The Impact of Rural E‑Commerce Development on Farmers’Income: A Multi‑Dimensional Empirical Study

This study investigates the impact of rural e-commerce adoption on farmers' income in China, employing a multi-dimensional empirical approach. Utilizing data from 2,000 rural households across five Chinese provinces, we examine the direct effects of e-commerce adoption on income and explore the moderating roles of participation intensity and regional economic development. Our findings reveal a significant positive association between e-commerce adoption and farmers' income, with an elasticity of 0.237 (p < 0.001). Notably, smallholder farmers exhibit the highest income elasticity (0.312, p<0.001), suggesting e-commerce's potential as an equalizing force in rural economies. The study uncovers a non-linear relationship between e-commerce participation intensity and income gains, indicating an optimal level of digital market involvement. Furthermore, regional economic development significantly moderates the e-commerce-income relationship, highlighting the importance of local economic contexts. These results, robust to various econometric specifications, provide valuable insights for policymakers and practitioners engaged in promoting digital agriculture and rural development. The study contributes to the growing literature on digital transformation in rural areas, offering empirical evidence on the heterogeneous effects of e-commerce across different farmer typologies and regional contexts, and emphasizing the need for tailored strategies in fostering inclusive rural e-commerce development.