Effects of Digital Transformation and Green Technology Innovation on Manufacturing's Financial Performance: Evidence from China

Authors

  • Caiqing Liang Faculty of Forestry and Environment, University Putra Malaysia, Malaysia. , Faculty of Economics and Management, BoZhou University, China Author
  • Mohd Rusli Yacob Faculty of Forestry and Environment, University Putra Malaysia, Malaysia Corresponding Author
  • Siong Hook Law School of Business and Economics, Universiti Putra Malaysia, Malaysia Author
  • Irina Harun Faculty of Forestry and Environment, University Putra Malaysia, Malaysia Author

DOI:

https://doi.org/10.47654/v28y2024i4p92-119

Keywords:

digital transformation;, financial performance;, green technology innovation;, manufacturing enterprises, Driscoll-Kraay estimator, China

Abstract

Purpose: This study aims to examine the impact of digital transformation on the financial performance of manufacturing firms, with a particular focus on the mediating role of green technology innovation.

Design/methodology/approach: This study employs panel data from Chinese A-share manufacturing firms spanning 2013 to 2022. A fixed-effects model and a mediation model are constructed to analyze the relationships, and the Driscoll-Kraay standard errors are applied to address potential cross-sectional dependence and autocorrelation, ensuring robust estimation of the effects of digital transformation and green technology innovation on financial performance.

Findings: The results reveal that digital transformation significantly enhances the financial performance of manufacturing firms. These findings remain robust across alternative dependent variables, exclusion of specific samples, and the inclusion of additional control variables. Furthermore, green technology innovation serves as a mediating mechanism in this relationship, accounting for approximately 5.1% of the total effect. Heterogeneity analysis further suggests that the positive impact of digital transformation is more pronounced in state-owned enterprises (SOEs), large-scale firms, and those located in China’s central and western regions.

Research limitations/implications: Corporate financial performance is shaped by a wide range of factors, yet this research focuses primarily on digital transformation and green innovation. Future studies could extend this scope by incorporating additional determinants such as artificial intelligence adoption and environmental regulation. Moreover, although the measurement of digital transformation in this study is relevant and widely used, it may not fully capture the depth of firms' digitalization.

Originality/value: This research clarifies the mediating mechanism and transmission pathway through which digital transformation affects corporate financial performance, thereby addressing a critical gap in the literature regarding the performance–transformation–innovation nexus. By introducing an integrated framework that connects digital capabilities with innovation efficiency, the study offers new theoretical and empirical insights distinct from prior works. The findings provide actionable guidance for managers and policymakers to leverage digital capabilities and enhance innovation efficiency to improve corporate financial outcomes.

References

Acemoglu, D., & Restrepo, P. (2018). The race between man and machine: Implications of technology for growth, factor shares, and employment. American Economic Review, 108(6), 1488-1542.

AlNuaimi, B. K., Singh, S. K., Ren, S., Budhwar, P., & Vorobyev, D. (2022). Mastering digital transformation: The nexus between leadership, agility, and digital strategy. Journal of Business Research, 145, 636-648.

Anderson, E. G., Lopez, J., & Parker, G. G. (2022). Leveraging value creation to drive the growth of B2B platforms. Production and Operations Management, 31(12), 4501-4514.

Baah, C., Opoku-Agyeman, D., Acquah, I. S. K., Agyabeng-Mensah, Y., Afum, E., Faibil, D., & Abdoulaye, F. A. M. (2021). Examining the correlations between stakeholder pressures, green production practices, firm reputation, environmental and financial performance: Evidence from manufacturing SMEs. Sustainable Production and Consumption, 27, 100-114.

Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173.

Behera, P., Behera, B., Sethi, N., & Handoyo, R. D. (2024). What drives environmental sustainability? The role of renewable energy, green innovation, and political stability in OECD economies. International Journal of Sustainable Development & World Ecology, 31(7), 761-775.

Bergamaschi, M., Bettinelli, C., Lissana, E., & Picone, P. M. (2021). Past, ongoing, and future debate on the interplay between internationalization and digitalization. Journal of Management and Governance, 25(4), 983-1032.

Buchanan, D. A., & Bryman, A. (2007). Contextualizing methods choice in organizational research. Organizational research methods, 10(3), 483-501.

Cetindamar Kozanoglu, D., & Abedin, B. (2021). Understanding the role of employees in digital transformation: conceptualization of digital literacy of employees as a multi-dimensional organizational affordance. Journal of Enterprise Information Management, 34(6), 1649-1672.

Chen, L., Lu, Y., Meng, Y., & Zhao, W. (2023). Research on the nexus between the digital economy and carbon emissions-Evidence at China's province level. Journal of Cleaner Production, 413, 137484.

Cheng, Q., & Ding, H. (2022). Research on the impact of tax incentives on the digital transformation of resource-based enterprises. Journal of Management, 19(08), 1125-1133.

China Academy of Information and Communications Technology (CAICT). (2021). China digital economy development white paper. http://english.scio.gov.cn/whitepapers/2022-11/07/content_78505690.htm.

Chunhua, C., Li, Z., Hao, Z., Chao, L., Mengwei, W., & Hao, Z. (2019). Innovative Research on the Practical perspective of Digital Survival Management of Chinese Enterprises [J]. Journal of Management Science, 22(10), 1-8.

Curran, D. (2018). Risk, innovation, and democracy in the digital economy. European journal of social theory, 21(2), 207-226.

Dalenogare, L. S., Benitez, G. B., Ayala, N. F., & Frank, A. G. (2018). The expected contribution of Industry 4.0 technologies for industrial performance. International Journal of Production Economics, 204, 383-394.

Demir, F., Hu, C., Liu, J., & Shen, H. (2022). Local corruption, total factor productivity and firm heterogeneity: empirical evidence from Chinese manufacturing firms. World Development, 151, 105770.

Feng, H., Wang, F., Song, G., & Liu, L. (2022). Digital transformation on enterprise green innovation: Effect and transmission mechanism. International Journal of Environmental Research and Public Health, 19(17), 10614.

Feroz, A. K., Zo, H., & Chiravuri, A. (2021). Digital transformation and environmental sustainability: A review and research agenda. Sustainability, 13(3), 1530.

Ferreira, J. J., Fernandes, C. I., & Ferreira, F. A. (2019). To be or not to be digital, that is the question: Firm innovation and performance. Journal of Business Research, 101, 583-590.

Garzoni, A., De Turi, I., Secundo, G., & Del Vecchio, P. (2020). Fostering digital transformation of SMEs: a four levels approach. Management Decision, 58(8), 1543-1562.

Gebauer, H., Fleisch, E., Lamprecht, C., & Wortmann, F. (2020). Growth paths for overcoming the digitalization paradox. Business Horizons, 63(3), 313-323.

Guo, Q., Ma, X., & Zhao, J. (2023). Can the digital economy development achieve the effect of pollution reduction? Evidence from Chinese Cities. Environmental Science and Pollution Research, 30(29), 74166-74185.

Guo, S., & Zhang, Z. (2023). Green credit policy and total factor productivity: Evidence from Chinese listed companies. Energy Economics, 128, 107115.

Hajli, M., Sims, J. M., & Ibragimov, V. (2015). Information technology (IT) productivity paradox in the 21st century. International Journal of Productivity and Performance Management, 64(4), 457-478.

Han, D., & Liu, M. (2022). How does the digital economy empower green development? From the perspective of the division of labor in new classical economics. Sustainability, 14(23), 15740.

Heredia, J., Castillo-Vergara, M., Geldes, C., Gamarra, F. M. C., Flores, A., & Heredia, W. (2022). How do digital capabilities affect firm performance? The mediating role of technological capabilities in the “new normal”. Journal of Innovation & Knowledge, 7(2), 100171.

Hu, C., Li, Y., & Zheng, X. (2022). Data assets, information uses, and operational efficiency. Applied economics, 54(60), 6887-6900.

Hutchinson, M., & Gul, F. A. (2004). Investment opportunity set, corporate governance practices and firm performance. Journal of Corporate Finance, 10(4), 595-614.

Johl, S. K., & Toha, M. A. (2021). The nexus between proactive eco-innovation and firm financial performance: a circular economy perspective. Sustainability, 13(11), 6253.

Kane, G. C. (2014). How Facebook and Twitter are reimagining the future of customer service. MIT sloan management review, 55(4), 1.

Kong, D., Liu, J., Wang, Y., & Zhu, L. (2024). Employee stock ownership plans and corporate environmental engagement. Journal of Business Ethics, 189(1), 177-199.

Le, T. T., Vo, X. V., & Venkatesh, V. (2022). Role of green innovation and supply chain management in driving sustainable corporate performance. Journal of Cleaner Production, 374, 133875.

Li, R., Rao, J., & Wan, L. (2022). The digital economy, enterprise digital transformation, and enterprise innovation. Managerial and Decision Economics, 43(7), 2875-2886.

Liu, M., Liu, L., & Feng, A. (2024). The impact of green innovation on corporate performance: An analysis based on substantive and strategic green innovations. Sustainability, 16(6), 2588.

Liu, X., Xiao, W., & Huang, X. (2008). Bounded entrepreneurship and internationalisation of indigenous Chinese private-owned firms. International Business Review, 17(4), 488-508.

Liu, Y., Yang, Y., Li, H., & Zhong, K. (2022). Digital economy development, industrial structure upgrading and green total factor productivity: Empirical evidence from China’s cities. International Journal of Environmental Research and Public Health, 19(4), 2414.

Llopis-Albert, C., Rubio, F., & Valero, F. (2021). Impact of digital transformation on the automotive industry. Technological Forecasting and Social Change, 162, 120343.

Lorenz, R., Benninghaus, C., Friedli, T., & Netland, T. H. (2020). Digitization of manufacturing: the role of external search. International Journal of Operations & Production Management, 40(7/8), 1129-1152.

Luo, L., Yang, Y., Luo, Y., & Liu, C. (2016). Export, subsidy and innovation: China’s state-owned enterprises versus privately-owned enterprises. Economic and Political Studies, 4(2), 137-155.

Ma, Y., Zhang, Q., & Yin, Q. (2021). Top management team faultlines, green technology innovation and firm financial performance. Journal of Environmental Management, 285, 112095.

Martín-Peña, M.-L., Sánchez-López, J.-M., & Díaz-Garrido, E. (2020). Servitization and digitalization in manufacturing: the influence on firm performance. Journal of Business & Industrial Marketing, 35(3), 564-574.

Mikalef, P., & Pateli, A. (2017). Information technology-enabled dynamic capabilities and their indirect effect on competitive performance: Findings from PLS-SEM and fsQCA. Journal of Business Research, 70, 1-16.

Mubarak, M. F., Tiwari, S., Petraite, M., Mubarik, M., & Raja Mohd Rasi, R. Z. (2021). How Industry 4.0 technologies and open innovation can improve green innovation performance? Management of Environmental Quality: An International Journal, 32(5), 1007-1022.

Na, C., Chen, X., Li, X., Li, Y., & Wang, X. (2022). Digital transformation of value chains and CSR performance. Sustainability, 14(16), 10245.

Pan, W., Xie, T., Wang, Z., & Ma, L. (2022). Digital economy: An innovation driver for total factor productivity. Journal of Business Research, 139, 303-311.

Qiao, R., & Liu, L. (2024). Why and when does digital business strategy help manufacturers generate value co-creation with different stakeholders? Industrial Management & Data Systems, 124(5), 2042-2065.

Qing, L., Alnafrah, I., & Dagestani, A. A. (2024). Does green technology innovation benefit corporate financial performance? Investigating the moderating effect of media coverage. Corporate Social Responsibility and Environmental Management, 31(3), 1722-1740.

Ren, Y., & Li, B. (2022). Digital transformation, green technology innovation and enterprise financial performance: Empirical evidence from the textual analysis of the annual reports of listed renewable energy enterprises in China. Sustainability, 15(1), 712.

Rosyidiana, R. N., & Narsa, I. M. (2024). Micro, small, and medium-sized enterprises (MSMEs) during the post-pandemic economic recovery period: digitalization, literation, innovation, and its impact on financial performance. Cogent Business & Management, 11(1), 2342488.

Sethi, L., Behera, P., Behera, B., & Sethi, N. (2024). Unravelling the role of renewable energy, information and communication technology and agricultural credit for sustainable agricultural productivity in developing countries. International Journal of Sustainable Development & World Ecology, 31(7), 989-1003.

Şişu, J. A., Tîrnovanu, A. C., Mujaya, N. J., Ito, S., & Obreja, M.-M. (2024). The Role of Digital Solutions in Enhancing Organizational Efficiency. Revista de Management Comparat International, 25(4), 764-774.

Sousa, M. J., & Rocha, Á. (2019). Digital learning: Developing skills for digital transformation of organizations. Future Generation Computer Systems, 91, 327-334.

Su, Y., & Wu, J. (2024). Digital transformation and enterprise sustainable development. Finance Research Letters, 60, 104902.

Tang, L., Jiang, H., Hou, S., Zheng, J., & Miao, L. (2023). The effect of enterprise digital transformation on green technology innovation: a quantitative study on Chinese listed companies. Sustainability, 15(13), 10036.

Vărzaru, A. A., & Bocean, C. G. (2024). Digital transformation and innovation: The influence of digital technologies on turnover from innovation activities and types of innovation. Systems, 12(9), 359.

Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haenlein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of Business Research, 122, 889-901.

Volberda, H. W., Khanagha, S., Baden-Fuller, C., Mihalache, O. R., & Birkinshaw, J. (2021). Strategizing in a digital world: Overcoming cognitive barriers, reconfiguring routines and introducing new organizational forms. Long Range Planning, 54(5), 102110.

Wen, H., Lee, C.-C., & Zhou, F. (2021). Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises. Energy Economics, 94, 105099.

Whitelaw, S., Mamas, M. A., Topol, E., & Van Spall, H. G. (2020). Applications of digital technology in COVID-19 pandemic planning and response. The Lancet Digital Health, 2(8), e435-e440.

Wruck, K. H., & Wu, Y. (2021). The relation between CEO equity incentives and the quality of accounting disclosures: New evidence. Journal of Corporate Finance, 67, 101895.

Wu, F., Hu, H., Lin, H., & Ren, X. (2021). Enterprise digital transformation and capital market performance: Empirical evidence from stock liquidity. Management World, 37(7), 130-144.

Wu, Y., Li, H., Luo, R., & Yu, Y. (2024). How digital transformation helps enterprises achieve high-quality development? Empirical evidence from Chinese listed companies. European Journal of Innovation Management, 27(8), 2753-2779.

Xia, D., & Wang, X.-Q. (2021). The synergetic impact of environmental and innovation information disclosure on corporate financial performance: An empirical study based on China coal listed companies. Technovation, 100, 102179.

Xie, J., Zhang, T., & Zhao, J. (2023). Research on the mechanism of digital transformation to improve enterprise environmental performance. Industrial Management & Data Systems, 123(12), 3137-3163.

Xie, X., Huo, J., & Zou, H. (2019). Green process innovation, green product innovation, and corporate financial performance: A content analysis method. Journal of Business Research, 101, 697-706.

Yang, Y., Wei, J., & Luo, L. (2015). Who is using government subsidies for innovation? The joint adjustment effect of ownership and factor market distortions. Management World, 1, 75-86.

Yu, J., & Zhu, L. (2022). Corporate ambidexterity: Uncovering the antecedents of enduring sustainable performance. Journal of Cleaner Production, 365, 132740.

Yuan, H., Peng, G., Song, C., Wang, L., & Lu, S. (2024). Enhancing digital economy: Optimizing export enterprise markup and resource allocation efficiency. Journal of the Knowledge Economy, 1-36.

Yudong, Q., Bo, D., & Xin, W. (2023). Strategic Digital Transformation of State-owned Enterprises: Mission Embedding and Mode Selection--A Case Study Based on the Typical Digital Transformation of Three State-owned Enterprises. Frontiers of Business Research in China, 17(1).

Zhang, G., Gao, Y., & Li, G. (2023). Research on digital transformation and green technology innovation—evidence from China’s listed manufacturing enterprises. Sustainability, 15(8), 6425.

Zhang, H., Wu, J., Mei, Y., & Hong, X. (2024). Exploring the relationship between digital transformation and green innovation: The mediating role of financing modes. Journal of Environmental Management, 356, 120558.

Zhao, Q., Li, X., & Li, S. (2023). Analyzing the relationship between digital transformation strategy and ESG performance in large manufacturing enterprises: The mediating role of green innovation. Sustainability, 15(13), 9998.

Zheng, J., Khurram, M. U., & Chen, L. (2022). Can green innovation affect ESG ratings and financial performance? Evidence from Chinese GEM listed companies. Sustainability, 14(14), 8677.

Zheng, X., Zhang, X., & Fan, D. (2023). Digital transformation, industrial structure change, and economic growth motivation: An empirical analysis based on manufacturing industry in Yangtze River Delta. PloS one, 18(5), e0284803.

Published

2025-01-31

How to Cite

Liang, C., Yacob, M. R., Law, S. H., & Harun, I. (2025). Effects of Digital Transformation and Green Technology Innovation on Manufacturing’s Financial Performance: Evidence from China. Advances in Decision Sciences, 28(4), 92-119. https://doi.org/10.47654/v28y2024i4p92-119