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The purpose of the present study is to detect how school climate and school language diversity environment influence students’ mathematic achievement by building a multilevel model. The results showed that (1) students’ language background can influence their mathematic achievement, after controlling socio-economy status and gender. The math score of students speaking foreign language at home is lower than that of native speaker students; (2) students’ mathematic achievement is positively influenced by student-teacher relationship and discipline climate, and negatively influenced by teacher support and the degree students’ language background diversity at school level; (3) the relationship between student language background and mathematic achievement is significantly moderated by the degree students’ language background diversity at school level.