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The research aims to understand the factors that influence smallholder farmers' willingness to adopt agricultural drones.

March 12, 2026Open Access

A Study on the Acceptance Willingness and Driving Factors of Agricultural Drones Among Smallholder Farmers in Liaoning Province

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Investigates acceptance of agricultural drones in smallholder farmers, suggesting improved adoption strategies.

The research aims to understand the factors that influence smallholder farmers' willingness to adopt agricultural drones.
Conducted surveys with 229 smallholder farmers in six regions of Liaoning Province.
Employed a stratified random sampling method for selecting participants.
Utilized SPSS 27.0 for reliability, validity testing, and statistical analyses.
The questionnaire showed good reliability and validity.
Performance perception had the strongest positive effect on acceptance intention.
Policy support, perceived ease of use, and social environment also positively affected acceptance, but to a lesser extent.

jiawen et al. (2026) studied this question.

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