•Motivation of Chinese rural residents to participate in RTR identified•Motivational model of Chinese rural resident participating in RTR is constructed•Model includes intrinsic and extrinsic factors, and impacts of RTR policy•RTR policy may influence rural residents' final decision to participate RTR.