Yuhuan Zhang , Lijin Liu , Zijing Wang , Lidong Wang
{"title":"私教与中小学数学学习成果的关系:一个三水平的元分析","authors":"Yuhuan Zhang , Lijin Liu , Zijing Wang , Lidong Wang","doi":"10.1016/j.lindif.2026.102877","DOIUrl":null,"url":null,"abstract":"<div><div>The relationship between private tutoring and mathematics learning outcomes remains unclear in the existing literature. To address this issue, a three-level meta-analysis was conducted of 76 international empirical studies published between 2000 and 2024, examining the association between private tutoring and students' cognitive and non-cognitive learning outcomes in mathematics. Results revealed a small positive correlation between private tutoring and mathematics learning outcomes in primary and secondary schools, primarily in cognitive learning outcomes. The relationship with non-cognitive learning outcomes was nonsignificant. Additionally, test type, school stage, and geographical location moderated the relationship between private tutoring and cognitive learning outcomes in mathematics.</div></div>","PeriodicalId":48336,"journal":{"name":"Learning and Individual Differences","volume":"127 ","pages":"Article 102877"},"PeriodicalIF":9.0000,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The association between private tutoring and mathematics learning outcomes in primary and secondary schools: A three-level meta-analysis\",\"authors\":\"Yuhuan Zhang , Lijin Liu , Zijing Wang , Lidong Wang\",\"doi\":\"10.1016/j.lindif.2026.102877\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The relationship between private tutoring and mathematics learning outcomes remains unclear in the existing literature. To address this issue, a three-level meta-analysis was conducted of 76 international empirical studies published between 2000 and 2024, examining the association between private tutoring and students' cognitive and non-cognitive learning outcomes in mathematics. Results revealed a small positive correlation between private tutoring and mathematics learning outcomes in primary and secondary schools, primarily in cognitive learning outcomes. The relationship with non-cognitive learning outcomes was nonsignificant. Additionally, test type, school stage, and geographical location moderated the relationship between private tutoring and cognitive learning outcomes in mathematics.</div></div>\",\"PeriodicalId\":48336,\"journal\":{\"name\":\"Learning and Individual Differences\",\"volume\":\"127 \",\"pages\":\"Article 102877\"},\"PeriodicalIF\":9.0000,\"publicationDate\":\"2026-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Learning and Individual Differences\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1041608026000117\",\"RegionNum\":1,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2026/1/30 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, EDUCATIONAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Learning and Individual Differences","FirstCategoryId":"102","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1041608026000117","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/30 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"PSYCHOLOGY, EDUCATIONAL","Score":null,"Total":0}
The association between private tutoring and mathematics learning outcomes in primary and secondary schools: A three-level meta-analysis
The relationship between private tutoring and mathematics learning outcomes remains unclear in the existing literature. To address this issue, a three-level meta-analysis was conducted of 76 international empirical studies published between 2000 and 2024, examining the association between private tutoring and students' cognitive and non-cognitive learning outcomes in mathematics. Results revealed a small positive correlation between private tutoring and mathematics learning outcomes in primary and secondary schools, primarily in cognitive learning outcomes. The relationship with non-cognitive learning outcomes was nonsignificant. Additionally, test type, school stage, and geographical location moderated the relationship between private tutoring and cognitive learning outcomes in mathematics.
期刊介绍:
Learning and Individual Differences is a research journal devoted to publishing articles of individual differences as they relate to learning within an educational context. The Journal focuses on original empirical studies of high theoretical and methodological rigor that that make a substantial scientific contribution. Learning and Individual Differences publishes original research. Manuscripts should be no longer than 7500 words of primary text (not including tables, figures, references).