Bargaining, and the Gender Gap," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(1), pages 215-266.
    16. Sajda Qureshi, 2023. "Digital transformation for development: a human capital key or system of oppression?," Information Technology for Development, Taylor & Francis Journals, vol. 29(4), pages 423-434, October.
    17. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    18. Geng, Hao & Shi, Ce Matthew, 2024. "Health policy, price regulation, and innovation: Evidence from China’s vaccine industry," Journal of Development Economics, Elsevier, vol. 167(C).
    19. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
    20. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    21. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    22. Jin, Gang & Zhang, Jiwen & Ye, Yongwei & Yao, Shiqi & Song, Jingxiang, 2024. "Social insurance law and firm markup in China," Economic Modelling, Elsevier, vol. 132(C).
    23. Song Zhang & Weijie Hao & Huibo Sun & Na Su, 2025. "Technical standard regulations and firm markups: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 57(33), pages 4973-4987, July.
    24. Emanuele Forlani & Ralf Martin & Giordano Mion & Mirabelle Muûls, 2023. "Unraveling Firms: Demand, Productivity and Markups Heterogeneity," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2251-2302.
    25. Cristina Alaimo & Jannis Kallinikos, 2022. "Organizations Decentered: Data Objects, Technology and Knowledge," Organization Science, INFORMS, vol. 33(1), pages 19-37, January.
    26. Lingshan Chen & Yunong Li & Qian Xie & Mao Zhou, 2024. "Import Policy Uncertainty and Innovation," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 32(1), pages 197-230, January.
    27. Jonathan Roth, 2022. "Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends," American Economic Review: Insights, American Economic Association, vol. 4(3), pages 305-322, September.
    28. Melissa A. Schilling & Corey C. Phelps, 2007. "Interfirm Collaboration Networks: The Impact of Large-Scale Network Structure on Firm Innovation," Management Science, INFORMS, vol. 53(7), pages 1113-1126, July.
    29. Su, Yaqin & Liu, Zhiqiang, 2016. "The impact of foreign direct investment and human capital on economic growth: Evidence from Chinese cities," China Economic Review, Elsevier, vol. 37(C), pages 97-109.
    30. Zhu, Minghao & Liang, Chen & Yeung, Andy C.L. & Zhou, Honggeng, 2024. "The impact of intelligent manufacturing on labor productivity: An empirical analysis of Chinese listed manufacturing companies," International Journal of Production Economics, Elsevier, vol. 267(C).
    31. Wang, Luyu & Fang, Qiyun & Zhang, Jisen, 2025. "Industrial robot application and markup rates: Evidence from Chinese manufacturing firms (2011-2022)," Finance Research Letters, Elsevier, vol. 81(C).
    32. Yi Lu Jr. & Linhui Yu Jr., 2015. "Trade Liberalization and Markup Dispersion: Evidence from China's WTO Accession," American Economic Journal: Applied Economics, American Economic Association, vol. 7(4), pages 221-253, October.
    33. Maurice Kugler & Eric Verhoogen, 2012. "Prices, Plant Size, and Product Quality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 307-339.
    34. Alaimo, Cristina & Kallinikos, Jannis, 2022. "Organizations decentered: data objects, technology and knowledge," LSE Research Online Documents on Economics 112470, London School of Economics and Political Science, LSE Library.
    35. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    36. Jan De Loecker & Frederic Warzynski, 2012. "Markups and Firm-Level Export Status," American Economic Review, American Economic Association, vol. 102(6), pages 2437-2471, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Xing & Huang, Zhijian (James) & Li, Zhuo & Wen, Fenghua, 2025. "Impact from a distance: Emotionally attached-place disasters and corporate risk-taking," Journal of Corporate Finance, Elsevier, vol. 93(C).
    2. Burton, Anne M. & Churchill, Brandyn F., 2025. "Supply-side opioid restrictions and the retail pharmacy market," Journal of Health Economics, Elsevier, vol. 104(C).
    3. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    4. Yu, Yantuan & Zhang, Ning, 2025. "Towards low-carbon development through integration of technology and finance: Quasi-experimental evidence from China," Research in International Business and Finance, Elsevier, vol. 80(C).
    5. Angelo Leogrande & Mauro Di Molfetta & Valeria Notarnicola & Maria Giovanna Trotta, 2026. "Picking Winners or Marking Them? Timing-Based Evaluation of Innovation Certification," Working Papers hal-05662584, HAL.
    6. Liu, Huilong & Wang, Yifei & Xie, Jing & Yin, Jun, 2026. "Judicial independence and firms’ labor share: Evidence from a quasi-natural experiment in China," Journal of Asian Economics, Elsevier, vol. 102(C).
    7. Zhang, Hua & Guo, Zheng, 2026. "Green money talks: Does green bond issuance promote corporate green governance?," Research in International Business and Finance, Elsevier, vol. 82(C).
    8. Bukin, Eduard & Robinson, Sarah & Petrick, Martin, 2025. "The effects of land privatization on pasture productivity in south-eastern Kazakhstan," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 158, pages 1-18.
    9. Andrés F Rivera & Juliana Tappe Ortiz & Carlo Koos, 2025. "Gender in elections: The consequences of killing women activists," Journal of Peace Research, Peace Research Institute Oslo, vol. 62(5), pages 1565-1580, September.
    10. Rik Chakraborti & Gavin Roberts, 2023. "How price-gouging regulation undermined COVID-19 mitigation: county-level evidence of unintended consequences," Public Choice, Springer, vol. 196(1), pages 51-83, July.
    11. Brehm, Johannes & Pestel, Nico & Schaffner, Sandra & Schmitz, Laura, 2025. "From Low Emission Zone to academic track: Environmental policy effects on educational achievement in elementary school," Journal of Environmental Economics and Management, Elsevier, vol. 132(C).
    12. Mark Kattenberg & Bas Scheer & Jurre Thiel, 2023. "Causal forests with fixed effects for treatment effect heterogeneity in difference-in-differences," CPB Discussion Paper 452, CPB Netherlands Bureau for Economic Policy Analysis.
    13. Li, Pei & Liu, Kaihao & Lu, Yi & Peng, Lu, 2025. "Organizing regulatory structure and local air quality: Evidence from the environmental vertical management reform in China," Journal of Comparative Economics, Elsevier, vol. 53(1), pages 139-164.
    14. Chen, Jidong & Shi, Xinzheng & Zhang, Ming-ang & Zhang, Sihan, 2024. "Centralization of environmental administration and air pollution: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 126(C).
    15. Davidson, Carl & Heyman, Fredrik & Matusz, Steven & Sjöholm, Fredrik & Chun Zhu, Susan, 2022. "From Local to Global: How Foreign Acquisitions Reshape Job Mobility," Working Paper Series 1453, Research Institute of Industrial Economics, revised 25 Nov 2025.
    16. Zhu, Junjie & Guo, Hongfeng, 2025. "Does the development of high-speed rail benefit carbon emissions reduction?," Transport Policy, Elsevier, vol. 172(C).
    17. Melnik, Walter & Smyth, Andrew, 2024. "R&D tax credits and innovation," Journal of Public Economics, Elsevier, vol. 236(C).
    18. Brahma, Ananyo & Soundararajan, Vidhya, 2026. "Do rural roads promote inclusive entrepreneurship?," Journal of Economic Behavior & Organization, Elsevier, vol. 241(C).
    19. Zou, Tao & Li, Shasha & Dai, Yixin, 2025. "Does the pilot free trade zone promote “quality improvement and quantity increase” of the city’s export trade?," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 1323-1341.
    20. Fayssal Ayad & Ahlam Delmadji, 2025. "Fifty shades of sustainable development: a global study," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(7), pages 16739-16771, July.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecmode:v:155:y:2026:i:c:s0264999325004201. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.