Effects of mind mapping-based instruction on student cognitive learning outcomes: a meta-analysis

Mind mapping is a visualization tool used in instruction that can be applied by learners to generate ideas, take notes, organize thinking, and develop concepts. Instruction using mind mapping is becoming increasingly commonly used in education. However, research has produced inconsistent results reg...

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Published inAsia Pacific education review Vol. 24; no. 3; pp. 303 - 317
Main Authors Shi, Yinghui, Yang, Huiyun, Dou, Yi, Zeng, Yong
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Netherlands 01.09.2023
Springer
Springer Nature B.V
교육연구소
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Abstract Mind mapping is a visualization tool used in instruction that can be applied by learners to generate ideas, take notes, organize thinking, and develop concepts. Instruction using mind mapping is becoming increasingly commonly used in education. However, research has produced inconsistent results regarding the effectiveness of mind mapping-based instruction on student learning outcomes. Using the meta-analysis of 21 studies, this study investigates the overall effectiveness of the mind mapping-based instructions on students’ learning outcomes in comparison with that of traditional instruction. Mind mapping-based instruction has been found to have a more positive influence on students’ cognitive learning outcomes than traditional instruction. Analysis of moderator variables suggests that the subject matter and educational level are important factors in the effectiveness of mind mapping-based instruction. Lower-grade students are more susceptible to the influence of mind mapping-based instruction than higher-grade students, and mind mapping-based instruction helps students improve their cognitive learning outcomes in all subjects, especially in the Science, Technology, Engineering, and Math disciplines.
AbstractList Mind mapping is a visualization tool used in instruction that can be applied by learners to generate ideas, take notes, organize thinking, and develop concepts. Instruction using mind mapping is becoming increasingly commonly used in education. However, research has produced inconsistent results regarding the effectiveness of mind mapping-based instruction on student learning outcomes. Using the meta-analysis of 21 studies, this study investigates the overall effectiveness of the mind mapping-based instructions on students’ learning outcomes in comparison with that of traditional instruction. Mind mapping-based instruction has been found to have a more positive influence on students’ cognitive learning outcomes than traditional instruction. Analysis of moderator variables suggests that the subject matter and educational level are important factors in the effectiveness of mind mapping-based instruction. Lower-grade students are more susceptible to the influence of mind mapping-based instruction than higher-grade students, and mind mapping-based instruction helps students improve their cognitive learning outcomes in all subjects, especially in the Science, Technology, Engineering, and Math disciplines.
Mind mapping is a visualization tool used in instruction that can be applied by learners to generate ideas, take notes, organize thinking, and develop concepts. Instruction using mind mapping is becoming increasingly commonly used in education. However, research has produced inconsistent results regarding the efectiveness of mind mapping-based instruction on student learning outcomes. Using the meta-analysis of 21 studies, this study investigates the overall efectiveness of the mind mapping-based instructions on students’ learning outcomes in comparison with that of traditional instruction. Mind mapping-based instruction has been found to have a more positive infuence on students’ cognitive learning outcomes than traditional instruction. Analysis of moderator variables suggests that the subject matter and educational level are important factors in the efectiveness of mind mapping-based instruction. Lower-grade students are more susceptible to the infuence of mind mapping-based instruction than higher-grade students, and mind mapping-based instruction helps students improve their cognitive learning outcomes in all subjects, especially in the Science, Technology, Engineering, and Math disciplines. KCI Citation Count: 0
Author Yang, Huiyun
Dou, Yi
Zeng, Yong
Shi, Yinghui
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  organization: Concordia Institute for Information Systems Engineering, Concordia University
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Cites_doi 10.1016/j.ijer.2017.08.009
10.1016/j.hitech.2020.100393
10.1002/j.2168-9830.2004.tb00809.x
10.1080/10888438.2011.624566
10.19173/irrodl.v19i1.3168
10.1111/j.1949-8594.2008.tb17843.x
10.1046/j.1365-2923.2002.01205.x
10.15694/mep.2017.000100
10.2307/41948535
10.1007/s10734-010-9387-6
10.1016/j.nedt.2012.02.003
10.3758/BF03196971
10.1016/j.edurev.2020.100314
10.13541/j.cnki.chinade.2018.01.002
10.1016/j.compedu.2019.04.005
10.1136/bmj.327.7414.557
10.1177/0735633119881477
10.1007/s10802-011-9608-1
10.1186/s12909-018-1144-z
10.1007/s12528-019-09214-1
10.3102/0013189X005010003
10.1073/pnas.1319030111
10.3991/ijet.v14i07.10110
10.1016/j.tsc.2020.100743
10.4135/9781412984997
10.1021/acs.jchemed.5b00717
10.1037/0033-2909.86.3.638
10.1057/palgrave.ivs.9500131
10.1007/s10956-010-9245-4
10.1007/978-3-642-85098-1_5
10.11648/j.sjedu.20150304.12
10.1016/j.procs.2018.03.047
10.17718/tojde.26941
10.5923/j.jalll.20160201.02
10.26634/jelt.5.1.3135
10.21070/jees.v3i2.1498
10.33225/jbse/19.18.117
10.1016/j.edurev.2020.100334
10.1080/10382046.2013.826543
10.1016/j.ijme.2013.11.001
10.1021/acs.jchemed.6b00663
10.1016/j.stueduc.2017.01.002
10.12973/tused.10270a
10.5281/zenodo.1336202
10.1186/1472-6920-10-61
10.5539/elt.v11n12p93
10.1007/978-0-387-70892-8
10.36706/jele.v3i2.3623
10.1075/wll.19.2.01fes
10.1007/s40692-019-00142-8
10.1080/24694193.2019.1578301
10.4103/0970-0218.199793
10.5539/elt.v11n4p32
10.5901/mjss.2013.v4n6p163
10.1080/09720073.2015.11891724
10.1016/S0305-750X(01)00061-4
10.1108/02621710710740110
10.24093/awej/vol8no4.19
10.1038/nature.2014.15787
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References Polat, Aydn (CR56) 2020; 38
Bahadori, Gorjian (CR7) 2016; 2
Liu, Guo, Guo, Yu (CR43) 2014; 2
Munawaroh (CR53) 2017; 12
Strelan, Osborn, Palmer (CR67) 2020; 30
Rosenthal (CR61) 1991
Al Hakim, Sensuse, Budi (CR3) 2020; 31
Somers, Passerini, Parhankangas, Casal (CR66) 2014; 12
Higgins, Thompson, Deeks, Altman (CR36) 2003; 327
Kusmaningrum (CR41) 2016; 3
Bawaneh (CR11) 2019; 16
Blessing, Olufunke (CR13) 2015; 3
Fu, Lin, Hwang, Zhang (CR26) 2019; 137
Mohaidat (CR52) 2018; 11
Sabbah (CR63) 2015; 11
Ayal, Kusuma, Sabandar, Dahlan (CR5) 2016; 7
Tsinakos, Thanasis (CR70) 2009; 10
Farrand, Hussain, Hennessy (CR23) 2002; 36
Hedges, Olkin (CR34) 1985
Noonan (CR54) 2013; 33
Gilies, Ashman, Terwel (CR30) 2008
Malekzadeh, Bayat (CR47) 2015; 2
Balta, Michinov, Balyimez, Ayaz (CR9) 2017; 86
Freeman, Eddy, McDonough, Smith, Okoroafor, Jordt, Wenderoth (CR25) 2014; 111
D’Antoni, Zipp, Olson, Cahill (CR18) 2010; 10
MacLeod, Yang, Shi (CR46) 2019; 31
Hallen, Sangeetha (CR33) 2015; 5
Glass (CR31) 1976; 5
Biktimirov, Nilson (CR12) 2006; 32
Kalyanasundaram, Abraham, Ramachandran, Jayaseelan, Bazroy, Singh, Purty (CR39) 2017; 42
Shi, Yang, MacLeod, Zhang, Yang (CR65) 2020; 58
Davies (CR19) 2011; 62
Garzón, Kinshuk, Baldiris, Gutiérrez, Pavón (CR29) 2020; 31
Meivi Sesanelvira, Mulyono, Sukihananto (CR50) 2019; 42
Aydin (CR6) 2013; 20
Adodo (CR2) 2013; 4
Abi-El-Mona, Adb-El-Khalick (CR1) 2008; 108
Guo, Xie, Luo, Li, Yang, Xuan, Yu (CR32) 2017; 27
Rosenthal (CR60) 1979; 86
Khatimah, Rachman (CR40) 2018; 3
Li, Chai, Yan (CR42) 2018; 1
Ryan, Reid (CR62) 2016; 93
Gagic, Skuban, Radulovic, Stojanovic, Gajic (CR27) 2019; 18
Balim (CR8) 2013; 22
CR16
CR14
Prince (CR57) 2004; 93
Vo, Zhu, Diep (CR71) 2017; 53
Eppler (CR22) 2006; 5
CR55
Shi, Ma, MacLeod, Yang (CR64) 2020; 7
Crimmins, Midkiff (CR17) 2017; 94
Chang, Chiu, Huang (CR15) 2018; 19
Michaelowa (CR51) 2010; 29
Masnaini, Copriady, Osman (CR48) 2018; 19
Zhang (CR73) 2018; 11
Fesel, Segers, de Leeuw, Verhoeven (CR24) 2016; 19
Hoeve, Stams, van der Put, Dubas, van der Laan, Gerris (CR37) 2012; 40
Zampetakis, Tsironis, Moustakis (CR72) 2007; 26
CR28
Tee, Azman, Mohamed, Muhammad, Mohamad, Yunos, Yee, Othman (CR69) 2014; 8
Al-Zyoud, Al Jamal, Baniabdelrahman (CR4) 2017; 8
Hughes, Lyons (CR38) 2017; 6
CR68
Batdi (CR10) 2015; 20
Luo (CR45) 2019; 14
Roschelle, Teasley (CR59) 1995; 128
Zubaidah, Fuad, Mahanal, Suarsini (CR74) 2017; 14
Dhindsa, Makarimi-Kasim, Anderson (CR21) 2011; 20
Rezapour-Nasrabad (CR58) 2019; 11
Day, Bellezza (CR20) 1983; 11
Means, Toyama, Murphy, Baki (CR49) 2013; 115
Hew, Lo (CR35) 2018; 18
Liu, Tong, Yang (CR44) 2018; 129
HM Vo (9746_CR71) 2017; 53
R Rosenthal (9746_CR61) 1991
AA Al-Zyoud (9746_CR4) 2017; 8
M Kalyanasundaram (9746_CR39) 2017; 42
Masnaini (9746_CR48) 2018; 19
LV Hedges (9746_CR34) 1985
Y Hughes (9746_CR38) 2017; 6
MT Crimmins (9746_CR17) 2017; 94
Y Li (9746_CR42) 2018; 1
JP Higgins (9746_CR36) 2003; 327
Y Liu (9746_CR43) 2014; 2
R Rosenthal (9746_CR60) 1979; 86
KF Hew (9746_CR35) 2018; 18
J Roschelle (9746_CR59) 1995; 128
Q-K Fu (9746_CR26) 2019; 137
Ö Polat (9746_CR56) 2020; 38
S Sabbah (9746_CR63) 2015; 11
R Rezapour-Nasrabad (9746_CR58) 2019; 11
J Luo (9746_CR45) 2019; 14
P Strelan (9746_CR67) 2020; 30
MJ Somers (9746_CR66) 2014; 12
ADI Meivi Sesanelvira (9746_CR50) 2019; 42
MD Ryan (9746_CR62) 2016; 93
K Khatimah (9746_CR40) 2018; 3
CS Ayal (9746_CR5) 2016; 7
EN Biktimirov (9746_CR12) 2006; 32
M Prince (9746_CR57) 2004; 93
GV Glass (9746_CR31) 1976; 5
YZ Liu (9746_CR44) 2018; 129
M Davies (9746_CR19) 2011; 62
RM Gilies (9746_CR30) 2008
AG Balim (9746_CR8) 2013; 22
ZZ Gagic (9746_CR27) 2019; 18
B Malekzadeh (9746_CR47) 2015; 2
YH Shi (9746_CR64) 2020; 7
OO Blessing (9746_CR13) 2015; 3
S Al Hakim (9746_CR3) 2020; 31
9746_CR68
Y Zhang (9746_CR73) 2018; 11
9746_CR28
D Hallen (9746_CR33) 2015; 5
M Noonan (9746_CR54) 2013; 33
N Balta (9746_CR9) 2017; 86
SO Adodo (9746_CR2) 2013; 4
YH Shi (9746_CR65) 2020; 58
LA Zampetakis (9746_CR72) 2007; 26
J MacLeod (9746_CR46) 2019; 31
A Bahadori (9746_CR7) 2016; 2
Y Guo (9746_CR32) 2017; 27
AA Tsinakos (9746_CR70) 2009; 10
AV D’Antoni (9746_CR18) 2010; 10
JC Day (9746_CR20) 1983; 11
M Hoeve (9746_CR37) 2012; 40
V Batdi (9746_CR10) 2015; 20
S Zubaidah (9746_CR74) 2017; 14
I Abi-El-Mona (9746_CR1) 2008; 108
9746_CR55
G Aydin (9746_CR6) 2013; 20
AK Bawaneh (9746_CR11) 2019; 16
9746_CR14
HS Dhindsa (9746_CR21) 2011; 20
S Freeman (9746_CR25) 2014; 111
9746_CR16
J Garzón (9746_CR29) 2020; 31
MMT Mohaidat (9746_CR52) 2018; 11
M Kusmaningrum (9746_CR41) 2016; 3
Munawaroh (9746_CR53) 2017; 12
TK Tee (9746_CR69) 2014; 8
MJ Eppler (9746_CR22) 2006; 5
SS Fesel (9746_CR24) 2016; 19
P Farrand (9746_CR23) 2002; 36
B Means (9746_CR49) 2013; 115
JH Chang (9746_CR15) 2018; 19
K Michaelowa (9746_CR51) 2010; 29
References_xml – volume: 86
  start-page: 66
  year: 2017
  end-page: 77
  ident: CR9
  article-title: A meta-analysis of the effect of peer instruction on learning gain: Identification of informational and cultural moderators
  publication-title: International Journal of Educational Research
  doi: 10.1016/j.ijer.2017.08.009
– volume: 31
  start-page: 100393
  issue: 2
  year: 2020
  ident: CR3
  article-title: Conceptual model smart knowledge mapping with process and activity combination quadrant: Finalization and implementation
  publication-title: The Journal of High Technology Management Research
  doi: 10.1016/j.hitech.2020.100393
– volume: 93
  start-page: 223
  issue: 3
  year: 2004
  end-page: 231
  ident: CR57
  article-title: Does active learning work? A review of the research
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2004.tb00809.x
– volume: 115
  start-page: 1
  issue: 3
  year: 2013
  end-page: 47
  ident: CR49
  article-title: The effectiveness of online and blended learning: A meta-analysis of the empirical literature
  publication-title: Teachers College Record
  doi: 10.1080/10888438.2011.624566
– volume: 7
  start-page: 50
  issue: 25
  year: 2016
  end-page: 58
  ident: CR5
  article-title: The enhancement of mathematical reasoning ability of junior high school students by applying mind mapping strategy
  publication-title: Journal of Education and Practice
– volume: 19
  start-page: 1
  issue: 1
  year: 2018
  end-page: 24
  ident: CR15
  article-title: A sharing mind map-oriented approach to enhance collaborative mobile learning with digital archiving systems
  publication-title: International Review of Research in Open and Distributed Learning
  doi: 10.19173/irrodl.v19i1.3168
– volume: 108
  start-page: 298
  issue: 7
  year: 2008
  end-page: 312
  ident: CR1
  article-title: The influence of mind mapping on eighth graders’ science achievement
  publication-title: School Science and Mathematics
  doi: 10.1111/j.1949-8594.2008.tb17843.x
– ident: CR68
– volume: 36
  start-page: 426
  issue: 5
  year: 2002
  end-page: 431
  ident: CR23
  article-title: The efficacy of the ‘mind map’ study technique
  publication-title: Medical Education
  doi: 10.1046/j.1365-2923.2002.01205.x
– volume: 6
  start-page: 100
  issue: 2
  year: 2017
  end-page: 112
  ident: CR38
  article-title: Does the flipped classroom improve exam performance in medical education? A systematic review
  publication-title: MedEdPublish
  doi: 10.15694/mep.2017.000100
– volume: 2
  start-page: 17
  issue: 1
  year: 2014
  end-page: 31
  ident: CR43
  article-title: The effect of mind mapping on teaching and learning: A meta-analysis
  publication-title: Standard Journal of Education and Essay
– volume: 32
  start-page: 72
  year: 2006
  end-page: 86
  ident: CR12
  article-title: Show them the money: Using mind mapping in the introductory finance course
  publication-title: Journal of Financial Education
  doi: 10.2307/41948535
– ident: CR16
– volume: 62
  start-page: 279
  issue: 3
  year: 2011
  end-page: 301
  ident: CR19
  article-title: Concept mapping, mind mapping and argument mapping: What are the differences and do they matter?
  publication-title: Higher Education
  doi: 10.1007/s10734-010-9387-6
– volume: 33
  start-page: 847
  issue: 8
  year: 2013
  end-page: 852
  ident: CR54
  article-title: Mind maps: Enhancing midwifery education
  publication-title: Nurse Education Today
  doi: 10.1016/j.nedt.2012.02.003
– volume: 11
  start-page: 251
  issue: 3
  year: 1983
  end-page: 257
  ident: CR20
  article-title: The relation between visual imagery mediators and recall
  publication-title: Memory & Cognition
  doi: 10.3758/BF03196971
– volume: 20
  start-page: 166
  issue: 1–2
  year: 2013
  end-page: 176
  ident: CR6
  article-title: The effects of technology-supported mind and concept mapping on students’ construction of science concepts the effect of mind mapping in science education
  publication-title: Anthropologist
– volume: 30
  start-page: 100314
  year: 2020
  ident: CR67
  article-title: The flipped classroom: A meta-analysis of effects on student performance across disciplines and education levels
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2020.100314
– volume: 1
  start-page: 16
  year: 2018
  end-page: 28
  ident: CR42
  article-title: The effect of mind mapping on student academic performance: A meta-analysis of 10 years’ international mind mapping practice
  publication-title: Distance Education in China
  doi: 10.13541/j.cnki.chinade.2018.01.002
– volume: 137
  start-page: 59
  year: 2019
  end-page: 77
  ident: CR26
  article-title: Impacts of a mind mapping-based contextual gaming approach on EFL students’ writing performance, learning perceptions and generative uses in an English course
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2019.04.005
– volume: 327
  start-page: 557
  issue: 7414
  year: 2003
  end-page: 560
  ident: CR36
  article-title: Measuring inconsistency in meta-analyses
  publication-title: British Medical Journal
  doi: 10.1136/bmj.327.7414.557
– volume: 58
  start-page: 791
  issue: 4
  year: 2020
  end-page: 817
  ident: CR65
  article-title: College students’ cognitive learning outcomes in technology-enabled active learning environments: A meta-analysis of the empirical literature
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633119881477
– volume: 40
  start-page: 771
  issue: 5
  year: 2012
  end-page: 785
  ident: CR37
  article-title: A meta-analysis of attachment to parents and delinquency
  publication-title: Journal of Abnormal Child Psychology
  doi: 10.1007/s10802-011-9608-1
– volume: 2
  start-page: 81
  issue: 3
  year: 2015
  end-page: 90
  ident: CR47
  article-title: The effect of mind mapping strategy on comprehending implicit information in EFL reading texts
  publication-title: International Journal of Educational Investigations
– volume: 18
  start-page: 38
  issue: 1
  year: 2018
  end-page: 49
  ident: CR35
  article-title: Flipped classroom improves student learning in health professions education: A meta-analysis
  publication-title: BMC Medical Education
  doi: 10.1186/s12909-018-1144-z
– volume: 31
  start-page: 426
  issue: 2
  year: 2019
  end-page: 448
  ident: CR46
  article-title: Student-to-student connectedness in higher education: A systematic literature review
  publication-title: Journal of Computing in Higher Education
  doi: 10.1007/s12528-019-09214-1
– volume: 5
  start-page: 3
  issue: 10
  year: 1976
  end-page: 8
  ident: CR31
  article-title: Primary, secondary, and meta-analysis of research
  publication-title: Educational Researcher
  doi: 10.3102/0013189X005010003
– volume: 11
  start-page: 1593
  issue: 1
  year: 2019
  end-page: 1597
  ident: CR58
  article-title: Mind map learning technique: An educational interactive approach
  publication-title: International Journal of Pharmaceutical Research
– volume: 111
  start-page: 8410
  issue: 23
  year: 2014
  end-page: 8415
  ident: CR25
  article-title: Active learning increases student performance in science, engineering, and mathematics
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
  doi: 10.1073/pnas.1319030111
– volume: 14
  start-page: 192
  issue: 8
  year: 2019
  end-page: 205
  ident: CR45
  article-title: Teaching mode of thinking development learning based on mind mapping in the course of health fitness education
  publication-title: International Journal of Emerging Technologies in Learning
  doi: 10.3991/ijet.v14i07.10110
– volume: 38
  year: 2020
  ident: CR56
  article-title: The effect of mind mapping on young children’s critical thinking skills
  publication-title: Thinking Skills and Creativity
  doi: 10.1016/j.tsc.2020.100743
– year: 1991
  ident: CR61
  publication-title: Meta-analytic procedures for social research
  doi: 10.4135/9781412984997
– volume: 93
  start-page: 13
  issue: 1
  year: 2016
  end-page: 23
  ident: CR62
  article-title: Impact of the flipped classroom on student performance and retention: A parallel controlled study in general chemistry
  publication-title: Journal of Chemical Education
  doi: 10.1021/acs.jchemed.5b00717
– volume: 27
  start-page: 404
  issue: 7
  year: 2017
  end-page: 408
  ident: CR32
  article-title: Using mind maps to improve medical student performance in a pharmacology course at Kunming medical university
  publication-title: Journal of the College of Physicians and Surgeons-Pakistan
– volume: 86
  start-page: 638
  issue: 3
  year: 1979
  end-page: 641
  ident: CR60
  article-title: Mind map learning technique: An educational interactive approach
  publication-title: Psychological Bulletin
  doi: 10.1037/0033-2909.86.3.638
– volume: 5
  start-page: 202
  issue: 3
  year: 2006
  end-page: 210
  ident: CR22
  article-title: A comparison between concept maps, mind maps, conceptual diagrams, and visual metaphors as complementary tools for knowledge construction and sharing
  publication-title: Information Visualization
  doi: 10.1057/palgrave.ivs.9500131
– volume: 20
  start-page: 186
  issue: 2
  year: 2011
  end-page: 200
  ident: CR21
  article-title: Constructivist-visual mind map teaching approach and the quality of students’ cognitive structures
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-010-9245-4
– volume: 128
  start-page: 69
  issue: 1
  year: 1995
  end-page: 97
  ident: CR59
  article-title: The construction of shared knowledge in collaborative problem solving
  publication-title: Computer Supported Collaborative Learning
  doi: 10.1007/978-3-642-85098-1_5
– volume: 3
  start-page: 78
  issue: 4
  year: 2015
  end-page: 84
  ident: CR13
  article-title: Comparative effect of mastery learning and mind mapping approaches in improving secondary school students’ learning outcomes in physics
  publication-title: Science Journal of Education
  doi: 10.11648/j.sjedu.20150304.12
– ident: CR14
– volume: 129
  start-page: 66
  year: 2018
  end-page: 70
  ident: CR44
  article-title: The application of mind mapping into college computer programming teaching
  publication-title: Procedia Computer Science
  doi: 10.1016/j.procs.2018.03.047
– volume: 10
  start-page: 55
  issue: 3
  year: 2009
  end-page: 67
  ident: CR70
  article-title: A comparative survey on mind mapping tools
  publication-title: Turkish Online Journal of Distance Education
  doi: 10.17718/tojde.26941
– volume: 2
  start-page: 8
  issue: 1
  year: 2016
  end-page: 16
  ident: CR7
  article-title: The role of mind mapping software in developing EFL learner’s vocabulary at the pre-intermediate level
  publication-title: Journal of Applied Linguistics and Language Learning
  doi: 10.5923/j.jalll.20160201.02
– volume: 5
  start-page: 45
  issue: 1
  year: 2015
  end-page: 50
  ident: CR33
  article-title: Effectiveness of mind mapping in English teaching among VIII standard students
  publication-title: Journal on English Language Teaching
  doi: 10.26634/jelt.5.1.3135
– volume: 3
  start-page: 165
  issue: 2
  year: 2018
  end-page: 176
  ident: CR40
  article-title: Mind mapping vs semantic mapping: Which technique gives EFL learners more benefits in reading comprehension?
  publication-title: Journal of English Educators Society
  doi: 10.21070/jees.v3i2.1498
– volume: 18
  start-page: 117
  issue: 1
  year: 2019
  end-page: 131
  ident: CR27
  article-title: The implementation of mind maps in teaching physics: Educational efficiency and students’ involvement
  publication-title: Journal of Baltic Science Education
  doi: 10.33225/jbse/19.18.117
– volume: 31
  start-page: 100334
  issue: 4
  year: 2020
  ident: CR29
  article-title: How do pedagogical approaches affect the impact of augmented reality on education? A meta-analysis and research synthesis
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2020.100334
– volume: 19
  start-page: 1
  issue: 1
  year: 2018
  end-page: 18
  ident: CR48
  article-title: Cooperative integrated reading and composition (CIRC) with mind mapping strategy and its effects on chemistry achievement and motivation
  publication-title: Asia-Pacific Forum on Science Learning & Teaching
– volume: 14
  start-page: 77
  issue: 4
  year: 2017
  end-page: 91
  ident: CR74
  article-title: Improving creative thinking skills of students through differentiated science inquiry integrated with mind map
  publication-title: Journal of Turkish Science Education
– volume: 22
  start-page: 337
  issue: 4
  year: 2013
  end-page: 352
  ident: CR8
  article-title: The effect of mind-mapping applications on upper primary students’ success and inquiry-learning skills in science and environment education
  publication-title: International Research in Geographical and Environmental Education
  doi: 10.1080/10382046.2013.826543
– volume: 12
  start-page: 1
  issue: 1
  year: 2014
  end-page: 13
  ident: CR66
  article-title: Using mind maps to study how business school students and faculty organize and apply general business knowledge
  publication-title: The International Journal of Management Education
  doi: 10.1016/j.ijme.2013.11.001
– volume: 94
  start-page: 429
  issue: 4
  year: 2017
  end-page: 438
  ident: CR17
  article-title: High structure active learning pedagogy for the teaching of organic chemistry: Assessing the impact on academic outcomes
  publication-title: Journal of Chemical Education
  doi: 10.1021/acs.jchemed.6b00663
– volume: 53
  start-page: 17
  year: 2017
  end-page: 28
  ident: CR71
  article-title: The effect of blended learning on student performance at course-level in higher education: A meta-analysis
  publication-title: Studies in Educational Evaluation
  doi: 10.1016/j.stueduc.2017.01.002
– volume: 16
  start-page: 123
  issue: 1
  year: 2019
  end-page: 138
  ident: CR11
  article-title: The effectiveness of using mind mapping on tenth grade students’ immediate achievement and retention of electric energy concepts
  publication-title: Journal of Turkish Science Education
  doi: 10.12973/tused.10270a
– volume: 8
  start-page: 28
  issue: 1
  year: 2014
  end-page: 31
  ident: CR69
  article-title: Buzan mind mapping: An efficient technique for note-taking
  publication-title: International Journal of Social, Human Science and Engineering
  doi: 10.5281/zenodo.1336202
– volume: 10
  start-page: 61
  issue: 1
  year: 2010
  end-page: 71
  ident: CR18
  article-title: Does the mind map learning strategy facilitate information retrieval and critical thinking in medical students?
  publication-title: BMC Medical Education
  doi: 10.1186/1472-6920-10-61
– year: 1985
  ident: CR34
  publication-title: Statistical methods for meta-analysis
– volume: 11
  start-page: 93
  issue: 12
  year: 2018
  end-page: 100
  ident: CR73
  article-title: A contrastive study on the application of mind maps in argumentative writing instruction for EFL learners
  publication-title: English Language Teaching
  doi: 10.5539/elt.v11n12p93
– volume: 12
  start-page: 665
  issue: 4
  year: 2017
  end-page: 678
  ident: CR53
  article-title: The influence of teaching methods and learning environment to the student’s learning achievement of craft and entrepreneurship subjects at vocational high school
  publication-title: International Journal of Environmental & Science Education
– volume: 11
  start-page: 4
  issue: 3
  year: 2015
  end-page: 36
  ident: CR63
  article-title: The effect of college students’ self-generated computerized mind mapping on their reading achievement
  publication-title: International Journal of Education and Development Using ICT
– year: 2008
  ident: CR30
  publication-title: The teacher’s role in implementing cooperative learning in the classroom
  doi: 10.1007/978-0-387-70892-8
– volume: 3
  start-page: 187
  issue: 2
  year: 2016
  end-page: 201
  ident: CR41
  article-title: Using mind-mapping to improve reading comprehension and writing achievements of the 4th semester students of STAIN Curup
  publication-title: The Journal of English Literacy Education: the Teaching and Learning of English as a Foreign Language
  doi: 10.36706/jele.v3i2.3623
– volume: 19
  start-page: 131
  issue: 2
  year: 2016
  end-page: 156
  ident: CR24
  article-title: Strategy training and mind-mapping facilitates children’s hypertext comprehension
  publication-title: Written Language & Literacy
  doi: 10.1075/wll.19.2.01fes
– ident: CR55
– volume: 7
  start-page: 79
  issue: 1
  year: 2020
  end-page: 103
  ident: CR64
  article-title: College students’ cognitive learning outcomes in flipped classroom instruction: A meta-analysis of the empirical literature
  publication-title: Journal of Computers in Education
  doi: 10.1007/s40692-019-00142-8
– volume: 42
  start-page: 97
  issue: sup1
  year: 2019
  end-page: 107
  ident: CR50
  article-title: Improving food safety behavior through mind map methods in school-age children
  publication-title: Comprehensive Child and Adolescent Nursing
  doi: 10.1080/24694193.2019.1578301
– volume: 42
  start-page: 19
  issue: 1
  year: 2017
  end-page: 23
  ident: CR39
  article-title: Effectiveness of mind mapping technique in information retrieval among medical college students in Puducherry-A pilot study
  publication-title: Indian Journal of Community Medicine: Official Publication of Indian Association of Preventive & Social Medicine
  doi: 10.4103/0970-0218.199793
– ident: CR28
– volume: 11
  start-page: 32
  issue: 4
  year: 2018
  end-page: 42
  ident: CR52
  article-title: The impact of electronic mind maps on students’ reading comprehension
  publication-title: English Language Teaching
  doi: 10.5539/elt.v11n4p32
– volume: 4
  start-page: 163
  issue: 6
  year: 2013
  end-page: 172
  ident: CR2
  article-title: Effect of mind-mapping as a self-regulated learning strategy on students’ achievement in basic science and technology
  publication-title: Mediterranean Journal of Social Sciences
  doi: 10.5901/mjss.2013.v4n6p163
– volume: 20
  start-page: 62
  issue: 1–2
  year: 2015
  end-page: 68
  ident: CR10
  article-title: A meta-analysis study of mind mapping techniques and traditional learning methods
  publication-title: The Anthropologist
  doi: 10.1080/09720073.2015.11891724
– volume: 29
  start-page: 1699
  issue: 10
  year: 2010
  end-page: 1716
  ident: CR51
  article-title: Primary education quality in francophone Sub-Saharan Africa: Determinants of learning achievement and efficiency considerations
  publication-title: World Development
  doi: 10.1016/S0305-750X(01)00061-4
– volume: 26
  start-page: 370
  issue: 4
  year: 2007
  end-page: 380
  ident: CR72
  article-title: Creativity development in engineering education: The case of mind mapping
  publication-title: Journal of Management Development
  doi: 10.1108/02621710710740110
– volume: 8
  start-page: 280
  issue: 4
  year: 2017
  end-page: 291
  ident: CR4
  article-title: Mind mapping and students’ writing performance
  publication-title: Arab World English Journal
  doi: 10.24093/awej/vol8no4.19
– volume: 42
  start-page: 97
  issue: sup1
  year: 2019
  ident: 9746_CR50
  publication-title: Comprehensive Child and Adolescent Nursing
  doi: 10.1080/24694193.2019.1578301
– volume: 327
  start-page: 557
  issue: 7414
  year: 2003
  ident: 9746_CR36
  publication-title: British Medical Journal
  doi: 10.1136/bmj.327.7414.557
– volume: 3
  start-page: 187
  issue: 2
  year: 2016
  ident: 9746_CR41
  publication-title: The Journal of English Literacy Education: the Teaching and Learning of English as a Foreign Language
  doi: 10.36706/jele.v3i2.3623
– volume: 40
  start-page: 771
  issue: 5
  year: 2012
  ident: 9746_CR37
  publication-title: Journal of Abnormal Child Psychology
  doi: 10.1007/s10802-011-9608-1
– volume: 29
  start-page: 1699
  issue: 10
  year: 2010
  ident: 9746_CR51
  publication-title: World Development
  doi: 10.1016/S0305-750X(01)00061-4
– volume: 36
  start-page: 426
  issue: 5
  year: 2002
  ident: 9746_CR23
  publication-title: Medical Education
  doi: 10.1046/j.1365-2923.2002.01205.x
– ident: 9746_CR55
  doi: 10.1038/nature.2014.15787
– volume: 33
  start-page: 847
  issue: 8
  year: 2013
  ident: 9746_CR54
  publication-title: Nurse Education Today
  doi: 10.1016/j.nedt.2012.02.003
– volume: 7
  start-page: 79
  issue: 1
  year: 2020
  ident: 9746_CR64
  publication-title: Journal of Computers in Education
  doi: 10.1007/s40692-019-00142-8
– volume: 7
  start-page: 50
  issue: 25
  year: 2016
  ident: 9746_CR5
  publication-title: Journal of Education and Practice
– volume: 20
  start-page: 62
  issue: 1–2
  year: 2015
  ident: 9746_CR10
  publication-title: The Anthropologist
  doi: 10.1080/09720073.2015.11891724
– volume: 3
  start-page: 78
  issue: 4
  year: 2015
  ident: 9746_CR13
  publication-title: Science Journal of Education
  doi: 10.11648/j.sjedu.20150304.12
– volume: 53
  start-page: 17
  year: 2017
  ident: 9746_CR71
  publication-title: Studies in Educational Evaluation
  doi: 10.1016/j.stueduc.2017.01.002
– volume: 11
  start-page: 93
  issue: 12
  year: 2018
  ident: 9746_CR73
  publication-title: English Language Teaching
  doi: 10.5539/elt.v11n12p93
– volume: 93
  start-page: 13
  issue: 1
  year: 2016
  ident: 9746_CR62
  publication-title: Journal of Chemical Education
  doi: 10.1021/acs.jchemed.5b00717
– volume: 11
  start-page: 32
  issue: 4
  year: 2018
  ident: 9746_CR52
  publication-title: English Language Teaching
  doi: 10.5539/elt.v11n4p32
– ident: 9746_CR16
– volume: 12
  start-page: 1
  issue: 1
  year: 2014
  ident: 9746_CR66
  publication-title: The International Journal of Management Education
  doi: 10.1016/j.ijme.2013.11.001
– volume: 111
  start-page: 8410
  issue: 23
  year: 2014
  ident: 9746_CR25
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
  doi: 10.1073/pnas.1319030111
– volume: 10
  start-page: 61
  issue: 1
  year: 2010
  ident: 9746_CR18
  publication-title: BMC Medical Education
  doi: 10.1186/1472-6920-10-61
– volume: 128
  start-page: 69
  issue: 1
  year: 1995
  ident: 9746_CR59
  publication-title: Computer Supported Collaborative Learning
  doi: 10.1007/978-3-642-85098-1_5
– volume: 137
  start-page: 59
  year: 2019
  ident: 9746_CR26
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2019.04.005
– volume-title: Statistical methods for meta-analysis
  year: 1985
  ident: 9746_CR34
– ident: 9746_CR68
– volume: 18
  start-page: 38
  issue: 1
  year: 2018
  ident: 9746_CR35
  publication-title: BMC Medical Education
  doi: 10.1186/s12909-018-1144-z
– volume: 115
  start-page: 1
  issue: 3
  year: 2013
  ident: 9746_CR49
  publication-title: Teachers College Record
  doi: 10.1080/10888438.2011.624566
– volume: 5
  start-page: 202
  issue: 3
  year: 2006
  ident: 9746_CR22
  publication-title: Information Visualization
  doi: 10.1057/palgrave.ivs.9500131
– volume: 38
  year: 2020
  ident: 9746_CR56
  publication-title: Thinking Skills and Creativity
  doi: 10.1016/j.tsc.2020.100743
– volume: 86
  start-page: 638
  issue: 3
  year: 1979
  ident: 9746_CR60
  publication-title: Psychological Bulletin
  doi: 10.1037/0033-2909.86.3.638
– volume: 19
  start-page: 131
  issue: 2
  year: 2016
  ident: 9746_CR24
  publication-title: Written Language & Literacy
  doi: 10.1075/wll.19.2.01fes
– volume: 8
  start-page: 280
  issue: 4
  year: 2017
  ident: 9746_CR4
  publication-title: Arab World English Journal
  doi: 10.24093/awej/vol8no4.19
– volume: 2
  start-page: 17
  issue: 1
  year: 2014
  ident: 9746_CR43
  publication-title: Standard Journal of Education and Essay
– volume: 5
  start-page: 3
  issue: 10
  year: 1976
  ident: 9746_CR31
  publication-title: Educational Researcher
  doi: 10.3102/0013189X005010003
– volume: 27
  start-page: 404
  issue: 7
  year: 2017
  ident: 9746_CR32
  publication-title: Journal of the College of Physicians and Surgeons-Pakistan
– volume: 26
  start-page: 370
  issue: 4
  year: 2007
  ident: 9746_CR72
  publication-title: Journal of Management Development
  doi: 10.1108/02621710710740110
– volume: 6
  start-page: 100
  issue: 2
  year: 2017
  ident: 9746_CR38
  publication-title: MedEdPublish
  doi: 10.15694/mep.2017.000100
– volume: 14
  start-page: 77
  issue: 4
  year: 2017
  ident: 9746_CR74
  publication-title: Journal of Turkish Science Education
– volume: 2
  start-page: 81
  issue: 3
  year: 2015
  ident: 9746_CR47
  publication-title: International Journal of Educational Investigations
– volume: 32
  start-page: 72
  year: 2006
  ident: 9746_CR12
  publication-title: Journal of Financial Education
  doi: 10.2307/41948535
– volume: 2
  start-page: 8
  issue: 1
  year: 2016
  ident: 9746_CR7
  publication-title: Journal of Applied Linguistics and Language Learning
  doi: 10.5923/j.jalll.20160201.02
– volume-title: Meta-analytic procedures for social research
  year: 1991
  ident: 9746_CR61
  doi: 10.4135/9781412984997
– volume: 16
  start-page: 123
  issue: 1
  year: 2019
  ident: 9746_CR11
  publication-title: Journal of Turkish Science Education
  doi: 10.12973/tused.10270a
– volume: 11
  start-page: 1593
  issue: 1
  year: 2019
  ident: 9746_CR58
  publication-title: International Journal of Pharmaceutical Research
– volume: 108
  start-page: 298
  issue: 7
  year: 2008
  ident: 9746_CR1
  publication-title: School Science and Mathematics
  doi: 10.1111/j.1949-8594.2008.tb17843.x
– volume: 11
  start-page: 251
  issue: 3
  year: 1983
  ident: 9746_CR20
  publication-title: Memory & Cognition
  doi: 10.3758/BF03196971
– volume: 20
  start-page: 186
  issue: 2
  year: 2011
  ident: 9746_CR21
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-010-9245-4
– volume: 129
  start-page: 66
  year: 2018
  ident: 9746_CR44
  publication-title: Procedia Computer Science
  doi: 10.1016/j.procs.2018.03.047
– volume: 19
  start-page: 1
  issue: 1
  year: 2018
  ident: 9746_CR48
  publication-title: Asia-Pacific Forum on Science Learning & Teaching
– volume: 94
  start-page: 429
  issue: 4
  year: 2017
  ident: 9746_CR17
  publication-title: Journal of Chemical Education
  doi: 10.1021/acs.jchemed.6b00663
– volume: 31
  start-page: 100393
  issue: 2
  year: 2020
  ident: 9746_CR3
  publication-title: The Journal of High Technology Management Research
  doi: 10.1016/j.hitech.2020.100393
– volume: 3
  start-page: 165
  issue: 2
  year: 2018
  ident: 9746_CR40
  publication-title: Journal of English Educators Society
  doi: 10.21070/jees.v3i2.1498
– volume: 22
  start-page: 337
  issue: 4
  year: 2013
  ident: 9746_CR8
  publication-title: International Research in Geographical and Environmental Education
  doi: 10.1080/10382046.2013.826543
– volume: 18
  start-page: 117
  issue: 1
  year: 2019
  ident: 9746_CR27
  publication-title: Journal of Baltic Science Education
  doi: 10.33225/jbse/19.18.117
– volume: 31
  start-page: 100334
  issue: 4
  year: 2020
  ident: 9746_CR29
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2020.100334
– volume: 62
  start-page: 279
  issue: 3
  year: 2011
  ident: 9746_CR19
  publication-title: Higher Education
  doi: 10.1007/s10734-010-9387-6
– volume: 19
  start-page: 1
  issue: 1
  year: 2018
  ident: 9746_CR15
  publication-title: International Review of Research in Open and Distributed Learning
  doi: 10.19173/irrodl.v19i1.3168
– ident: 9746_CR14
– volume: 86
  start-page: 66
  year: 2017
  ident: 9746_CR9
  publication-title: International Journal of Educational Research
  doi: 10.1016/j.ijer.2017.08.009
– volume: 14
  start-page: 192
  issue: 8
  year: 2019
  ident: 9746_CR45
  publication-title: International Journal of Emerging Technologies in Learning
  doi: 10.3991/ijet.v14i07.10110
– volume: 1
  start-page: 16
  year: 2018
  ident: 9746_CR42
  publication-title: Distance Education in China
  doi: 10.13541/j.cnki.chinade.2018.01.002
– ident: 9746_CR28
– volume-title: The teacher’s role in implementing cooperative learning in the classroom
  year: 2008
  ident: 9746_CR30
  doi: 10.1007/978-0-387-70892-8
– volume: 10
  start-page: 55
  issue: 3
  year: 2009
  ident: 9746_CR70
  publication-title: Turkish Online Journal of Distance Education
  doi: 10.17718/tojde.26941
– volume: 31
  start-page: 426
  issue: 2
  year: 2019
  ident: 9746_CR46
  publication-title: Journal of Computing in Higher Education
  doi: 10.1007/s12528-019-09214-1
– volume: 12
  start-page: 665
  issue: 4
  year: 2017
  ident: 9746_CR53
  publication-title: International Journal of Environmental & Science Education
– volume: 11
  start-page: 4
  issue: 3
  year: 2015
  ident: 9746_CR63
  publication-title: International Journal of Education and Development Using ICT
– volume: 30
  start-page: 100314
  year: 2020
  ident: 9746_CR67
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2020.100314
– volume: 5
  start-page: 45
  issue: 1
  year: 2015
  ident: 9746_CR33
  publication-title: Journal on English Language Teaching
  doi: 10.26634/jelt.5.1.3135
– volume: 42
  start-page: 19
  issue: 1
  year: 2017
  ident: 9746_CR39
  publication-title: Indian Journal of Community Medicine: Official Publication of Indian Association of Preventive & Social Medicine
  doi: 10.4103/0970-0218.199793
– volume: 93
  start-page: 223
  issue: 3
  year: 2004
  ident: 9746_CR57
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2004.tb00809.x
– volume: 4
  start-page: 163
  issue: 6
  year: 2013
  ident: 9746_CR2
  publication-title: Mediterranean Journal of Social Sciences
  doi: 10.5901/mjss.2013.v4n6p163
– volume: 8
  start-page: 28
  issue: 1
  year: 2014
  ident: 9746_CR69
  publication-title: International Journal of Social, Human Science and Engineering
  doi: 10.5281/zenodo.1336202
– volume: 20
  start-page: 166
  issue: 1–2
  year: 2013
  ident: 9746_CR6
  publication-title: Anthropologist
– volume: 58
  start-page: 791
  issue: 4
  year: 2020
  ident: 9746_CR65
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633119881477
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SubjectTerms Academic Achievement
Cognitive Mapping
Cognitive Processes
Control Groups
Conventional Instruction
Education
Educational objectives
Educational Strategies
Engineering Education
Instructional Effectiveness
Instructional Program Divisions
Learning
Mathematics Instruction
Meta Analysis
Science Instruction
Student Improvement
Students
Technology Education
Visualization
교육학
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Title Effects of mind mapping-based instruction on student cognitive learning outcomes: a meta-analysis
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