November 30, 2025SustainabilityOpen Access

Double Agglomeration of the Agricultural Industry, Technological Innovation, and Farmers’ Agricultural Incomes: Evidenced by the Citrus Industry

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Empirical analysis reveals that both agglomeration types enhance farmers' agricultural income, indicating the importance of digital economy benefits.

Farmers’ agricultural income increases with both geographical and virtual agglomeration, supporting income growth.
A moderated mediation effect model was employed to analyze income impacts in the citrus industry.
Geographical agglomeration positively influences income via technological innovation, moderated by virtual agglomeration.
Study highlights implications for achieving sustainable development goals related to poverty and economic growth.

A 2025 study studied this question.

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Empirical analysis reveals that both agglomeration types enhance farmers' agricultural income, indicating the importance of digital economy benefits.