农业生产驱动力的结构转型:基于农户数字能力异质性的分析(辽宁1208户葡萄种植户证据)
基于辽宁1208户葡萄种植户数据的实证研究,探讨农户数字能力异质性对农业生产驱动力转型的影响,方法新颖、数据规模大,发表于国际期刊,但发表于2026-07-24,已过4天,时效性较低。
基于辽宁省1208户葡萄种植户微观调查数据,应用PAM聚类无监督机器学习方法将农户按数字能力分为高、中、低三组,考察农业生产驱动力的结构转型。结果显示:农户数字能力存在显著异质性;物质投入仍是基础,但其相对重要性随数字能力提高而下降,劳动投入在各组中对产出均无显著贡献;新要素特别是智能装备仅在数字能力高的农户群体中产生显著的生产率提升。表明农业技术升级的有效性取决于与数字人力资本的匹配,政策应从统一技术供给转向加强农户数字能力建设。
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ORIGINAL RESEARCH article
Front. Sustain. Food Syst.
Sec. Agricultural and Food Economics
Volume 10 - 2026 | doi: 10.3389/fsufs.2026.1867048
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ORIGINAL RESEARCH article
Front. Sustain. Food Syst.
Sec. Agricultural and Food Economics
Structural Transformation of Agricultural Production Drivers: An Analysis Based on Farmers' Digital Capability Heterogeneity
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E M
Endong Mu 1 -
- School of Economics and Management, Shenyang Agricultural University, Shenyang, China
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- Institute of Rural Development, Liaoning Academy of Social Sciences, Shenyang, China
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Abstract
The transformation of agricultural production drivers is essential for achieving sustainable food sy
Frontiers in Sustainable Food Systems * #### Agricultural and Food Economics * 4.1 impact factor * 6 citescore