Ma Guoqun, Qin Ruimin, Lei Shuangcheng, Tang Yingyue
School of Economics and Management, Guangxi Normal University, Guilin, 541006, China.
Key Laboratory of Digital Empowerment Economic Development, Education Department of Guangxi Zhuang Autonomous Region, Guangxi Normal University, Guilin, 541004, China.
Sci Rep. 2025 Aug 26;15(1):31358. doi: 10.1038/s41598-025-16490-8.
Exploring the effect and mechanism of data elements on agricultural green total factor productivity in China, has great significance for fully releasing the significant potential of data elements and promoting green agricultural development. Based on the panel data of China's 30 provinces from 2010 to 2022, this paper explored the fixed effects model to analyze the functional response of data elements on the agricultural green total factor productivity (AGTFP). The research finding shows that the data elements have significant promoting effects on the AGTFP, after a series of robustness and endogeneity tests. The mechanism analysis shows that the data elements can influence AGTFP via promoting labors' non-agricultural transfer, enhancing the optimum scale management, and driving agricultural technological innovation. The heterogeneity analysis revealed that the impact of data elements on AGTFP is more pronounced in China's western regions. The data elements are only significant on the southeast side of the 'Hu-Huanyong Line'. Based on the research findings, this paper proposes to expedite the interconnectivity and interoperability of data infrastructure, foster the development of advanced agricultural productivity, and facilitate green and sustainable agricultural growth through location-specific policies in years to come.
探究数据要素对中国农业绿色全要素生产率的影响及作用机制,对于充分释放数据要素的巨大潜力、推动绿色农业发展具有重要意义。基于2010—2022年中国30个省份的面板数据,本文运用固定效应模型,分析数据要素对农业绿色全要素生产率(AGTFP)的作用效应。研究结果表明,经过一系列稳健性和内生性检验后,数据要素对农业绿色全要素生产率具有显著的促进作用。机制分析表明,数据要素可通过促进劳动力非农转移、增强适度规模经营、推动农业技术创新等影响农业绿色全要素生产率。异质性分析显示,数据要素对农业绿色全要素生产率的影响在中国西部地区更为显著,在“胡焕庸线”东南侧才具有显著性。基于研究结果,本文建议加快数据基础设施的互联互通与互操作性,培育先进农业生产力,未来通过因地制宜的政策推动绿色可持续农业增长。