Meta-Analyses
                            
                                
                                
                                
                                
                                
                                
                                
                                
                                
                                
                            
                                
                                    | Journal of Educational Research | Moore & Readence | USA | A quantitative and qualitative review of graphic organizer research | 1984 | Graphics organizers in mathematics | 161 | 0 | 161 | 0.22 | 
                                
                                    | Conference paper | Vazquez & Carballo | USA | Meta-analysis of the effectiveness of concept mapping as a learning strategy in science education | 1993 | Concept mapping in science | 17 | 0 | 19 | 0.57 | 
                                
                                    | Educational Psychology Review | Schroeder, Anguiano, & Nesbit | USA | Studying and constructing concept maps: A meta-analysis. | 2018 | Concept mapping | 143 | 11,882 | 143 | 0.59 | 
                                
                                    | Science Education | Horton, McConney, Gallo, Woods, Senn, & Hamelin | USA | An investigation of the effectiveness of concept mapping as an instructional tool | 1993 | Concept mapping in science | 19 | 1,805 | 19 | 0.45 | 
                                
                                    | Dissertation | Kang | USA | A meta-analysis of graphic organizer interventions for students with learning disabilities | 2002 | Graphics organizers in reading with learning disabled | 14 | 0 | 14 | 0.79 | 
                                
                                    | Journal of Learning Disabilities | Kim, Vaughn, Wanzek, & Wei | Korea | Graphic organizers and their effects on the reading comprehension of students with LD: A synthesis of research | 2004 | Graphics organizers in reading | 21 | 848 | 52 | 0.81 | 
                                
                                    | Review of Educational Research | Nesbit & Adesope | Canada | Learning with concept and knowledge maps: A meta-analysis | 2006 | Concept and knowledge maps | 55 | 5,818 | 67 | 0.55 | 
                                
                                    | Dissertation | Campbell | USA | A meta-analytical review of Novak's concept mapping | 2009 | Concept Mapping in all subjects | 38 | 0 | 46 | 0.79 | 
                                
                                    | Book | Marzano, Pickering, & Pollock | USA | Classroom instruction that works: Research-based strategies for increasing student achievement | 2001 | Idea representation | 708 | 0 | 708 | 0.69 | 
                                
                                    | Standard Journal of Education and Essay | Liu, Zhao, Ma, & Bo | China | The effect of mind mapping on teaching and learning: A meta-analysis. | 2014 | Mind mapping | 40 | 5,213 | 40 | 0.63 | 
                                
                                    | Learning Disability Research and Practice | Dexter, Park, & Hughes | USA | A Meta-Analytic Review of Graphic Organizers and Science Instruction for Adolescents with Learning Disabilities: Implications for the Intermediate and Secondary Science Classroom. | 2011 | Graphic organizers with learning disabled | 16 | 808 | 55 | 0.91 | 
                                
                                    | Dissertation | Wong | USA | Collaborative Concept Mapping–Meta-Analysis and Empirical Study | 2021 | Collaborative concept mapping | 30 | 0 | 105 | 0.88 | 
                                
                                    | Educational Psychology Review | Anastasiou, Wirngo, & Bagos | USA | The Effectiveness of Concept Maps on Students' Achievement in Science: A Meta-Analysis. | 2024 | Concept mapping | 55 | 5,364 | 58 | 0.78 | 
                                
                                    | Psychological Sciences | Wang & Gu | China | A meta-analysis of the effects of concept mapping on student performance and attitudes. | 2008 | Concept mapping | 26 | 3,623 | 26 | 0.84 | 
                                
                                    | Heliyon | Izci & Akkoc | Turkey | The impact of concept maps on academic achievement: A meta-analysis. | 2024 | Concept mapping | 78 | 0 | 78 | 1.08 | 
                                
                                    | Asia Pacific Education Review | Shi, Yang, Dou, & Zeng | Korea | Effects of mind mapping-based instruction on student cognitive learning outcomes: a meta-analysis. | 2022 | Mind mapping | 21 | 1,602 | 21 | 0.99 | 
                            
                                | TOTAL/AVERAGE | 1,442 | 36,963 | 1,612 | 0.72 |