Based on the model of weighted nonparametric estimation, the study aims to investigate liquidity impact on sector … and liquidity is found and the expected returns of sectors are obviously reduced with liquidity impact. Second, the … expected return of finance sector witnesses a weaker liquidity impact than the ones of traffic facilities and nonferrous metal …