We take Chongqing as an example to analyze reasons for rural population gradient transfer from such factors as social system, industrial development, urban planning, and living costs. Finally, we present four policies and suggestions, including promoting urban construction, increasing investment in rural areas, pushing forward construction of labor market, and bringing safeguarding function into full play.