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Digital transformation and total factor productivity in manufacturing firms: Evidence of corporate public responsibilities in China

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  • Ding, Xiangan
  • Appolloni, Andrea
  • Shahzad, Mohsin
  • Liu, Yue
  • Han, Shaojie

Abstract

Fulfilling corporate public responsibilities to employees is crucial for sustainable social development. The impact of digital transformation on total factor productivity (TFP) about these responsibilities remains unclear. Taking Chinese manufacturing companies as the research sample, empirical analyses including fixed effect model, propensity score matching, and staggered Differences-in-Differences methods have demonstrated that digital strategy can boost manufacturing companies' TFP. Further, stepwise regression analysis of the mechanisms revealed that while the transformation primarily boosts productivity directly, it also indirectly boosts TFP by reinforcing employee and public responsibilities. These findings suggest that maintaining responsibilities to employees and the public during digital transformation can enhance corporate productivity. This study sheds light on how digital technology drives corporate social responsibility for sustainable social development.

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  • Ding, Xiangan & Appolloni, Andrea & Shahzad, Mohsin & Liu, Yue & Han, Shaojie, 2025. "Digital transformation and total factor productivity in manufacturing firms: Evidence of corporate public responsibilities in China," Technology in Society, Elsevier, vol. 82(C).
    • Handle: RePEc:eee:teinso:v:82:y:2025:i:c:s0160791x25000648
    DOI: 10.1016/j.techsoc.2025.102874
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. repec:eme:reps00:reps-11-2019-0145 is not listed on IDEAS
    3. Rammer, Christian & Fernández, Gastón P. & Czarnitzki, Dirk, 2022. "Artificial intelligence and industrial innovation: Evidence from German firm-level data," Research Policy, Elsevier, vol. 51(7).
    4. Franke, Nikolaus & Hippel, Eric von, 2003. "Satisfying heterogeneous user needs via innovation toolkits: the case of Apache security software," Research Policy, Elsevier, vol. 32(7), pages 1199-1215, July.
    5. El Ghoul, Sadok & Guedhami, Omrane & Kwok, Chuck C.Y. & Mishra, Dev R., 2011. "Does corporate social responsibility affect the cost of capital?," Journal of Banking & Finance, Elsevier, vol. 35(9), pages 2388-2406, September.
    6. Pier Giacomo Cardinali & Pietro De Giovanni, 2022. "Responsible digitalization through digital technologies and green practices," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(4), pages 984-995, July.
    7. Yuzhong Lu & Cheng Xu & Bingsheng Zhu & Yanqi Sun, 2024. "Digitalization transformation and ESG performance: Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 352-368, February.
    8. Dengler, Katharina & Matthes, Britta, 2018. "The impacts of digital transformation on the labour market: Substitution potentials of occupations in Germany," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 304-316.
    9. Marcin Relich, 2017. "The impact of ICT on labor productivity in the EU," Information Technology for Development, Taylor & Francis Journals, vol. 23(4), pages 706-722, October.
    10. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    11. Yinfeng Liang & Chenyan Cai & Yangchen Huang, 2022. "The Effect of Corporate Social Responsibility on Productivity: Firm-Level Evidence from Chinese Listed Companies," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(12), pages 3589-3607, September.
    12. Bianchini, Stefano & Müller, Moritz & Pelletier, Pierre, 2022. "Artificial intelligence in science: An emerging general method of invention," Research Policy, Elsevier, vol. 51(10).
    13. Xiaoli Hao & Xinhui Wang & Haitao Wu & Yu Hao, 2023. "Path to sustainable development: Does digital economy matter in manufacturing green total factor productivity?," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 360-378, February.
    14. Selamat, Moch Akbar & Windasari, Nila Armelia, 2021. "Chatbot for SMEs: Integrating customer and business owner perspectives," Technology in Society, Elsevier, vol. 66(C).
    15. Olubunmi Faleye & Emery Trahan, 2011. "Labor-Friendly Corporate Practices: Is What is Good for Employees Good for Shareholders?," Journal of Business Ethics, Springer, vol. 101(1), pages 1-27, June.
    16. Stefano Bianchini & Moritz Müller & Pierre Pelletier, 2022. "Artificial intelligence in science: An emerging general method of invention," Post-Print hal-03958025, HAL.
    17. Dongmin Kong & Boyang Liu, 2023. "Digital Technology and Corporate Social Responsibility: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(9), pages 2967-2993, July.
    18. Luo, Yonggen & Cui, Huijie & Zhong, Huiyi & Wei, Changhua, 2023. "Business environment and enterprise digital transformation," Finance Research Letters, Elsevier, vol. 57(C).
    19. Pengyu Chen & Yuanyuan Hao, 2022. "Digital transformation and corporate environmental performance: The moderating role of board characteristics," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1757-1767, September.
    20. Wu, Keping & Fu, Yumei & Kong, Dongmin, 2022. "Does the digital transformation of enterprises affect stock price crash risk?," Finance Research Letters, Elsevier, vol. 48(C).
    21. Alberto Alesina & Ekaterina Zhuravskaya, 2011. "Segregation and the Quality of Government in a Cross Section of Countries," American Economic Review, American Economic Association, vol. 101(5), pages 1872-1911, August.
    22. Jin, Canyang & Xu, Aiting & Zhu, Yuhan & Li, Jinchang, 2023. "Technology growth in the digital age: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    23. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    24. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    25. Manuel Branco & Lúcia Rodrigues, 2006. "Corporate Social Responsibility and Resource-Based Perspectives," Journal of Business Ethics, Springer, vol. 69(2), pages 111-132, December.
    26. Dwivedi, Yogesh K. & Hughes, Laurie & Ismagilova, Elvira & Aarts, Gert & Coombs, Crispin & Crick, Tom & Duan, Yanqing & Dwivedi, Rohita & Edwards, John & Eirug, Aled & Galanos, Vassilis & Ilavarasan, , 2021. "Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy," International Journal of Information Management, Elsevier, vol. 57(C).
    27. Chen, Lifeng & Khurram, Muhammad Usman & Gao, Yuying & Abedin, Mohammad Zoynul & Lucey, Brian, 2023. "ESG disclosure and technological innovation capabilities of the Chinese listed companies," Research in International Business and Finance, Elsevier, vol. 65(C).
    28. Quentin André & Ziv Carmon & Klaus Wertenbroch & Alia Crum & Douglas Frank & William Goldstein & Joel Huber & Leaf Boven & Bernd Weber & Haiyang Yang, 2018. "Consumer Choice and Autonomy in the Age of Artificial Intelligence and Big Data," Customer Needs and Solutions, Springer;Institute for Sustainable Innovation and Growth (iSIG), vol. 5(1), pages 28-37, March.
    29. Kallal, Rahim & Haddaji, Abir & Ftiti, Zied, 2021. "ICT diffusion and economic growth: Evidence from the sectorial analysis of a periphery country," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    30. Zhong, Xi & She, Jianquan & Wu, Xiaojie, 2024. "Tech for social good: Artificial intelligence and workplace safety," Technology in Society, Elsevier, vol. 79(C).
    31. Heidi Aly, 2020. "Digital transformation, development and productivity in developing countries: is artificial intelligence a curse or a blessing?," Review of Economics and Political Science, Emerald Group Publishing Limited, vol. 7(4), pages 238-256, May.
    32. Du, Juntao & Shen, Zhiyang & Song, Malin & Zhang, Linda, 2023. "Nexus between digital transformation and energy technology innovation: An empirical test of A-share listed enterprises," Energy Economics, Elsevier, vol. 120(C).
    33. Liu, Shasha & Yin, Shanshan & Yin, Chuan & Sheng, Yan, 2021. "Does the price of natural resources affect firms’ total factor productivity? Evidence from a natural experiment in China," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 37-50.
    34. Pan, Wenrong & Xie, Tao & Wang, Zhuwang & Ma, Lisha, 2022. "Digital economy: An innovation driver for total factor productivity," Journal of Business Research, Elsevier, vol. 139(C), pages 303-311.
    35. Alkaraan, Fadi & Albitar, Khaldoon & Hussainey, Khaled & Venkatesh, VG, 2022. "Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    36. Mark Anthony Camilleri & Ciro Troise, 2023. "Live support by chatbots with artificial intelligence: A future research agenda," Service Business, Springer;Pan-Pacific Business Association, vol. 17(1), pages 61-80, March.
    37. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    38. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    39. Ribeiro, Barbara & Meckin, Robert & Balmer, Andrew & Shapira, Philip, 2023. "The digitalisation paradox of everyday scientific labour: How mundane knowledge work is amplified and diversified in the biosciences," Research Policy, Elsevier, vol. 52(1).
    40. Kraus, Sascha & Durst, Susanne & Ferreira, João J. & Veiga, Pedro & Kailer, Norbert & Weinmann, Alexandra, 2022. "Digital transformation in business and management research: An overview of the current status quo," International Journal of Information Management, Elsevier, vol. 63(C).
    41. repec:eme:mfppss:mf-02-2016-0042 is not listed on IDEAS
    42. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    43. Michelle Alexopoulos & Jon Cohen, 2016. "The Medium Is the Measure: Technical Change and Employment, 1909—1949," The Review of Economics and Statistics, MIT Press, vol. 98(4), pages 792-810, October.
    44. Su, Chi-Wei & Yuan, Xi & Umar, Muhammad & Lobonţ, Oana-Ramona, 2022. "Does technological innovation bring destruction or creation to the labor market?," Technology in Society, Elsevier, vol. 68(C).
    45. Gaglio, Cyrielle & Kraemer-Mbula, Erika & Lorenz, Edward, 2022. "The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    46. Yunis, Manal & Tarhini, Abbas & Kassar, Abdulnasser, 2018. "The role of ICT and innovation in enhancing organizational performance: The catalysing effect of corporate entrepreneurship," Journal of Business Research, Elsevier, vol. 88(C), pages 344-356.
    47. Tasso Adamopoulos & Loren Brandt & Jessica Leight & Diego Restuccia, 2022. "Misallocation, Selection, and Productivity: A Quantitative Analysis With Panel Data From China," Econometrica, Econometric Society, vol. 90(3), pages 1261-1282, May.
    48. Wang, Juxian & Ma, Mengdi & Dong, Tianyi & Zhang, Zheyuan, 2023. "Do ESG ratings promote corporate green innovation? A quasi-natural experiment based on SynTao Green Finance's ESG ratings," International Review of Financial Analysis, Elsevier, vol. 87(C).
    49. Zhao, Shuang & Zhang, Liqun & Peng, Lin & Zhou, Haiyan & Hu, Feng, 2024. "Enterprise pollution reduction through digital transformation? Evidence from Chinese manufacturing enterprises," Technology in Society, Elsevier, vol. 77(C).
    50. De Giovanni, Pietro, 2021. "Smart Supply Chains with vendor managed inventory, coordination, and environmental performance," European Journal of Operational Research, Elsevier, vol. 292(2), pages 515-531.
    51. Nirino, Niccolò & Santoro, Gabriele & Miglietta, Nicola & Quaglia, Roberto, 2021. "Corporate controversies and company's financial performance: Exploring the moderating role of ESG practices," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    52. 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.
    53. Zhou, Yacheng & Huo, Weidong & Bo, Lan & Chen, Xiaoxian, 2023. "Impact and mechanism analysis of ESG ratings on the efficiency of green technology innovation," Finance Research Letters, Elsevier, vol. 58(PD).
    54. Nadeem, Kashif & Wong, Sut I. & Za, Stefano & Venditti, Michelina, 2024. "Digital transformation and industry 4.0 employees: Empirical evidence from top digital nations," Technology in Society, Elsevier, vol. 76(C).
    55. Shuili Du & C. Bhattacharya & Sankar Sen, 2015. "Corporate Social Responsibility, Multi-faceted Job-Products, and Employee Outcomes," Journal of Business Ethics, Springer, vol. 131(2), pages 319-335, October.
    56. Cheng, Yiran & Zhou, Xiaorui & Li, Yongjian, 2023. "The effect of digital transformation on real economy enterprises’ total factor productivity," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 488-501.
    57. Zhuo, Chengfeng & Chen, Jin, 2023. "Can digital transformation overcome the enterprise innovation dilemma: Effect, mechanism and effective boundary," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    58. Tortorella, Guilherme Luz & Cawley Vergara, Alejandro Mac & Garza-Reyes, Jose Arturo & Sawhney, Rapinder, 2020. "Organizational learning paths based upon industry 4.0 adoption: An empirical study with Brazilian manufacturers," International Journal of Production Economics, Elsevier, vol. 219(C), pages 284-294.
    59. Boqiang Lin & Qianxiang Zhang, 2023. "Corporate environmental responsibility in polluting firms: Does digital transformation matter?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(5), pages 2234-2246, September.
    60. Zhai, Huayun & Yang, Min & Chan, Kam C., 2022. "Does digital transformation enhance a firm's performance? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    61. Ioannis Oikonomou & Chris Brooks & Stephen Pavelin, 2014. "The Effects of Corporate Social Performance on the Cost of Corporate Debt and Credit Ratings," The Financial Review, Eastern Finance Association, vol. 49(1), pages 49-75, February.
    62. Yang, Yang & Xiao, Zheng, 2024. "Examining the interaction effect of digitalization and highly educated employees on ambidextrous innovation in Chinese publicly listed SMEs: A knowledge-based view," Technology in Society, Elsevier, vol. 78(C).
    63. Gary Peters & Andrea Romi, 2014. "Does the Voluntary Adoption of Corporate Governance Mechanisms Improve Environmental Risk Disclosures? Evidence from Greenhouse Gas Emission Accounting," Journal of Business Ethics, Springer, vol. 125(4), pages 637-666, December.
    64. Ding, Xiaowei & Vuković, Darko B. & Sokolov, Boris I. & Vukovic, Natalia & Liu, Yali, 2024. "Enhancing ESG performance through digital transformation: Insights from China's manufacturing sector," Technology in Society, Elsevier, vol. 79(C).
    65. Jiang, Weijie & Li, Jiaye, 2024. "Digital transformation and its effect on resource allocation efficiency and productivity in Chinese corporations," Technology in Society, Elsevier, vol. 78(C).
    66. Li, Yanxi & Yu, Conghui & Shi, Jinyan & Liu, Yuanyuan, 2023. "How does green bond issuance affect total factor productivity? Evidence from Chinese listed enterprises," Energy Economics, Elsevier, vol. 123(C).
    67. Subhan Ullah & Di Sun, 2021. "Corporate social responsibility corporate innovation: A cross‐country study of developing countries," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(3), pages 1066-1077, May.
    68. Selimović, Jasmina & Pilav-Velić, Amila & Krndžija, Lamija, 2021. "Digital workplace transformation in the financial service sector: Investigating the relationship between employees' expectations and intentions," Technology in Society, Elsevier, vol. 66(C).
    69. Xiangan Ding & Zhonglin Sheng & Andrea Appolloni & Mohsin Shahzad & Shaojie Han, 2024. "Digital transformation, ESG practice, and total factor productivity," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4547-4561, July.
    70. Ghobakhloo, Morteza & Asadi, Shahla & Iranmanesh, Mohammad & Foroughi, Behzad & Mubarak, Muhammad Faraz & Yadegaridehkordi, Elaheh, 2023. "Intelligent automation implementation and corporate sustainability performance: The enabling role of corporate social responsibility strategy," Technology in Society, Elsevier, vol. 74(C).
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