Evaluation and development of STEAM teachers’ computational thinking skills: Analysis of multiple influential factors

Computational thinking (CT) has become the basic foothold of STEAM education. The role of teachers as an essential element of CT education cannot be ignored. Therefore, measuring teachers’ ability to integrate CT into classroom is necessary. There were two sub-studies in this study, the one was to d...

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Published inEducation and information technologies Vol. 28; no. 11; pp. 14493 - 14527
Main Authors Sun, Lihui, You, Xinxin, Zhou, Danhua
Format Journal Article
LanguageEnglish
Published New York Springer US 01.11.2023
Springer
Springer Nature B.V
Subjects
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ISSN1360-2357
1573-7608
DOI10.1007/s10639-023-11777-7

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Abstract Computational thinking (CT) has become the basic foothold of STEAM education. The role of teachers as an essential element of CT education cannot be ignored. Therefore, measuring teachers’ ability to integrate CT into classroom is necessary. There were two sub-studies in this study, the one was to develop a specialized scale for the evaluation of teachers’ CT skills. The other was to take K-12 STEAM teachers as sample to measure their CT levels and analyze the impact of the influential factors of personal attributes, occupational attributes, and environmental support on teachers’ CT skills. The results showed that the Computational Thinking Scale for Teachers (TCTS) has good reliability and validity. The CT skills of 925 STEAM teachers from China were at an upper-middle level. Further analysis revealed significant differences in teachers’ CT skills in terms of gender, age, teaching experience, grade, subjects, and nature of school. Firstly, by contrast, male teachers’ CT skills were slightly higher than female teachers’; 30–40-year-old teachers possessed the highest level of CT skills; Second, the longer the teaching experience, the higher the teachers’ CT skills; primary school teachers’ CT skills were higher than those of middle school and high school teachers; Interdisciplinary comprehensive courses and teaching methods may be more conducive to the improvement of teachers’ CT skills, which acted elementary science teachers’ CT skills were higher than those of teachers of other subjects. Third, the nature of the school also affected the CT skills of STEAM teachers. The CT of teachers in private schools was higher than those in public schools. Therefore, the regional differences and educational equity in teacher’ CT training should also be concerned. Concerning the questions, this study carried out an in-depth discussion and put forward inspiration and suggestions. The research findings revealed the mechanism that affects teachers’ CT skills and provided meaningful evidence support for the training and evaluation of K-12 STEAM in-service teachers.
AbstractList Computational thinking (CT) has become the basic foothold of STEAM education. The role of teachers as an essential element of CT education cannot be ignored. Therefore, measuring teachers' ability to integrate CT into classroom is necessary. There were two sub-studies in this study, the one was to develop a specialized scale for the evaluation of teachers' CT skills. The other was to take K-12 STEAM teachers as sample to measure their CT levels and analyze the impact of the influential factors of personal attributes, occupational attributes, and environmental support on teachers' CT skills. The results showed that the Computational Thinking Scale for Teachers (TCTS) has good reliability and validity. The CT skills of 925 STEAM teachers from China were at an upper-middle level. Further analysis revealed significant differences in teachers' CT skills in terms of gender, age, teaching experience, grade, subjects, and nature of school. Firstly, by contrast, male teachers' CT skills were slightly higher than female teachers'; 30-40-year-old teachers possessed the highest level of CT skills; Second, the longer the teaching experience, the higher the teachers' CT skills; primary school teachers' CT skills were higher than those of middle school and high school teachers; Interdisciplinary comprehensive courses and teaching methods may be more conducive to the improvement of teachers' CT skills, which acted elementary science teachers' CT skills were higher than those of teachers of other subjects. Third, the nature of the school also affected the CT skills of STEAM teachers. The CT of teachers in private schools was higher than those in public schools. Therefore, the regional differences and educational equity in teacher' CT training should also be concerned. Concerning the questions, this study carried out an in-depth discussion and put forward inspiration and suggestions. The research findings revealed the mechanism that affects teachers' CT skills and provided meaningful evidence support for the training and evaluation of K-12 STEAM in-service teachers.
Audience Elementary Education
Secondary Education
Academic
Author Zhou, Danhua
You, Xinxin
Sun, Lihui
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  fullname: Zhou, Danhua
  email: tjuzhoudh@163.com
  organization: Faculty of Education, Beijing Normal University
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Cites_doi 10.1016/j.compedu.2005.11.012
10.1016/j.chb.2007.01.005
10.1145/1118178.1118215
10.15388/infedu.2019.11
10.1080/07380569.2019.1639593
10.1016/j.paid.2016.06.069
10.1016/j.robot.2015.10.008
10.1080/20004508.2019.1627844
10.17083/ijsg.v6i3.304
10.15388/infedu.2020.03
10.1007/s10798-021-09677-3
10.1007/978-3-319-52691-1_13
10.1016/j.edurev.2017.09.003
10.1007/s10639-020-10115-5
10.1007/s10639-021-10487-2
10.1007/s10639-018-9849-5
10.1007/s10639-022-10891-2
10.1145/1929887.1929905
10.1080/07380569.2021.1882206
10.1002/yd.377
10.3233/JCS-181253
10.1111/bjet.13090
10.1177/07356331211043547
10.29333/ejmste/7832
10.1145/3287324.3287376
10.1098/rsta.2008.0118
10.1111/j.1365-2729.2005.00135.x
10.3390/ijerph18158093
10.1016/j.ijcci.2021.100329
10.1037/1082-989X.4.3.272
10.1016/j.tsc.2021.100929
10.1177/0735633120966048
10.1016/j.chb.2017.01.005
10.1145/3287324.3287456
10.1016/j.compedu.2021.10419
10.1145/3159450.3159520
10.1504/IJMLO.2016.077867
10.1016/j.compedu.2008.07.006
10.1111/jcal.12493
10.1145/3105726.3106194
10.1080/15391523.2008.10782510
10.1016/j.compedu.2020.103832
10.3102/0013189X029001004
10.14221/ajte.2017v42n3.4
10.3390/educsci10090214
10.1111/bjet.13256
10.2307/1924943
10.1145/1734263.1734357
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References Butler, Leahy (CR14) 2021; 52
Günbatar, Bakırcı (CR31) 2019; 24
Alfayez, Lambert (CR1) 2019; 36
Rich, Yadav, Larimore (CR55) 2020; 25
Voogt, Fisser, Good, Mishra, Yadav (CR66) 2015; 20
Sun, Guo, Zhou (CR62) 2022; 27
CR39
CR38
Qu, Fok (CR52) 2021; 32
CR37
CR36
Atmatzidou, Demetriadis (CR5) 2016; 75
CR34
Koehler, Mishra, Yahya (CR40) 2007; 49
CR33
CR32
CR2
CR4
CR3
Juskeviciene (CR35) 2020; 19
CR7
CR9
CR49
Shute, Sun, Asbell-Clarke (CR61) 2017; 22
CR48
Wing (CR68) 2006; 49
CR47
CR46
Nouri, Zhang, Mannila, Norén (CR45) 2020; 11
DeVellis (CR21) 2007
CR44
CR43
Fatima, Chouhan, Liu (CR26) 2019; 27
CR41
Boulden, Rachmatullah, Oliver (CR12) 2021; 26
Fessakis, Prantsoudi (CR27) 2019; 18
CR19
CR18
CR17
Freina, Bottino, Ferlino (CR28) 2019; 6
CR15
CR59
CR58
CR13
CR57
CR56
CR11
CR54
Carmines, Zeller (CR16) 1982
CR53
CR51
CR50
Lai (CR42) 2021; 60
Esteve, Adell, Llopis, Valdeolivas (CR24) 2019; 18
Brennan, Monroyhernandez, Resnick (CR10) 2010; 2010
CR29
CR25
CR69
Barr, Stephenson (CR6) 2011; 2
CR23
CR67
CR22
CR65
CR20
CR64
CR63
Bati, Yetişir (CR8) 2021; 38
Gignac, Szodorai (CR30) 2016; 102
Yadav, Gretter, Good, McLean, Rich, Hodges (CR70) 2017
Sousa, Tomlinson (CR60) 2010
11777_CR41
RP Lai (11777_CR42) 2021; 60
11777_CR43
11777_CR44
11777_CR49
11777_CR46
11777_CR47
11777_CR48
11777_CR9
11777_CR7
EG Carmines (11777_CR16) 1982
R DeVellis (11777_CR21) 2007
MJ Koehler (11777_CR40) 2007; 49
11777_CR32
F Esteve (11777_CR24) 2019; 18
11777_CR33
JM Wing (11777_CR68) 2006; 49
11777_CR38
11777_CR39
AA Alfayez (11777_CR1) 2019; 36
11777_CR4
11777_CR3
11777_CR2
11777_CR34
11777_CR36
11777_CR37
D Butler (11777_CR14) 2021; 52
L Freina (11777_CR28) 2019; 6
DA Sousa (11777_CR60) 2010
11777_CR63
11777_CR20
R Fatima (11777_CR26) 2019; 27
J Nouri (11777_CR45) 2020; 11
11777_CR64
11777_CR65
11777_CR22
11777_CR29
DC Boulden (11777_CR12) 2021; 26
11777_CR23
G Fessakis (11777_CR27) 2019; 18
11777_CR67
11777_CR25
11777_CR69
J Voogt (11777_CR66) 2015; 20
V Barr (11777_CR6) 2011; 2
11777_CR53
11777_CR54
11777_CR11
KM Rich (11777_CR55) 2020; 25
11777_CR50
11777_CR51
A Yadav (11777_CR70) 2017
11777_CR17
JR Qu (11777_CR52) 2021; 32
11777_CR18
11777_CR19
11777_CR56
11777_CR13
11777_CR57
11777_CR58
11777_CR15
11777_CR59
MS Günbatar (11777_CR31) 2019; 24
A Juskeviciene (11777_CR35) 2020; 19
VJ Shute (11777_CR61) 2017; 22
S Atmatzidou (11777_CR5) 2016; 75
L Sun (11777_CR62) 2022; 27
K Brennan (11777_CR10) 2010; 2010
GE Gignac (11777_CR30) 2016; 102
K Bati (11777_CR8) 2021; 38
References_xml – ident: CR22
– volume: 49
  start-page: 740
  issue: 3
  year: 2007
  end-page: 762
  ident: CR40
  article-title: Tracing the development of teacher knowledge in a design seminar: Integrating content, pedagogy, and technology
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2005.11.012
– volume: 20
  start-page: 715
  issue: 4
  year: 2015
  end-page: 728
  ident: CR66
  article-title: Computational thinking in compulsory education: Towards an agenda for research and practice
  publication-title: Education and Information Technologies
  doi: 10.1016/j.chb.2007.01.005
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  end-page: 35
  ident: CR68
  article-title: Computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– ident: CR49
– ident: CR4
– volume: 18
  start-page: 227
  issue: 2
  year: 2019
  end-page: 258
  ident: CR27
  article-title: Computer Science Teachers’ Perceptions, Beliefs, and Attitudes on Computational Thinking in Greece
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2019.11
– ident: CR39
– ident: CR51
– ident: CR29
– ident: CR54
– year: 1982
  ident: CR16
  publication-title: Reliability and validity assessment
– ident: CR58
– volume: 36
  start-page: 143
  issue: 3
  year: 2019
  end-page: 166
  ident: CR1
  article-title: Exploring Saudi computer science teachers’ conceptual mastery level of computational thinking skills
  publication-title: Computers in the Schools
  doi: 10.1080/07380569.2019.1639593
– ident: CR25
– volume: 102
  start-page: 74
  year: 2016
  end-page: 78
  ident: CR30
  article-title: Effect size guidelines for individual differences researchers
  publication-title: Personality and Individual Differences
  doi: 10.1016/j.paid.2016.06.069
– ident: CR46
– ident: CR19
– volume: 75
  start-page: 661
  year: 2016
  end-page: 670
  ident: CR5
  article-title: Advancing students’ computational thinking skills through educational robotics: A study on age and gender relevant differences
  publication-title: Robotics and Autonomous Systems
  doi: 10.1016/j.robot.2015.10.008
– volume: 11
  start-page: 1
  issue: 1
  year: 2020
  end-page: 17
  ident: CR45
  article-title: Development of computational thinking, digital competence and 21st century skills when learning programming in K-9
  publication-title: Education Inquiry
  doi: 10.1080/20004508.2019.1627844
– ident: CR67
– ident: CR15
– volume: 6
  start-page: 101
  issue: 3
  year: 2019
  end-page: 115
  ident: CR28
  article-title: Fostering Computational Thinking skills in the Last Years of Primary School
  publication-title: International Journal of Serious Games
  doi: 10.17083/ijsg.v6i3.304
– ident: CR50
– ident: CR11
– ident: CR9
– ident: CR57
– ident: CR32
– ident: CR36
– volume: 19
  start-page: 33
  issue: 1
  year: 2020
  end-page: 50
  ident: CR35
  article-title: STEAM Teacher for a Day: A Case Study of Teachers’ Perspectives on Computational Thinking
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2020.03
– volume: 32
  start-page: 1983
  year: 2021
  end-page: 2002
  ident: CR52
  article-title: Cultivating students’ computational thinking through student-robot interactions in robotics education
  publication-title: International Journal of Technology and Design Education
  doi: 10.1007/s10798-021-09677-3
– ident: CR64
– start-page: 205
  year: 2017
  end-page: 220
  ident: CR70
  article-title: Computational thinking in teacher education
  publication-title: Emerging research, practice, and policy on computational thinking
  doi: 10.1007/978-3-319-52691-1_13
– ident: CR18
– ident: CR43
– ident: CR47
– volume: 22
  start-page: 142
  year: 2017
  end-page: 158
  ident: CR61
  article-title: Demystifying computational thinking
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2017.09.003
– volume: 25
  start-page: 3161
  issue: 4
  year: 2020
  end-page: 3188
  ident: CR55
  article-title: Teacher implementation profiles for integrating computational thinking into elementary mathematics and science instruction
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-020-10115-5
– ident: CR2
– ident: CR37
– ident: CR53
– volume: 26
  start-page: 4663
  year: 2021
  end-page: 4689
  ident: CR12
  article-title: Measuring in-service teacher self-efficacy for teaching computational thinking: Development and validation of the T-STEM CT
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-021-10487-2
– volume: 24
  start-page: 1615
  year: 2019
  end-page: 1629
  ident: CR31
  article-title: STEM teaching intention and computational thinking skills of pre-service teachers
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-018-9849-5
– ident: CR33
– ident: CR56
– volume: 27
  start-page: 7059
  year: 2022
  end-page: 7097
  ident: CR62
  article-title: Developing K-12 students’ programming ability: A systematic literature review
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-022-10891-2
– ident: CR63
– volume: 2
  start-page: 48
  issue: 1
  year: 2011
  end-page: 54
  ident: CR6
  article-title: Bringing computational thinking to K-12: What is Involved and what is the role of the computer science education community?
  publication-title: ACM Inroads
  doi: 10.1145/1929887.1929905
– volume: 38
  start-page: 57
  issue: 1
  year: 2021
  end-page: 73
  ident: CR8
  article-title: Examination of Turkish Middle School STEM Teachers’ Knowledge about Computational Thinking and Views Regarding Information and Communications Technology
  publication-title: Computers in the Schools
  doi: 10.1080/07380569.2021.1882206
– ident: CR23
– ident: CR69
– ident: CR44
– volume: 2010
  start-page: 75
  issue: 128
  year: 2010
  end-page: 83
  ident: CR10
  article-title: Making projects, making friends: Online community as catalyst for interactive media creation
  publication-title: New Directions for Youth Development
  doi: 10.1002/yd.377
– ident: CR48
– ident: CR65
– year: 2010
  ident: CR60
  publication-title: Differentiation and the Brain: How Neuroscience Supports the Learner-Friendly Classroom
– ident: CR3
– volume: 27
  start-page: 581
  issue: 6
  year: 2019
  end-page: 612
  ident: CR26
  article-title: How persuasive is a phishing email? A phishing game for phishing awareness
  publication-title: Journal of Computer Security
  doi: 10.3233/JCS-181253
– ident: CR38
– ident: CR17
– ident: CR13
– ident: CR34
– volume: 18
  start-page: 139
  year: 2019
  end-page: 152
  ident: CR24
  article-title: The Development of Computational Thinking in Student Teachers through an Intervention with Educational Robotics
  publication-title: Journal of Information Technology Education: Innovations in Practice
– ident: CR7
– ident: CR59
– volume: 52
  start-page: 1060
  year: 2021
  end-page: 1077
  ident: CR14
  article-title: Developing preservice teachers’ understanding of computational thinking: A constructionist approach
  publication-title: British Journal of Educational Technology
  doi: 10.1111/bjet.13090
– volume: 60
  start-page: 661
  issue: 3
  year: 2021
  end-page: 695
  ident: CR42
  article-title: Teachers’ ontological perspectives of computational thinking and assessment: A text mining approach
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/07356331211043547
– ident: CR41
– year: 2007
  ident: CR21
  publication-title: Scale development
– ident: CR20
– volume: 38
  start-page: 57
  issue: 1
  year: 2021
  ident: 11777_CR8
  publication-title: Computers in the Schools
  doi: 10.1080/07380569.2021.1882206
– ident: 11777_CR58
– ident: 11777_CR57
  doi: 10.29333/ejmste/7832
– volume: 27
  start-page: 581
  issue: 6
  year: 2019
  ident: 11777_CR26
  publication-title: Journal of Computer Security
  doi: 10.3233/JCS-181253
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  ident: 11777_CR68
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– volume: 26
  start-page: 4663
  year: 2021
  ident: 11777_CR12
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-021-10487-2
– ident: 11777_CR29
  doi: 10.1145/3287324.3287376
– ident: 11777_CR39
– ident: 11777_CR69
  doi: 10.1098/rsta.2008.0118
– ident: 11777_CR67
– ident: 11777_CR44
– ident: 11777_CR48
– ident: 11777_CR9
– ident: 11777_CR4
  doi: 10.1111/j.1365-2729.2005.00135.x
– volume: 24
  start-page: 1615
  year: 2019
  ident: 11777_CR31
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-018-9849-5
– ident: 11777_CR49
  doi: 10.3390/ijerph18158093
– volume-title: Scale development
  year: 2007
  ident: 11777_CR21
– volume: 32
  start-page: 1983
  year: 2021
  ident: 11777_CR52
  publication-title: International Journal of Technology and Design Education
  doi: 10.1007/s10798-021-09677-3
– ident: 11777_CR32
– ident: 11777_CR36
– volume: 25
  start-page: 3161
  issue: 4
  year: 2020
  ident: 11777_CR55
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-020-10115-5
– ident: 11777_CR64
  doi: 10.1016/j.chb.2007.01.005
– ident: 11777_CR2
  doi: 10.1016/j.ijcci.2021.100329
– volume: 22
  start-page: 142
  year: 2017
  ident: 11777_CR61
  publication-title: Educational Research Review
  doi: 10.1016/j.edurev.2017.09.003
– ident: 11777_CR15
– ident: 11777_CR11
– ident: 11777_CR25
  doi: 10.1037/1082-989X.4.3.272
– ident: 11777_CR19
  doi: 10.1016/j.tsc.2021.100929
– ident: 11777_CR43
– volume: 6
  start-page: 101
  issue: 3
  year: 2019
  ident: 11777_CR28
  publication-title: International Journal of Serious Games
  doi: 10.17083/ijsg.v6i3.304
– volume: 11
  start-page: 1
  issue: 1
  year: 2020
  ident: 11777_CR45
  publication-title: Education Inquiry
  doi: 10.1080/20004508.2019.1627844
– volume: 2
  start-page: 48
  issue: 1
  year: 2011
  ident: 11777_CR6
  publication-title: ACM Inroads
  doi: 10.1145/1929887.1929905
– volume-title: Reliability and validity assessment
  year: 1982
  ident: 11777_CR16
– ident: 11777_CR23
  doi: 10.1177/0735633120966048
– volume: 60
  start-page: 661
  issue: 3
  year: 2021
  ident: 11777_CR42
  publication-title: Journal of Educational Computing Research
  doi: 10.1177/07356331211043547
– ident: 11777_CR41
  doi: 10.1016/j.chb.2017.01.005
– ident: 11777_CR59
  doi: 10.1145/3287324.3287456
– ident: 11777_CR33
– ident: 11777_CR37
– ident: 11777_CR54
  doi: 10.1016/j.compedu.2021.10419
– ident: 11777_CR56
– volume: 52
  start-page: 1060
  year: 2021
  ident: 11777_CR14
  publication-title: British Journal of Educational Technology
  doi: 10.1111/bjet.13090
– volume: 18
  start-page: 139
  year: 2019
  ident: 11777_CR24
  publication-title: Journal of Information Technology Education: Innovations in Practice
– ident: 11777_CR46
  doi: 10.1145/3159450.3159520
– ident: 11777_CR47
  doi: 10.1504/IJMLO.2016.077867
– volume: 2010
  start-page: 75
  issue: 128
  year: 2010
  ident: 11777_CR10
  publication-title: New Directions for Youth Development
  doi: 10.1002/yd.377
– ident: 11777_CR3
  doi: 10.1016/j.compedu.2008.07.006
– ident: 11777_CR63
  doi: 10.1111/jcal.12493
– ident: 11777_CR20
  doi: 10.1145/3105726.3106194
– volume: 27
  start-page: 7059
  year: 2022
  ident: 11777_CR62
  publication-title: Education and Information Technologies
  doi: 10.1007/s10639-022-10891-2
– ident: 11777_CR7
– volume-title: Differentiation and the Brain: How Neuroscience Supports the Learner-Friendly Classroom
  year: 2010
  ident: 11777_CR60
– ident: 11777_CR34
– volume: 102
  start-page: 74
  year: 2016
  ident: 11777_CR30
  publication-title: Personality and Individual Differences
  doi: 10.1016/j.paid.2016.06.069
– ident: 11777_CR65
  doi: 10.1080/15391523.2008.10782510
– volume: 18
  start-page: 227
  issue: 2
  year: 2019
  ident: 11777_CR27
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2019.11
– ident: 11777_CR17
– volume: 49
  start-page: 740
  issue: 3
  year: 2007
  ident: 11777_CR40
  publication-title: Computers & Education
  doi: 10.1016/j.compedu.2005.11.012
– ident: 11777_CR22
  doi: 10.1016/j.compedu.2020.103832
– volume: 19
  start-page: 33
  issue: 1
  year: 2020
  ident: 11777_CR35
  publication-title: Informatics in Education
  doi: 10.15388/infedu.2020.03
– ident: 11777_CR51
  doi: 10.3102/0013189X029001004
– ident: 11777_CR13
  doi: 10.14221/ajte.2017v42n3.4
– volume: 36
  start-page: 143
  issue: 3
  year: 2019
  ident: 11777_CR1
  publication-title: Computers in the Schools
  doi: 10.1080/07380569.2019.1639593
– ident: 11777_CR50
  doi: 10.3390/educsci10090214
– start-page: 205
  volume-title: Emerging research, practice, and policy on computational thinking
  year: 2017
  ident: 11777_CR70
  doi: 10.1007/978-3-319-52691-1_13
– volume: 75
  start-page: 661
  year: 2016
  ident: 11777_CR5
  publication-title: Robotics and Autonomous Systems
  doi: 10.1016/j.robot.2015.10.008
– ident: 11777_CR18
  doi: 10.1111/bjet.13256
– ident: 11777_CR38
  doi: 10.2307/1924943
– volume: 20
  start-page: 715
  issue: 4
  year: 2015
  ident: 11777_CR66
  publication-title: Education and Information Technologies
  doi: 10.1016/j.chb.2007.01.005
– ident: 11777_CR53
  doi: 10.1145/1734263.1734357
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Snippet Computational thinking (CT) has become the basic foothold of STEAM education. The role of teachers as an essential element of CT education cannot be ignored....
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SubjectTerms Art Education
Computation
Computer Appl. in Social and Behavioral Sciences
Computer Science
Computers and Education
Education
Educational Technology
Elementary School Teachers
Equal Education
Evaluation Methods
Foreign Countries
Gender Differences
High schools
Individual Differences
Information Systems Applications (incl.Internet)
Methods
Problem solving
Regional Characteristics
Science Teachers
Secondary School Teachers
Skill Development
STEM Education
Teachers
Teachers, Rating of
Teaching
Teaching Methods
Thinking Skills
User Interfaces and Human Computer Interaction
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Title Evaluation and development of STEAM teachers’ computational thinking skills: Analysis of multiple influential factors
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