“This study is based on 895 survey data of farmers in Shandong and Henan provinces, and establishes a moderated chain mediation model of the impact of carbon label cognition on farmers' green production behavior. It verifies the progressive psychological mechanism of "cognition → value perception → sense of responsibility → behavior", and finds the moderating effect of risk preference and market distance, providing a solution for the precise design of agricultural carbon label policies.”