How can Agricultural Socialized Services Enhance Agricultural Green Total Factor Productivity?
An Examination based on the Channel of Technological Progress
DOI:
https://doi.org/10.54691/6wfc6345Keywords:
Agricultural Socialized Services; Agricultural Green Total Factor Productivity; SBM-GML; Technological Progress; Two-Way Fixed Effects.Abstract
Developing agricultural socialized services is a crucial approach to drive small farmers onto the track of modern agricultural development. However, whether and how these services can promote the green transformation of agriculture still require systematic empirical evidence. This paper takes agricultural green total factor productivity (AGTFP) as the entry point, utilizes panel data from 31 provinces in China spanning from 2010 to 2024, and employs the SBM-GML model to measure AGTFP. Based on this, a two-way fixed effects model is used to examine the impact of agricultural socialized services on AGTFP. Furthermore, leveraging the multiplicative decomposition property of the global Malmquist-Luenberger index, the mechanism of action is identified from two channels: technological progress and improvement in technical efficiency. The research findings are as follows: Firstly, agricultural socialized services significantly promote the improvement of AGTFP. This conclusion remains valid after a series of robustness and endogeneity tests, including lagging explanatory variables, exclusion of municipalities, winsorization, and instrumental variable estimation. Secondly, channel tests indicate that agricultural socialized services primarily enhance AGTFP by promoting agricultural technological progress, while their effect on improving technical efficiency is not significant. Thirdly, the green productivity effect of agricultural socialized services exhibits significant heterogeneity, being notable in major grain-producing regions and central and western regions, but not in non-major grain-producing regions and eastern regions. This paper provides new empirical evidence for understanding the green development effect of agricultural socialized services from the perspective of GTFP decomposition. The research conclusions offer insights for guiding socialized service organizations to upgrade towards green technology integration services and implementing differentiated regional service supply policies.
Downloads
References
[1] Zhang, H., & Guo, X. Y. (2021). Development of agricultural production services and improvement of agricultural total factor productivity: Regional difference and spatial effect. Journal of Agricultural Technology and Economics, (5), 93–107.
[2] Song, W., Li, Z., Niu, H., & Chen, S. W. (2024). The impact of agricultural socialized services on total factor productivity in the Huang-Huai-Hai region and its spatial spillover effects. Chinese Journal of Agricultural Resources and Regional Planning, 45(11), 119–129.
[3] Cheng, Y. S., & Zhang, D. Y. (2024). Theoretical framework and research prospects of the green development effect of agricultural socialized services. Chinese Journal of Eco-Agriculture, 32(3), 546–558. [https://doi.org/10.12357/cjea.20230761](https://doi.org/10.12357/cjea.20230761)
[4] Zhan, J. T., & Xu, Y. J. (2019). Environmental regulation, agricultural green productivity, and food security. China Population, Resources and Environment, 29(3), 167–176.
[5] Leng, L. P., & Zhang, L. G. (2025). The impact of agricultural socialized services on agricultural green total factor productivity and its spatial effects. Economic Geography, 45(6), 151–160, 191.
[6] Hao, A. M. (2013). Research on the spillover effects and channels of agricultural production services. Journal of Zhongnan University of Economics and Law, (6), 51–59.
[7] Wang, L., & Xie, F. (2026). Can agricultural socialized services promote agricultural green total factor productivity? Evidence from China. Sustainability, 18(10), 4688. [https://doi.org/10.3390/su18104688](https://doi.org/10.3390/su18104688)
[8] Ouyang, P., & Jiang, X. (2024). How can agricultural productive services improve agricultural green total factor productivity? Western Economic Management Forum, 35(2), 23–34.
[9] Zhang, M. L., Tong, T., & Chen, Z. J. (2023). Does agricultural socialized service contribute to enhancing agricultural green productivity? Southern Economic Journal, (1), 135–152.
[10] Chung, Y. H., Färe, R., & Grosskopf, S. (1997). Productivity and undesirable outputs: A directional distance function approach. Journal of Environmental Management, 51(3), 229–240. [https://doi.org/10.1006/jema.1997.0146](https://doi.org/10.1006/jema.1997.0146)
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Frontiers in Sustainable Development

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.






