A Content Analysis of Computational Thinking Research: An International Publication Trends and Research Typology

This paper aims to provide a comprehensive analysis of publication patterns on computational thinking (CT) over two recent periods (period I: 2006–2012; period II: 2013–2018). Based on keyword analysis, a total of 3798 (period I) and 7175 (period II) keywords were found. Derived from the content ana...

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Veröffentlicht in:The Asia-Pacific education researcher Jg. 29; H. 1; S. 9 - 19
Hauptverfasser: Tang, Kai-Yu, Chou, Te-Lien, Tsai, Chin-Chung
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Singapore Springer Singapore 01.02.2020
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ISSN:0119-5646, 2243-7908
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Abstract This paper aims to provide a comprehensive analysis of publication patterns on computational thinking (CT) over two recent periods (period I: 2006–2012; period II: 2013–2018). Based on keyword analysis, a total of 3798 (period I) and 7175 (period II) keywords were found. Derived from the content analysis, a research typology of two-period keywords was consolidated and framed according to its attributes, including background settings, domain-specific factors, and learning outcomes. Main findings show as follows: (1) Regarding the research background, students from secondary and higher education are the main participants; and computer science, mathematics, and engineering are the major subjects. (2) As the domain-specific factors, game and peer collaboration were found to be the main pedagogies, while web-based and face-to-face learning environments were almost equally referred to in CT research settings. However, compared with traditional command-based tools, Scratch, Lego, and Python were identified as the emerging visual-based programming languages. (3) Finally, the keywords related to learning outcomes were classified based on the Bloom’s framework of three learning domains. First, knowledge and mental understanding are the main goals in the cognitive domain; motivation and attitude are the main tasks in the affective domain; and social and communication skills are the central outcomes in the training of psychomotor ability. Further discussions and research directions are provided.
AbstractList This paper aims to provide a comprehensive analysis of publication patterns on computational thinking (CT) over two recent periods (period I: 2006-2012; period II: 2013-2018). Based on keyword analysis, a total of 3798 (period I) and 7175 (period II) keywords were found. Derived from the content analysis, a research typology of two-period keywords was consolidated and framed according to its attributes, including background settings, domain-specific factors, and learning outcomes. Main findings show as follows: (1) Regarding the research background, students from secondary and higher education are the main participants; and computer science, mathematics, and engineering are the major subjects. (2) As the domain-specific factors, game and peer collaboration were found to be the main pedagogies, while web-based and face-to-face learning environments were almost equally referred to in CT research settings. However, compared with traditional command-based tools, Scratch, Lego, and Python were identified as the emerging visual-based programming languages. (3) Finally, the keywords related to learning outcomes were classified based on the Bloom's framework of three learning domains. First, knowledge and mental understanding are the main goals in the cognitive domain; motivation and attitude are the main tasks in the affective domain; and social and communication skills are the central outcomes in the training of psychomotor ability. Further discussions and research directions are provided.
Author Chou, Te-Lien
Tsai, Chin-Chung
Tang, Kai-Yu
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  givenname: Chin-Chung
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  surname: Tsai
  fullname: Tsai, Chin-Chung
  organization: Program of Learning Sciences, National Taiwan Normal University, Institute for Research Excellent in Learning Sciences, National Taiwan Normal University
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Cites_doi 10.1007/s10639-015-9412-6
10.3102/0013189X12463051
10.1177/0735633117706109
10.1111/j.1365-2923.2007.02861.x
10.14742/ajet.1081
10.14742/ajet.805
10.1002/smj.659
10.1371/journal.pone.0170293
10.14742/ajet.3521
10.1016/j.edurev.2017.09.003
10.1016/j.compedu.2018.04.001
10.4018/ijgbl.2011040105
10.1098/rsta.2008.0118
10.1080/10941665.2015.1085885
10.1186/1472-6920-14-93
10.17083/ijsg.v5i2.248
10.1080/00461520.2013.838920
10.1016/j.chb.2014.09.012
10.1145/1592761.1592779
10.3102/0034654317710096
10.1097/ACM.0b013e318149e29c
10.1007/s10956-015-9581-5
10.1007/s11192-015-1749-5
10.1145/1118178.1118215
10.1016/j.compedu.2011.08.006
10.1016/j.compedu.2008.06.004
10.1080/09500693.2018.1550274
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The Asia-Pacific Education Researcher is a copyright of Springer, (2019). All Rights Reserved.
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References Buitrago Flórez, Casallas, Hernández, Reyes, Restrepo, Danies (CR4) 2017; 87
Belland, Kim, Hannafin (CR1) 2013; 48
Shute, Sun, Asbell-Clarke (CR24) 2017; 22
Mouza, Yang, Pan, Ozden, Pollock (CR18) 2017; 33
Weintrop, Beheshti, Horn, Orton, Jona, Trouille, Wilensky (CR28) 2016; 25
Grover, Pea (CR11) 2013; 42
Nerur, Rasheed, Natarajan (CR19) 2008; 29
Wing (CR29) 2006; 49
Resnick, Maloney, Monroy-Hernández, Rusk, Eastmond, Brennan, Millner, Rosenbaum, Silver, Silverman, Kafai (CR22) 2009; 52
Shailaja, Sridaran (CR23) 2015; 7
Maida, Cheon (CR17) 2014; 14
Dyrbye, Harris, Rohren (CR9) 2007; 82
Papastergiou (CR20) 2009; 52
Zawacki-Richter, Latchem (CR31) 2018; 122
Bloom, Engelhart, Furst, Hill, Krathwohl (CR3) 1956
Lin, Lin, Potvin, Tsai (CR14) 2018; 41
Lye, Koh (CR16) 2014; 41
Park, Wu, Morrison, Shen, Cong, Li (CR21) 2016; 21
Glaser, Strauss (CR10) 1967
Denner, Werner, Ortiz (CR6) 2012; 58
CR8
Berland, Lee (CR2) 2011; 1
Cook, Beckman, Bordage (CR5) 2007; 41
Voogt, Fisser, Good, Mishra, Yadav (CR27) 2015; 20
Wing (CR30) 2008; 366
Tsarava, Moeller, Ninaus (CR26) 2018; 5
Kim, Choi, Han, So (CR13) 2012; 28
Drexler (CR7) 2010
Liu, Ho, Lu (CR15) 2017; 12
Teng, Chen, Chen (CR25) 2018; 56
Hsiao, Tang, Liu (CR12) 2015; 105
M Berland (442_CR2) 2011; 1
S Grover (442_CR11) 2013; 42
BR Belland (442_CR1) 2013; 48
W Drexler (442_CR7) 2010
VJ Shute (442_CR24) 2017; 22
J Voogt (442_CR27) 2015; 20
JM Wing (442_CR29) 2006; 49
SY Lye (442_CR16) 2014; 41
M Papastergiou (442_CR20) 2009; 52
BS Bloom (442_CR3) 1956
J Shailaja (442_CR23) 2015; 7
SP Nerur (442_CR19) 2008; 29
CH Hsiao (442_CR12) 2015; 105
BG Glaser (442_CR10) 1967
CH Teng (442_CR25) 2018; 56
O Zawacki-Richter (442_CR31) 2018; 122
DA Cook (442_CR5) 2007; 41
JS Liu (442_CR15) 2017; 12
LN Dyrbye (442_CR9) 2007; 82
H Kim (442_CR13) 2012; 28
J Park (442_CR21) 2016; 21
M Resnick (442_CR22) 2009; 52
JM Wing (442_CR30) 2008; 366
442_CR8
J Denner (442_CR6) 2012; 58
C Mouza (442_CR18) 2017; 33
Tzung-Jin Lin (442_CR14) 2018; 41
K Tsarava (442_CR26) 2018; 5
D Weintrop (442_CR28) 2016; 25
V Maida (442_CR17) 2014; 14
F Buitrago Flórez (442_CR4) 2017; 87
References_xml – volume: 20
  start-page: 715
  issue: 4
  year: 2015
  end-page: 728
  ident: CR27
  article-title: Computational thinking in compulsory education: Towards an agenda for research and practice
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-015-9412-6
– volume: 42
  start-page: 38
  issue: 1
  year: 2013
  end-page: 43
  ident: CR11
  article-title: Computational thinking in K–12: A review of the state of the field
  publication-title: Educational Researcher
  doi: 10.3102/0013189X12463051
– volume: 56
  start-page: 254
  issue: 2
  year: 2018
  end-page: 271
  ident: CR25
  article-title: Impact of augmented reality on programming language learning: Efficiency and perception
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633117706109
– volume: 41
  start-page: 1074
  issue: 11
  year: 2007
  end-page: 1081
  ident: CR5
  article-title: A systematic review of titles and abstracts of experimental studies in medical education: Many informative elements missing
  publication-title: Medical Education
  doi: 10.1111/j.1365-2923.2007.02861.x
– year: 2010
  ident: CR7
  article-title: The networked student model for construction of personal learning environments: Balancing teacher control and student autonomy
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.1081
– volume: 28
  start-page: 965
  issue: 6
  year: 2012
  end-page: 982
  ident: CR13
  article-title: Enhancing teachers' ICT capacity for the 21st century learning environment: Three cases of teacher education in Korea
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.805
– volume: 7
  start-page: 39
  year: 2015
  end-page: 46
  ident: CR23
  article-title: Computational thinking the intellectual thinking for the 21st century
  publication-title: International Journal of Advanced Networking & Applications
– ident: CR8
– volume: 29
  start-page: 319
  issue: 3
  year: 2008
  end-page: 336
  ident: CR19
  article-title: The intellectual structure of the strategic management field: An author co-citation analysis
  publication-title: Strategic Management Journal
  doi: 10.1002/smj.659
– volume: 12
  start-page: e0170293
  issue: 1
  year: 2017
  ident: CR15
  article-title: Recent themes in social networking service research
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0170293
– volume: 33
  start-page: 61
  issue: 3
  year: 2017
  end-page: 76
  ident: CR18
  article-title: Resetting educational technology coursework for pre-service teachers: A computational thinking approach to the development of technological pedagogical content knowledge (TPACK)
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.3521
– volume: 22
  start-page: 142
  year: 2017
  end-page: 158
  ident: CR24
  article-title: Demystifying computational thinking
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2017.09.003
– year: 1956
  ident: CR3
  publication-title: Taxonomy of educational objectives: The classification of educational goals. Handbook I: Cognitive domain
– volume: 122
  start-page: 136
  year: 2018
  end-page: 152
  ident: CR31
  article-title: Exploring four decades of research in Computers & Education
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2018.04.001
– volume: 1
  start-page: 65
  issue: 2
  year: 2011
  end-page: 81
  ident: CR2
  article-title: Collaborative strategic board games as a site for distributed computational thinking
  publication-title: International Journal of Game-Based Learning
  doi: 10.4018/ijgbl.2011040105
– volume: 366
  start-page: 3717
  issue: 1881
  year: 2008
  end-page: 3725
  ident: CR30
  article-title: Computational thinking and thinking about computing
  publication-title: Philosophical Transactions of the Royal Society of London A: Mathematical, Physical and Engineering Sciences
  doi: 10.1098/rsta.2008.0118
– year: 1967
  ident: CR10
  publication-title: The discovery of grounded theory: Strategies for qualitative theory
– volume: 21
  start-page: 968
  issue: 9
  year: 2016
  end-page: 1000
  ident: CR21
  article-title: The tourism system research categorization framework
  publication-title: Asia Pacific Journal of Tourism Research
  doi: 10.1080/10941665.2015.1085885
– volume: 14
  start-page: 93
  year: 2014
  ident: CR17
  article-title: Prognosis: The “missing link” within the CanMEDS competency framework
  publication-title: BMC Medical Education
  doi: 10.1186/1472-6920-14-93
– volume: 5
  start-page: 25
  issue: 2
  year: 2018
  end-page: 44
  ident: CR26
  article-title: Training Computational Thinking through board games: The case of Crabs & Turtles
  publication-title: International Journal of Serious Games
  doi: 10.17083/ijsg.v5i2.248
– volume: 48
  start-page: 243
  issue: 4
  year: 2013
  end-page: 270
  ident: CR1
  article-title: A framework for designing scaffolds that improve motivation and cognition
  publication-title: Educational Psychologist
  doi: 10.1080/00461520.2013.838920
– volume: 41
  start-page: 51
  year: 2014
  end-page: 61
  ident: CR16
  article-title: Review on teaching and learning of computational thinking through programming: What is next for K-12?
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2014.09.012
– volume: 52
  start-page: 60
  issue: 11
  year: 2009
  end-page: 67
  ident: CR22
  article-title: Scratch: Programming for all
  publication-title: Communications of the ACM
  doi: 10.1145/1592761.1592779
– volume: 87
  start-page: 834
  issue: 4
  year: 2017
  end-page: 860
  ident: CR4
  article-title: Changing a generation’s way of thinking: Teaching computational thinking through programming
  publication-title: Review of Educational Research
  doi: 10.3102/0034654317710096
– volume: 82
  start-page: 979
  issue: 10
  year: 2007
  end-page: 988
  ident: CR9
  article-title: Early clinical experiences from students' perspectives: A qualitative study of narratives
  publication-title: Academic Medicine
  doi: 10.1097/ACM.0b013e318149e29c
– volume: 25
  start-page: 127
  issue: 1
  year: 2016
  end-page: 147
  ident: CR28
  article-title: Defining computational thinking for mathematics and science classrooms
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-015-9581-5
– volume: 105
  start-page: 1091
  issue: 2
  year: 2015
  end-page: 1110
  ident: CR12
  article-title: Citation-based analysis of literature: A case study of technology acceptance research
  publication-title: Scientometrics
  doi: 10.1007/s11192-015-1749-5
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  end-page: 35
  ident: CR29
  article-title: Computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– volume: 58
  start-page: 240
  issue: 1
  year: 2012
  end-page: 249
  ident: CR6
  article-title: Computer games created by middle school girls: Can they be used to measure understanding of computer science concepts
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2011.08.006
– volume: 52
  start-page: 1
  issue: 1
  year: 2009
  end-page: 12
  ident: CR20
  article-title: Digital game-based learning in high school computer science education: Impact on educational effectiveness and student motivation
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2008.06.004
– volume: 41
  start-page: 367
  issue: 3
  year: 2018
  end-page: 387
  ident: CR14
  article-title: Research trends in science education from 2013 to 2017: a systematic content analysis of publications in selected journals
  publication-title: International Journal of Science Education
  doi: 10.1080/09500693.2018.1550274
– volume: 105
  start-page: 1091
  issue: 2
  year: 2015
  ident: 442_CR12
  publication-title: Scientometrics
  doi: 10.1007/s11192-015-1749-5
– volume: 366
  start-page: 3717
  issue: 1881
  year: 2008
  ident: 442_CR30
  publication-title: Philosophical Transactions of the Royal Society of London A: Mathematical, Physical and Engineering Sciences
  doi: 10.1098/rsta.2008.0118
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  ident: 442_CR29
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– ident: 442_CR8
– volume: 20
  start-page: 715
  issue: 4
  year: 2015
  ident: 442_CR27
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-015-9412-6
– volume: 7
  start-page: 39
  year: 2015
  ident: 442_CR23
  publication-title: International Journal of Advanced Networking & Applications
– volume: 1
  start-page: 65
  issue: 2
  year: 2011
  ident: 442_CR2
  publication-title: International Journal of Game-Based Learning
  doi: 10.4018/ijgbl.2011040105
– volume: 58
  start-page: 240
  issue: 1
  year: 2012
  ident: 442_CR6
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2011.08.006
– volume-title: The discovery of grounded theory: Strategies for qualitative theory
  year: 1967
  ident: 442_CR10
– volume: 12
  start-page: e0170293
  issue: 1
  year: 2017
  ident: 442_CR15
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0170293
– volume: 33
  start-page: 61
  issue: 3
  year: 2017
  ident: 442_CR18
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.3521
– volume: 41
  start-page: 1074
  issue: 11
  year: 2007
  ident: 442_CR5
  publication-title: Medical Education
  doi: 10.1111/j.1365-2923.2007.02861.x
– volume: 41
  start-page: 51
  year: 2014
  ident: 442_CR16
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2014.09.012
– volume: 5
  start-page: 25
  issue: 2
  year: 2018
  ident: 442_CR26
  publication-title: International Journal of Serious Games
  doi: 10.17083/ijsg.v5i2.248
– volume-title: Taxonomy of educational objectives: The classification of educational goals. Handbook I: Cognitive domain
  year: 1956
  ident: 442_CR3
– volume: 56
  start-page: 254
  issue: 2
  year: 2018
  ident: 442_CR25
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/0735633117706109
– volume: 29
  start-page: 319
  issue: 3
  year: 2008
  ident: 442_CR19
  publication-title: Strategic Management Journal
  doi: 10.1002/smj.659
– volume: 42
  start-page: 38
  issue: 1
  year: 2013
  ident: 442_CR11
  publication-title: Educational Researcher
  doi: 10.3102/0013189X12463051
– volume: 87
  start-page: 834
  issue: 4
  year: 2017
  ident: 442_CR4
  publication-title: Review of Educational Research
  doi: 10.3102/0034654317710096
– volume: 25
  start-page: 127
  issue: 1
  year: 2016
  ident: 442_CR28
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-015-9581-5
– volume: 82
  start-page: 979
  issue: 10
  year: 2007
  ident: 442_CR9
  publication-title: Academic Medicine
  doi: 10.1097/ACM.0b013e318149e29c
– year: 2010
  ident: 442_CR7
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.1081
– volume: 52
  start-page: 60
  issue: 11
  year: 2009
  ident: 442_CR22
  publication-title: Communications of the ACM
  doi: 10.1145/1592761.1592779
– volume: 122
  start-page: 136
  year: 2018
  ident: 442_CR31
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2018.04.001
– volume: 48
  start-page: 243
  issue: 4
  year: 2013
  ident: 442_CR1
  publication-title: Educational Psychologist
  doi: 10.1080/00461520.2013.838920
– volume: 41
  start-page: 367
  issue: 3
  year: 2018
  ident: 442_CR14
  publication-title: International Journal of Science Education
  doi: 10.1080/09500693.2018.1550274
– volume: 52
  start-page: 1
  issue: 1
  year: 2009
  ident: 442_CR20
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2008.06.004
– volume: 14
  start-page: 93
  year: 2014
  ident: 442_CR17
  publication-title: BMC Medical Education
  doi: 10.1186/1472-6920-14-93
– volume: 22
  start-page: 142
  year: 2017
  ident: 442_CR24
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2017.09.003
– volume: 21
  start-page: 968
  issue: 9
  year: 2016
  ident: 442_CR21
  publication-title: Asia Pacific Journal of Tourism Research
  doi: 10.1080/10941665.2015.1085885
– volume: 28
  start-page: 965
  issue: 6
  year: 2012
  ident: 442_CR13
  publication-title: Australasian Journal of Educational Technology
  doi: 10.14742/ajet.805
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Snippet This paper aims to provide a comprehensive analysis of publication patterns on computational thinking (CT) over two recent periods (period I: 2006–2012; period...
This paper aims to provide a comprehensive analysis of publication patterns on computational thinking (CT) over two recent periods (period I: 2006-2012; period...
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SubjectTerms Classification
Communication Skills
Computation
Content analysis
Education
Educational Policy and Politics
Educational Research
In Person Learning
International and Comparative Education
Keywords
Learning and Instruction
Problem Solving
Programming Languages
Regular Article
Sociology of Education
Thinking Skills
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Title A Content Analysis of Computational Thinking Research: An International Publication Trends and Research Typology
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