{"title":"The effect of graphic organizers on cultivating higher-order thinking: Evidence from a meta-analysis","authors":"Hao Lei, Yuxin Ding, Ming Ming Chiu","doi":"10.1016/j.edurev.2026.100822","DOIUrl":null,"url":null,"abstract":"<div><div>Graphic organizers can pick out and organize key information to release students' cognitive effort from their lower-order thinking for their higher-order thinking (dispositions, cognitive processes, skills), but studies showed mixed results. Hence, this meta-analysis of 4824 students in 66 empirical studies with 72 effect sizes determine the overall effect size of graphic organizers on higher order thinking and moderators that explain the different results. Use of graphic organizers showed an overall positive link with higher order thinking (g = 0.778). The effect size is stronger (a) with mind maps, tapering for argument maps and concept maps; (b) in secondary school, tapering for primary school and university; (c) for cognitive processes and dispositions than outcome skills; (d) for divergent thinking than convergent thinking; (e) in countries with higher GDP per capita, and (f) in later publication years. Gender, academic subject and study duration showed no moderation effects. These results inform teachers' judicious use of graphic organizers to boost their students’ higher order thinking.</div></div>","PeriodicalId":48125,"journal":{"name":"Educational Research Review","volume":"52 ","pages":"Article 100822"},"PeriodicalIF":10.3000,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Educational Research Review","FirstCategoryId":"95","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1747938X26000618","RegionNum":1,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/7/16 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
引用次数: 0
Abstract
Graphic organizers can pick out and organize key information to release students' cognitive effort from their lower-order thinking for their higher-order thinking (dispositions, cognitive processes, skills), but studies showed mixed results. Hence, this meta-analysis of 4824 students in 66 empirical studies with 72 effect sizes determine the overall effect size of graphic organizers on higher order thinking and moderators that explain the different results. Use of graphic organizers showed an overall positive link with higher order thinking (g = 0.778). The effect size is stronger (a) with mind maps, tapering for argument maps and concept maps; (b) in secondary school, tapering for primary school and university; (c) for cognitive processes and dispositions than outcome skills; (d) for divergent thinking than convergent thinking; (e) in countries with higher GDP per capita, and (f) in later publication years. Gender, academic subject and study duration showed no moderation effects. These results inform teachers' judicious use of graphic organizers to boost their students’ higher order thinking.
期刊介绍:
Educational Research Review is an international journal catering to researchers and diverse agencies keen on reviewing studies and theoretical papers in education at any level. The journal welcomes high-quality articles that address educational research problems through a review approach, encompassing thematic or methodological reviews and meta-analyses. With an inclusive scope, the journal does not limit itself to any specific age range and invites articles across various settings where learning and education take place, such as schools, corporate training, and both formal and informal educational environments.