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Research on World Agricultural Economy

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Volume 7 Issue 2 (June 2026)

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Digital Transformation and Green Agricultural Development: Evidence from Agricultural Value Chain Integration in China

DOI: https://doi.org/10.36956/rwae.v7i2.2728

Received: 12 September 2025 | Revised: 30 October 2025 | Accepted: 5 November 2025 | Published Online: 23 March 2026

Copyright © 2026 Deng Wei, Obed Rashdi Syed, Gong Hong. Published by Nan Yang Academy of Sciences Pte. Ltd.

Creative Commons LicenseThis is an open access article under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.

Abstract

This study examines how digital transformation promotes green agricultural development through value chain integration in China. Using panel data from 31 Chinese provinces during 2013–2023, we employ fixed effects models, mediation analysis, and moderation tests to investigate the underlying mechanisms. Results reveal that digital transformation significantly enhances green agricultural development with a coefficient of 0.298 (p < 0.01), and this effect remains robust after IV-2SLS and System GMM estimations. Value chain integration serves as a partial mediator, accounting for 27.5% of the total effect, indicating that digital platforms connect dispersed farmers with markets, standardize green production, and improve resource allocation efficiency. Environmental audit intensity positively moderates this relationship, with the marginal effect rising from 0.187 in low-audit regions to 0.468 in high-audit regions, implying that stricter supervision amplifies the green payoff of digitalization. Placebo permutation tests confirm the causal nature of these relationships, and alternative specifications, such as internet penetration as a proxy for digitalization and agricultural green total factor productivity as the dependent variable, orroborate external validity. These findings contribute to understanding sustainable agricultural transformation in the digital economy era and suggest that realizing digital technology's green potential requires the coordinated advancement of technological innovation, value-chain organization reform, and institutional arrangements. The study provides empirical evidence for policymakers to design integrated strategies promoting agricultural digitalization while strengthening environmental governance mechanisms.

Keywords: Digital Transformation, Green Agricultural Development, Value Chain Integration, Environmental Au dit, China

References

[1]He, S., 2025. Digital Economy Transformation and Sustainable Development of Agricultural Enterprises: A Study on Supply Chain Finance Innovation and Environmental Governance in Rural Areas. Research on World Agricultural Economy. DOI: https://doi.org/10.36956/rwae.v6i3.1684

[2]Dong, R., Gao, Q., Kong, Q., et al., 2025. Empowering Agricultural Ecological Quality Development Through the Digital Economy with Evidence from Net Carbon Efficiency. Scientific Reports. 15(1), 10756. DOI: https://doi.org/10.1038/s41598-025-95209-1

[3]Hou, J., Zhang, M., Li, Y., 2024. Can Digital Economy Truly Improve Agricultural Ecological Transformation? New Insights from China. Humanities and Social Sciences Communications. 11(1), 153. DOI: https://doi.org/10.1057/s41599-023-02593-y

[4]Liu, Y., Dong, Y., Qian, W., 2024. The Impact of Digital Transformation on the Quality and Safety Level of Agricultural Exports: Evidence from Chinese Listed Companies. Humanities and Social Sciences Communications. 11(1), 817. DOI: https://doi.org/10.1057/s41599-024-03321-w

[5]Yu, H., Qubi, W., Luo, J., 2025. Digital Transformation in Agricultural Supply Chains Enhances Green Productivity: Evidence From Provincial Data in China. Earth’s Future. 13(5), e2025EF006089. DOI: https://doi.org/10.1029/2025EF006089

[6]Tan, J., Zhou, X., Hua, M., et al., 2025. Can Government Environmental Audit Improve Green Innovation? International Review of Financial Analysis. 104, 104334. DOI: https://doi.org/10.1016/j.irfa.2025.104334

[7]Liu, Y., Ye, D., Liu, S., et al., 2024. Whether the Agricultural Energy Rebound Offsets the Governance Effectiveness of the China’s Natural Resource Audit Policy? Renewable and Sustainable Energy Reviews. 189, 113940. DOI: https://doi.org/10.1016/j.rser.2023.113940

[8]Shi, Y., Osewe, M., Anastacia, C., et al., 2022. Agricultural Supply-Side Structural Reform and Path Optimization: Evidence from China. International Journal of Environmental Research and Public Health. 20(1), 113. DOI: https://doi.org/10.3390/ijerph20010113

[9]Porter, M.E., 2008. Competitive advantage: Creating and sustaining superior performance. Simon and Schuster: New York, NY, USA.

[10]Zhang, N., Wang, M., Wang, N., 2002. Precision Agriculture—a Worldwide Overview. Computers and Electronics in Agriculture. 36(2–3), 113–132. DOI: https://doi.org/10.1016/S0168-1699(02)00096-0

[11]Wolfert, S., Ge, L., Verdouw, C., et al., 2017. Big Data in Smart Farming—A review. Agricultural Systems. 153, 69–80. DOI: https://doi.org/10.1016/j.agsy.2017.01.023

[12]Deichmann, U., Goyal, A., Mishra, D., 2016. Will Digital Technologies Transform Agriculture in Developing Countries? Agricultural Economics. 47(S1), 21–33. DOI: https://doi.org/10.1111/agec.12300

[13]Dayioğlu, M.A., Turker, U., 2021. Digital Transformation for Sustainable Future—Agriculture 4.0 : A review. Tarım Bilimleri Dergisi. DOI: https://doi.org/10.15832/ankutbd.986431

[14]Pearce, D.W., Turner, R.K., 1989. Economics of natural resources and the environment. Johns Hopkins University Press: Baltimore, MD, USA.

[15]Tilman, D., Cassman, K.G., Matson, P.A., et al., 2002. Agricultural Sustainability and Intensive Production Practices. Nature. 418(6898), 671–677. DOI: https://doi.org/10.1038/nature01014

[16]Pretty, J.N., Noble, A.D., Bossio, D., et al., 2006. Resource-Conserving Agriculture Increases Yields in Developing Countries. Environmental Science & Technology. 40(4), 1114–1119. DOI: https://doi.org/10.1021/es051670d

[17]Røpke, I., 2005. Trends in the Development of Ecological Economics from the Late 1980s to the Early 2000s. Ecological Economics. 55(2), 262–290. DOI: https://doi.org/10.1016/j.ecolecon.2004.10.010

[18]Rose, D.C., Wheeler, R., Winter, M., et al., 2021. Agriculture 4.0: Making It Work for People, Production, and the Planet. Land Use Policy. 100, 104933. DOI: https://doi.org/10.1016/j.landusepol.2020.104933

[19]Yang, C., Ji, X., Cheng, C., et al., 2024. Digital Economy Empowers Sustainable Agriculture: Implications for Farmers’ Adoption of Ecological Agricultural Technologies. Ecological Indicators. 159, 111723. DOI: https://doi.org/10.1016/j.ecolind.2024.111723

[20]Wu, W., Lin, X., 2025. Digital Inclusive Finance for Green Transformation: Insight from Green Innovation, Industrial Upgrading, and Employment Quality. Journal of Innovation & Knowledge. 10(3), 100726. DOI: https://doi.org/10.1016/j.jik.2025.100726

[21]Shen, Y., Guo, X., Zhang, X., 2023. Digital Financial Inclusion, Land Transfer, and Agricultural Green Total Factor Productivity. Sustainability. 15(8), 6436. DOI: https://doi.org/10.3390/su15086436

[22]Williamson, O.E., 1985. The economic institutions of capitalism: Firms, markets, relational contracting. Free Press: New York, NY, USA.

[23]Akerlof, G.A., 1970. The Market for “Lemons”: Quality Uncertainty and the Market Mechanism. The Quarterly Journal of Economics. 84(3), 488. DOI: https://doi.org/10.2307/1879431

[24]Ajatasatru, A., Prabhu, V., Pal, B.D., et al., 2024. Economy-Wide Impact of Climate Smart Agriculture in India: A SAM Framework. Journal of Economic Structures. 13(1), 4. DOI: https://doi.org/10.1186/s40008-023-00320-z

[25]Chen, Y., Li, M., 2024. How Does the Digital Transformation of Agriculture Affect Carbon Emissions? Evidence from China’s Provincial Panel Data. Humanities and Social Sciences Communications. 11(1), 713. DOI: https://doi.org/10.1057/s41599-024-03223-x

[26]Ding, Y., Ai, Y., Zuo, F., et al., 2025. Does the Digital Divide Affect Farmers’ Motivation for Agricultural Practices? Evidence from China. Research on World Agricultural Economy. 6(3). DOI: https://doi.org/10.36956/rwae.v6i3.1869

[27]Kyrgiakos, L.S., Kleftodimos, G., Vlontzos, G., et al., 2023. A Systematic Literature Review of Data Envelopment Analysis Implementation in Agriculture Under the Prism of Sustainability. Operational Research. 23(1), 7. DOI: https://doi.org/10.1007/s12351-023-00741-5

[28]Tombe, R., Smuts, H., 2023. Agricultural Social Networks: An Agricultural Value Chain-Based Digitalization Framework for an Inclusive Digital Economy. Applied Sciences. 13(11), 6382. DOI: https://doi.org/10.3390/app13116382

[29]Villalba, R., Venus, T.E., Sauer, J., 2023. The Ecosystem Approach to Agricultural Value Chain Finance: A Framework for Rural Credit. World Development. 164, 106177. DOI: https://doi.org/10.1016/j.worlddev.2022.106177

[30]Vroegindewey, R., Hodbod, J., 2018. Resilience of Agricultural Value Chains in Developing Country Contexts: A Framework and Assessment Approach. Sustainability. 10(4), 916. DOI: https://doi.org/10.3390/su10040916

[31]Yu, Y., Du, Y., 2025. Effects of Global Value Chain Along with Digitalization on Green Growth. International Journal of Environmental Science and Technology. 22(7), 5855–5872. DOI: https://doi.org/10.1007/s13762-024-05965-2

[32]Yao, S., Wu, G., Zhang, S., 2025. How Does Science and Technology Finance Affect the Agricultural Green Development: An Interpretation from the Perspective of Rural Human Capital and Agricultural Industrial Agglomeration. Frontiers in Sustainable Food Systems. 9, 1540645. DOI: https://doi.org/10.3389/fsufs.2025.1540645

[33]Nazarova, K., Nezhyva, M., Kucher, A., et al., 2021. Environmental Audit in the Sustainable Development of Green Economy. European Journal of Sustainable Development. 10(3), 273. DOI: https://doi.org/10.14207/ejsd.2021.v10n3p273

[34]Huang, R., Zou, X., 2025. Accountability Audits of Natural Resources and Industrial Green Total Factor Productivity: Evidence from China. Humanities and Social Sciences Communications. 12(1), 147. DOI: https://doi.org/10.1057/s41599-025-04451-5

[35]Meemken, E.-M., Barrett, C.B., Michelson, H.C., et al., 2021. Sustainability Standards in Global Agrifood Supply Chains. Nature Food. 2(10), 758–765. DOI: https://doi.org/10.1038/s43016-021-00360-3

[36]Gerber, R., Smit, A., Botha, M., 2024. An Evaluation of Environmental, Social, and Governance Reporting in the Agricultural Sector. Business Strategy & Development. 7(1), e316. DOI: https://doi.org/10.1002/bsd2.316

[37]Qaim, M., Parlasca, M.C., 2025. Agricultural Economics and the Transformation Toward Sustainable Agri‐Food Systems. Agricultural Economics. 56(3), 327–335. DOI: https://doi.org/10.1111/agec.70023

[38]Dong, J., Chen, J., Zhang, Y., et al., 2025. Examining the Value Realization of Ecological Agricultural Products in China: A Tripartite Evolutionary Game Analysis. Journal of Environmental Management. 374, 124134. DOI: https://doi.org/10.1016/j.jenvman.2025.124134

[39]Wang, Y., Liu, G., Cai, Y., et al., 2022. The Ecological Value of Typical Agricultural Products: An Emergy-Based Life-Cycle Assessment Framework. Frontiers in Environmental Science. 10, 824275. DOI: https://doi.org/10.3389/fenvs.2022.824275

[40]Kausar, A., Rasul, F., Asghar, N., 2024. How to Get Green with Agricultural Footprint: A Global Analysis of Carbon Emissions, Environmental Taxes, and Agrochemical Use. Journal of Environmental Management. 370, 122665. DOI: https://doi.org/10.1016/j.jenvman.2024.122665

[41]Sasaki, H., 2025. Sustainable Agriculture and Agricultural Environmental Policy. In: Kuriyama, K. (Ed.). Economics of Sustainable Agriculture, Global Environmental Studies. Springer Nature: Singaporepp. 45–66. DOI: https://doi.org/10.1007/978-981-96-3502-3_3

[42]Chen, P., Li, J., 2024. Sustainable Agricultural Management: How to Achieve Carbon Neutrality in Agriculture—Evidence from China Agricultural Sustainable Development Plan. Sustainable Development. 32(3), 2846–2857. DOI: https://doi.org/10.1002/sd.2821

[43]Xu, J., Li, Y., Zhang, M., et al., 2024. Sustainable Agriculture in the Digital Era: Past, Present, and Future Trends by Bibliometric Analysis. Heliyon. 10(14), e34612. DOI: https://doi.org/10.1016/j.heliyon.2024.e34612

Online ISSN: 2737-4777, Print ISSN: 2737-4785, Published by Nan Yang Academy of Sciences Pte. Ltd.