The effect of graphic organizers on cultivating higher-order thinking: Evidence from a meta-analysis

IF 10.3 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH
Educational Research Review Pub Date : 2026-08-01 Epub Date: 2026-07-16 DOI:10.1016/j.edurev.2026.100822
Hao Lei, Yuxin Ding, Ming Ming Chiu
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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.
图形组织者对培养高阶思维的影响:来自元分析的证据
图形组织者可以挑选和组织关键信息,将学生的认知努力从低阶思维释放到高阶思维(性格、认知过程、技能),但研究显示结果好坏参半。因此,本meta分析对66项实证研究中的4,824名学生进行了72个效应量的分析,确定了图形组织者对高阶思维的总体效应量和解释不同结果的调节者。图形组织者的使用显示出与高阶思维的总体积极联系(g = 0.778)。思维导图的效应值更强(a),论证图和概念图的效应值逐渐减小;(b)中学,小学和大学逐渐减少;(c)认知过程和倾向高于结果技能;(d)发散性思维优于收敛性思维;(e)在人均国内生产总值较高的国家,以及(f)在较晚的出版年份。性别、学科、学习时间无调节作用。这些结果告诉教师明智地使用图形组织者来促进学生的高阶思维。
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来源期刊
Educational Research Review
Educational Research Review EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
19.40
自引率
0.90%
发文量
53
审稿时长
57 days
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.
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