Computational thinking skills of gifted and talented students in integrated STEM activities based on the engineering design process: The case of robotics and 3D robot modeling

•STEM education based on engineering design (EDP) is supported for providing an effective learning environment for and activating the skills of gifted and talented students. However, the number of studies examining the computational skills of these students in integrated STEM activities based on the...

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Vydáno v:Thinking skills and creativity Ročník 42; s. 100931
Hlavní autoři: Sen, Ceylan, Ay, Zeynep Sonay, Kiray, Seyit Ahmet
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 01.12.2021
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ISSN:1871-1871, 1878-0423
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Abstract •STEM education based on engineering design (EDP) is supported for providing an effective learning environment for and activating the skills of gifted and talented students. However, the number of studies examining the computational skills of these students in integrated STEM activities based on the EDP seems to be limited.•This research can contribute to the existing literature by revealing how EDP-based integrated STEM activities performed with gifted and talented students improve their computational thinking skills.•This research can shed light on researchers and educators for gifted and talented students' STEM education. In this study, it is aimed to identify the computational thinking skills used by gifted and talented students in integrated STEM activities based on the EDP. The case study design, a qualitative research method, is employed in the study. The participants consist of gifted and talented students attending the Science and Arts Center. Integrated STEM activities based on the EDP were conducted over the course of ten weeks and among these activities, robotic and 3D modeling-based robot construction activities using Lego sets are addressed in the present study. The STEM activity booklet, researchers' fieldnotes, and teaching process video recordings were used as data collection tools in the study. Data that was collected was analyzed through content analysis. It was seen that gifted and talented students participating in integrated STEM activities based on the EDP make active use of critical thinking skills while providing explanations, making associations, questioning information, giving justifications, solving problems, thinking creatively, making generalizations, and attempting to convince others; as for the instances of defining problems, creating solutions, and evaluating the effectiveness of the solution, the students were observed to actively use their problem-solving skills. The detailed account provided by the study on the way robotic and 3D robot modeling activities improve the computational thinking skills of gifted and talented students contributes to the required educational support and to the existing body of literature.
AbstractList •STEM education based on engineering design (EDP) is supported for providing an effective learning environment for and activating the skills of gifted and talented students. However, the number of studies examining the computational skills of these students in integrated STEM activities based on the EDP seems to be limited.•This research can contribute to the existing literature by revealing how EDP-based integrated STEM activities performed with gifted and talented students improve their computational thinking skills.•This research can shed light on researchers and educators for gifted and talented students' STEM education. In this study, it is aimed to identify the computational thinking skills used by gifted and talented students in integrated STEM activities based on the EDP. The case study design, a qualitative research method, is employed in the study. The participants consist of gifted and talented students attending the Science and Arts Center. Integrated STEM activities based on the EDP were conducted over the course of ten weeks and among these activities, robotic and 3D modeling-based robot construction activities using Lego sets are addressed in the present study. The STEM activity booklet, researchers' fieldnotes, and teaching process video recordings were used as data collection tools in the study. Data that was collected was analyzed through content analysis. It was seen that gifted and talented students participating in integrated STEM activities based on the EDP make active use of critical thinking skills while providing explanations, making associations, questioning information, giving justifications, solving problems, thinking creatively, making generalizations, and attempting to convince others; as for the instances of defining problems, creating solutions, and evaluating the effectiveness of the solution, the students were observed to actively use their problem-solving skills. The detailed account provided by the study on the way robotic and 3D robot modeling activities improve the computational thinking skills of gifted and talented students contributes to the required educational support and to the existing body of literature.
ArticleNumber 100931
Author Sen, Ceylan
Ay, Zeynep Sonay
Kiray, Seyit Ahmet
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  orcidid: 0000-0002-6384-7941
  surname: Sen
  fullname: Sen, Ceylan
  email: ceylan.sen@yobu.edu.tr
  organization: Yozgat Bozok University Department of Primary Education, Faculty of Education, Yozgat, Turkey
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  givenname: Zeynep Sonay
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  givenname: Seyit Ahmet
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  email: akiray@erbakan.edu.tr
  organization: Necmettin Erbakan University, Department of Elementary Science Education, Faculty of Education, Konya, Turkey
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Cites_doi 10.1002/j.2168-9830.2005.tb00832.x
10.1080/02783193.2014.884198
10.1007/978-981-13-6528-7_13
10.1177/0016986216673712
10.4219/jeg-2009-857
10.4219/gct-2000-752
10.1504/IJLT.2015.069453
10.1186/s40594-020-00236-1
10.1145/1592761.1592779
10.1007/s10798-020-09562-5
10.1002/tea.20040
10.1111/nyas.13165
10.1186/s40594-020-00258-9
10.3102/0013189X12463051
10.1007/s10798-010-9114-8
10.1016/j.intell.2013.12.001
10.1207/S15327809JLS0903_2
10.1016/j.chb.2017.01.005
10.1145/1118178.1118215
10.1002/j.2168-9830.2005.tb00831.x
10.1177/0016986217722614
10.4219/gct-2006-189
10.1007/s10798-010-9142-4
10.1145/1929887.1929905
10.1002/j.2168-9830.2008.tb00985.x
10.1002/j.2168-9830.2007.tb00945.x
10.1007/s10956-014-9498-4
10.1177/0016986208321810
10.1111/j.1949-8594.2011.00107.x
10.7468/jksmec.2013.16.1.035
10.1016/j.robot.2015.05.013
10.14697/jkase.2013.33.1.001
10.1111/jcal.12070
10.1002/j.2168-9830.2008.tb00955.x
10.1145/2994591
10.1080/10668926.2016.1222506
10.1177/1076217516675903
10.1111/j.1949-8594.2005.tb18047.x
10.1145/1516046.1516054
10.1093/itnow/bwv111
10.1080/00405841.2014.862117
10.3102/0002831214549448
10.1145/1839676.1839686
10.1177/0016986217702215
10.1002/jee.20026
10.1177/0162353217701022
10.1016/j.stueduc.2016.05.001
10.1177/1932202X14533799
10.1186/s41029-019-0047-6
10.1016/j.intell.2018.06.008
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Keywords Engineering design process
Integrated STEM
Gifted and talented students
Computational thinking skills
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References Atman, Adams, Cardella, Turns, Mosborg, Saleem (bib0004) 2007; 96
Kules (bib0047) 2016
Pólya (bib0064) 2004
Standl (bib0076) 2016
Shadduck (bib0070) 2017; 41
National Research Council (bib0061) 2011
Morrison (bib0056) 2006
National Research Council & National Academy of Engineering (bib0058) 2009
VanTassel-Baska (bib0085) 2008
Brown, Joerg (bib0009) 2018; 7
Cross, Cassady, Dixon, Adams (bib0017) 2008; 52
ISTE (2015). CT leadership toolkit. Retrieved from
Stoeger, Hopp, Ziegler (bib0078) 2017; 61
Shim, Kim (bib0072) 2005; 25
Wing (bib0092) 2008; 366
.
Cooper, Pe´rez, Rainey (bib0015) 2010; 53
Mann, Mann (bib0051) 2017
Steenbergen-Hu, Olszewski-Kubilius (bib0077) 2017; 40
Robinson, Dailey, Hughes, Cotabish (bib0067) 2014; 25
Lee, Baek, Lee. (bib0048) 2013; 16
Barr, Stephenson (bib0005) 2011; 2
Brophy, Klein, Portsmore, Rogers (bib0008) 2008; 97
Carlson, Sullivan (bib0012) 2004; 20
Hynes (bib0038) 2012; 22
Andersen (bib0002) 2014; 36
Moore, Smith (bib0055) 2014; 15
Hmelo, Douglas, Kolodner (bib0036) 2000; 9
Choi (bib0013) 2014; 53
Trilling, Fadel (bib0081) 2009
Dym, Agogino, Eris, Frey, Leifer (bib0021) 2005
Wing (bib0091) 2006; 49
Keith, K., Sullivan, F., & Pham, D. (2019). Roles, collaboration, and the development of computational thinking in a robotics learning environment. In S. C. Kong & H. Abelson (Eds.), Computational thinking education (pp. 223–245). Singapore: Springer. doi: 10.1007/978-981-13-6528-718.
Yin (bib0094) 2006
Korkmaz, Çakir, Özden (bib0046) 2017; 72
Berland, Steingut, Ko (bib0006) 2014; 23
Jang, Chung, Choi, Kim (bib0042) 2013; 33
Denning (bib0018) 2009; 52
Lou, Shih, Diez, Tseng (bib0050) 2011; 21
Renzulli, Koehler, Fogarty (bib0065) 2006; 29
Vallance, Martin, Naamani (bib0083) 2015; 10
Miedijensky, Tal (bib0054) 2016; 50
Stake (bib97) 1995
Welch, Huffman (bib0088) 2011; 111
Dorie, Cardella, Svarovsky (bib0019) 2014
International Technology Education Association (bib0040) 2000
Bybee (bib0010) 2013
Gotlieb, Hyde, Immordino-Yang, Kaufman (bib0030) 2016; 1377
Shaunessy (bib0071) 2000; 23
Wendell, Wright, Paugh (bib0090) 2015
Miles, Huberman (bib96) 1994
Vallance, Towndrow (bib0084) 2018
Walsh (bib0087) 2014
Ehsan, H., Rehmat, A.P., .& Cardella, M.E. (.2020). Computational thinking embedded in engineering design: Capturing computational thinking of children in an informal engineering design activity.
Adams, Chamberlin, Gavin, Schultz, Sheffield, Subotnik (bib0001) 2008
NGSS Lead States (2013). Next generation science standards: For states, by states. Washington, DC: National Academies Press.
Frykholm, Glasson (bib0027) 2005; 105
Foundation for Critical Thinking (2015). Elements and standards learning tool. Retrieved from
Grover, Pea (bib0031) 2013; 42
Fusco (bib0028) 2014
National Academy of Engineering (bib0057) 2005
Roman (bib0068) 2012
Noh, Choi (bib0063) 2017; 37
Tofel-Grehl, Callahan (bib0080) 2017; 61
Hinton (bib0035) 2017
Hockett (bib0037) 2009; 32
sfvrsn¼4.
Lin, Wu, Hsu, Williams (bib0049) 2021; 8
National Research Council (bib0060) 2009
Callahan, Moon, Oh, Azano, Hailey (bib0011) 2015; 52
Song, Han, Shim (bib0075) 2017; 37
Thomas (bib0079) 2018; 69
Cross (bib0016) 2000
Ericsson (bib0024) 2014; 45
Drain (bib0020) 2008
Guilford (bib0032) 1959
Trna, Trnova (bib0082) 2015; 6
Kelley, Kelley (bib0045) 2013
Smith, Sheppard, Johnson, Johnson (bib0073) 2005; 94
Committee on Standards for K-12 Engineering (2010). Standards for K-12 engineering education? Washington, DC: The National Academies Press.
Wahono, Lin, Chang (bib0086) 2020; 7
Yadav, Stephenson, Hong (bib0093) 2017; 60
Han, Shim (bib0034) 2019; 5
Wendell, Rogers (bib0089) 2013; 102
Yoon, Mann (bib0095) 2017; 61
Hynes, M., Portsmore, M., Dare, E., Milto, E., Rogers, C., & Hammer, D. (2011). Infusing engineering design into high school STEM courses. Retrieved from
Snalune (bib0074) 2015; 57
Futschek (bib0029) 2006
Katai (bib0043) 2014; 31
1–24. doi: 10.1007/s10798-020-09562-5.
Schroth, Helfer (bib0069) 2017; 40
Mehalik, Doppelt, Schunn (bib0052) 2008; 97
Fortus, Dershimer, Krajcik, Marx, Mamlok-Naaman (bib0025) 2004; 41
Gura, M. (2011). Getting started with LEGO robotics: A guide for K-12 educators. Retrieved from
Resnick, Silverman, Kafai, Maloney, Monroy-Herna´ndez, Rusk (bib0066) 2009; 52
Eguchi (bib0022) 2016; 75
Brennan, Resnick (bib0007) 2012
Meyrick (bib0053) 2011; 14
Atman (10.1016/j.tsc.2021.100931_bib0004) 2007; 96
Lee (10.1016/j.tsc.2021.100931_bib0048) 2013; 16
Fortus (10.1016/j.tsc.2021.100931_bib0025) 2004; 41
Schroth (10.1016/j.tsc.2021.100931_bib0069) 2017; 40
Denning (10.1016/j.tsc.2021.100931_bib0018) 2009; 52
Mehalik (10.1016/j.tsc.2021.100931_bib0052) 2008; 97
10.1016/j.tsc.2021.100931_bib0041
Moore (10.1016/j.tsc.2021.100931_bib0055) 2014; 15
Gotlieb (10.1016/j.tsc.2021.100931_bib0030) 2016; 1377
Hmelo (10.1016/j.tsc.2021.100931_bib0036) 2000; 9
Steenbergen-Hu (10.1016/j.tsc.2021.100931_bib0077) 2017; 40
10.1016/j.tsc.2021.100931_bib0044
Pólya (10.1016/j.tsc.2021.100931_bib0064) 2004
Dorie (10.1016/j.tsc.2021.100931_bib0019) 2014
Smith (10.1016/j.tsc.2021.100931_bib0073) 2005; 94
Adams (10.1016/j.tsc.2021.100931_bib0001) 2008
Miedijensky (10.1016/j.tsc.2021.100931_bib0054) 2016; 50
Vallance (10.1016/j.tsc.2021.100931_bib0084) 2018
Andersen (10.1016/j.tsc.2021.100931_bib0002) 2014; 36
Walsh (10.1016/j.tsc.2021.100931_bib0087) 2014
Wing (10.1016/j.tsc.2021.100931_bib0092) 2008; 366
Fusco (10.1016/j.tsc.2021.100931_bib0028) 2014
Yadav (10.1016/j.tsc.2021.100931_bib0093) 2017; 60
Carlson (10.1016/j.tsc.2021.100931_bib0012) 2004; 20
National Academy of Engineering (10.1016/j.tsc.2021.100931_bib0057) 2005
Callahan (10.1016/j.tsc.2021.100931_bib0011) 2015; 52
Yoon (10.1016/j.tsc.2021.100931_bib0095) 2017; 61
Roman (10.1016/j.tsc.2021.100931_bib0068) 2012
Welch (10.1016/j.tsc.2021.100931_bib0088) 2011; 111
Eguchi (10.1016/j.tsc.2021.100931_bib0022) 2016; 75
Kules (10.1016/j.tsc.2021.100931_bib0047) 2016
Barr (10.1016/j.tsc.2021.100931_bib0005) 2011; 2
VanTassel-Baska (10.1016/j.tsc.2021.100931_bib0085) 2008
Wendell (10.1016/j.tsc.2021.100931_bib0089) 2013; 102
10.1016/j.tsc.2021.100931_bib0014
Lin (10.1016/j.tsc.2021.100931_bib0049) 2021; 8
Stake (10.1016/j.tsc.2021.100931_bib97) 1995
Trilling (10.1016/j.tsc.2021.100931_bib0081) 2009
Katai (10.1016/j.tsc.2021.100931_bib0043) 2014; 31
Drain (10.1016/j.tsc.2021.100931_bib0020) 2008
Morrison (10.1016/j.tsc.2021.100931_bib0056) 2006
Robinson (10.1016/j.tsc.2021.100931_bib0067) 2014; 25
Stoeger (10.1016/j.tsc.2021.100931_bib0078) 2017; 61
Grover (10.1016/j.tsc.2021.100931_bib0031) 2013; 42
Meyrick (10.1016/j.tsc.2021.100931_bib0053) 2011; 14
National Research Council (10.1016/j.tsc.2021.100931_bib0061) 2011
Brown (10.1016/j.tsc.2021.100931_bib0009) 2018; 7
Noh (10.1016/j.tsc.2021.100931_bib0063) 2017; 37
Shim (10.1016/j.tsc.2021.100931_bib0072) 2005; 25
Yin (10.1016/j.tsc.2021.100931_bib0094) 2006
10.1016/j.tsc.2021.100931_bib0062
Han (10.1016/j.tsc.2021.100931_bib0034) 2019; 5
10.1016/j.tsc.2021.100931_bib0023
Lou (10.1016/j.tsc.2021.100931_bib0050) 2011; 21
Song (10.1016/j.tsc.2021.100931_bib0075) 2017; 37
10.1016/j.tsc.2021.100931_bib0026
Miles (10.1016/j.tsc.2021.100931_bib96) 1994
Hinton (10.1016/j.tsc.2021.100931_bib0035) 2017
Berland (10.1016/j.tsc.2021.100931_bib0006) 2014; 23
Shadduck (10.1016/j.tsc.2021.100931_bib0070) 2017; 41
Snalune (10.1016/j.tsc.2021.100931_bib0074) 2015; 57
Hynes (10.1016/j.tsc.2021.100931_bib0038) 2012; 22
Frykholm (10.1016/j.tsc.2021.100931_bib0027) 2005; 105
Wendell (10.1016/j.tsc.2021.100931_bib0090) 2015
Cooper (10.1016/j.tsc.2021.100931_bib0015) 2010; 53
Cross (10.1016/j.tsc.2021.100931_bib0016) 2000
Hockett (10.1016/j.tsc.2021.100931_bib0037) 2009; 32
Brennan (10.1016/j.tsc.2021.100931_bib0007) 2012
Futschek (10.1016/j.tsc.2021.100931_bib0029) 2006
Resnick (10.1016/j.tsc.2021.100931_bib0066) 2009; 52
Renzulli (10.1016/j.tsc.2021.100931_bib0065) 2006; 29
Bybee (10.1016/j.tsc.2021.100931_bib0010) 2013
Kelley (10.1016/j.tsc.2021.100931_bib0045) 2013
10.1016/j.tsc.2021.100931_bib0033
Wing (10.1016/j.tsc.2021.100931_bib0091) 2006; 49
Tofel-Grehl (10.1016/j.tsc.2021.100931_bib0080) 2017; 61
Cross (10.1016/j.tsc.2021.100931_bib0017) 2008; 52
Dym (10.1016/j.tsc.2021.100931_bib0021) 2005
International Technology Education Association (10.1016/j.tsc.2021.100931_bib0040) 2000
Mann (10.1016/j.tsc.2021.100931_bib0051) 2017
Standl (10.1016/j.tsc.2021.100931_bib0076) 2016
10.1016/j.tsc.2021.100931_bib0039
Korkmaz (10.1016/j.tsc.2021.100931_bib0046) 2017; 72
National Research Council & National Academy of Engineering (10.1016/j.tsc.2021.100931_bib0058) 2009
Choi (10.1016/j.tsc.2021.100931_bib0013) 2014; 53
Wahono (10.1016/j.tsc.2021.100931_bib0086) 2020; 7
Vallance (10.1016/j.tsc.2021.100931_bib0083) 2015; 10
Jang (10.1016/j.tsc.2021.100931_bib0042) 2013; 33
Shaunessy (10.1016/j.tsc.2021.100931_bib0071) 2000; 23
Thomas (10.1016/j.tsc.2021.100931_bib0079) 2018; 69
Ericsson (10.1016/j.tsc.2021.100931_bib0024) 2014; 45
National Research Council (10.1016/j.tsc.2021.100931_bib0060) 2009
Guilford (10.1016/j.tsc.2021.100931_bib0032) 1959
Brophy (10.1016/j.tsc.2021.100931_bib0008) 2008; 97
Trna (10.1016/j.tsc.2021.100931_bib0082) 2015; 6
References_xml – volume: 53
  start-page: 27
  year: 2010
  ident: bib0015
  article-title: K-12 computational learning
  publication-title: Communications of the ACM
– year: 2000
  ident: bib0016
  article-title: Engineering design method: Strategies for product design
– year: 2016
  ident: bib0047
  article-title: Computational thinking is critical thinking: Connecting to university discourse, goals, and learning outcomes
  publication-title: Proceedings of the association for information science and technology
– year: 2008
  ident: bib0001
  article-title: The stem promise: Recognizing and developing talent and expanding opportunities for promising students of science, technology, engineering and mathematics
– reference: Foundation for Critical Thinking (2015). Elements and standards learning tool. Retrieved from
– year: 2011
  ident: bib0061
  article-title: Successful K-12 stem education: Identifying effective approaches in science, technology, engineering, and mathematics
– year: 2015
  ident: bib0090
  article-title: Engineering design as disciplinary discourse: An exploration of language demands and resources among urban elementary students
  publication-title: Presented at the NARST, Chicago, IL
– volume: 97
  start-page: 369
  year: 2008
  end-page: 387
  ident: bib0008
  article-title: Advancing engineering education in P-12 classrooms
  publication-title: Journal of Engineering Education
– volume: 6
  start-page: 18
  year: 2015
  end-page: 27
  ident: bib0082
  article-title: Implementation of fostering giftedness in science teacher training
  publication-title: International Journal on New Trends in Education and Their Implications
– volume: 25
  start-page: 635
  year: 2005
  end-page: 641
  ident: bib0072
  article-title: Science gifted learning program: Research and education model
  publication-title: Journal of the Korean Association for Science Education
– reference: Hynes, M., Portsmore, M., Dare, E., Milto, E., Rogers, C., & Hammer, D. (2011). Infusing engineering design into high school STEM courses. Retrieved from
– start-page: 142
  year: 1959
  end-page: 161
  ident: bib0032
  article-title: Traits of creativity
  publication-title: Creativity and its cultivation
– year: 2014
  ident: bib0028
  article-title: Developing engineering and science process skills using design software in an elementary classroom
– volume: 50
  start-page: 1
  year: 2016
  end-page: 13
  ident: bib0054
  article-title: Reflection and assessment for learning in science enrichment courses for the gifted
  publication-title: Studies in Educational Evaluation
– volume: 69
  start-page: 200
  year: 2018
  end-page: 212
  ident: bib0079
  article-title: A neurocomputational model of developmental trajectories of gifted children under a polygenic model: When are gifted children held back by poor environments?
  publication-title: Intelligence
– reference: NGSS Lead States (2013). Next generation science standards: For states, by states. Washington, DC: National Academies Press.
– volume: 366
  start-page: 3717
  year: 2008
  end-page: 3725
  ident: bib0092
  article-title: Computational thinking and thinking about computing
  publication-title: Philosophical Transactions of the Royal Society of London A: Mathematical, Physical and Engineering Sciences
– volume: 102
  start-page: 513
  year: 2013
  end-page: 540
  ident: bib0089
  article-title: Engineering design-based science, science content performance, and science attitudes in elementary school
  publication-title: Journal of Engineering Education
– volume: 49
  start-page: 33
  year: 2006
  end-page: 35
  ident: bib0091
  article-title: Computational thinking
  publication-title: Communications of the ACM
– year: 2012
  ident: bib0007
  article-title: New frameworks for studying and assessing the development of computational thinking
– volume: 31
  start-page: 287
  year: 2014
  end-page: 299
  ident: bib0043
  article-title: The challenge of promoting algorithmic thinking of both sciences- and humanitiesoriented learners
  publication-title: Journal of Computer Assisted Learning
– volume: 52
  start-page: 60
  year: 2009
  ident: bib0066
  article-title: Scratch
  publication-title: Communications of the ACM
– volume: 37
  start-page: 835
  year: 2017
  end-page: 846
  ident: bib0075
  article-title: A study on perceptions of scientifically gifted middle school students about engineering design process
  publication-title: Journal of The Korean Association for Science Education
– year: 2016
  ident: bib0076
  article-title: A case study on cooperative problem solving processes in small 9th grade student groups
  publication-title: IEEE global engineering education conference (EDUCON), Abu Dhabi
– volume: 10
  start-page: 30
  year: 2015
  end-page: 49
  ident: bib0083
  article-title: A situation that we had never imagined: Post-Fukushima virtual collaborations for determining robot task metrics
  publication-title: International Journal of Learning Technology
– reference: , 1–24. doi: 10.1007/s10798-020-09562-5.
– reference: Ehsan, H., Rehmat, A.P., .& Cardella, M.E. (.2020). Computational thinking embedded in engineering design: Capturing computational thinking of children in an informal engineering design activity.
– volume: 57
  start-page: 58
  year: 2015
  end-page: 59
  ident: bib0074
  article-title: The benefits of computational thinking
  publication-title: ITNOW
– volume: 1377
  start-page: 22
  year: 2016
  end-page: 31
  ident: bib0030
  article-title: Cultivating the social-emotional imagination in gifted education: Insights from educational neuroscience
  publication-title: Annals of the New York Academy of Sciences
– volume: 16
  start-page: 35
  year: 2013
  end-page: 55
  ident: bib0048
  article-title: The development and the effects of educational program applied on STEAM for the mathematical prodigy
  publication-title: Education of Primary School Mathematics
– reference: Keith, K., Sullivan, F., & Pham, D. (2019). Roles, collaboration, and the development of computational thinking in a robotics learning environment. In S. C. Kong & H. Abelson (Eds.), Computational thinking education (pp. 223–245). Singapore: Springer. doi: 10.1007/978-981-13-6528-718.
– year: 2004
  ident: bib0064
  article-title: How to solve it: A new aspect of mathematical method
– volume: 40
  start-page: 14
  year: 2017
  end-page: 28
  ident: bib0069
  article-title: Gifted & Green: Sustainability/environmental science investigations that promote gifted children's learning
  publication-title: Gifted Child Today
– year: 2014
  ident: bib0019
  article-title: Capturing the design thinking of young children interacting with a parent
  publication-title: Indianapolis, IN: Paper presented at the 121st SEE annual conference and exposition
– volume: 36
  start-page: 114
  year: 2014
  end-page: 121
  ident: bib0002
  article-title: Visual–spatial ability: Important in STEM, ignored in gifted education
  publication-title: Roeper Review
– year: 1995
  ident: bib97
  publication-title: The art of case study research.
– volume: 22
  start-page: 345
  year: 2012
  end-page: 360
  ident: bib0038
  article-title: Middle-school teachers’ understanding and teaching of the engineering design process: A look at subject matter and pedagogical content knowledge
  publication-title: International Journal of Technology and Design Education
– year: 2006
  ident: bib0056
  article-title: TIES stem education monograph series, attributes of stem education
– volume: 52
  start-page: 28
  year: 2009
  ident: bib0018
  article-title: The profession of IT beyond computational thinking
  publication-title: Communications of the ACM
– year: 2009
  ident: bib0060
  article-title: Engineering in K-12 education: Understanding the status and improving the prospects
– volume: 61
  start-page: 239
  year: 2017
  end-page: 249
  ident: bib0078
  article-title: Online mentoring as an extracurricular measure to encourage talented girls in STEM (science, technology, engineering, and mathematics): An empirical study of one-on-one versus group mentoring
  publication-title: Gifted Child Quarterly
– volume: 97
  start-page: 71
  year: 2008
  end-page: 85
  ident: bib0052
  article-title: Middle-school science through design-based learning versus scripted inquiry: Better overall science concept learning and equity gap reduction
  publication-title: Journal of Engineering Education
– volume: 20
  start-page: 372
  year: 2004
  end-page: 380
  ident: bib0012
  article-title: Exploiting design to inspire interest in engineering across the K–16 engineering curriculum
  publication-title: International Journal of Engineering Education
– year: 2013
  ident: bib0010
  article-title: The case of stem education: Challenges and opportunities
– volume: 33
  start-page: 1
  year: 2013
  end-page: 16
  ident: bib0042
  article-title: Exploring the characteristics of science gifted students’ task commitment
  publication-title: Journal of the Korean Association for Science Education
– volume: 60
  start-page: 55
  year: 2017
  end-page: 62
  ident: bib0093
  article-title: Computational thinking for teacher education
  publication-title: Communications of the ACM
– volume: 32
  start-page: 394
  year: 2009
  end-page: 440
  ident: bib0037
  article-title: Curriculum for highly able learners that conforms to general education and gifted education quality indicators
  publication-title: Journal for the Education of the Gifted
– year: 2012
  ident: bib0068
  article-title: STEM-a powerful approach to real-world problem solving for gifted and talented students in middle and high school grades
– year: 2000
  ident: bib0040
  article-title: Standards for technological literacy: Content for the study of technology
– volume: 23
  start-page: 705
  year: 2014
  end-page: 720
  ident: bib0006
  article-title: High school student perceptions of the utility of the engineering design process: Creating opportunities to engage in engineering practices and apply math and science content
  publication-title: Journal of Science Education and Technology
– volume: 41
  start-page: 1081
  year: 2004
  end-page: 1110
  ident: bib0025
  article-title: Design-based science and student learning
  publication-title: Journal of Research in Science Teaching
– year: 1994
  ident: bib96
  publication-title: Qualitative data analysis: An expended sourcebook.
– year: 2009
  ident: bib0058
  article-title: Engineering in K-12 education: Understanding the status and improving the prospects
– volume: 75
  start-page: 692
  year: 2016
  end-page: 699
  ident: bib0022
  article-title: RoboCupJunior for promoting STEM education, 21st century skills, and technological advancement through robotics competition
  publication-title: Robotics and Autonomous Systems
– volume: 14
  start-page: 1
  year: 2011
  end-page: 6
  ident: bib0053
  article-title: How STEM education improves student learning
  publication-title: Meridian K-12 School Computer Technologies Journal
– start-page: 301
  year: 2018
  end-page: 325
  ident: bib0084
  article-title: Mapping computational thinking for a transformative pedagogy
  publication-title: Computational thinking in the stem disciplines
– start-page: 1
  year: 2008
  end-page: 17
  ident: bib0085
  article-title: An overview of alternative assessment measures for gifted learners and the issues that surround their use
  publication-title: Alternative assessments with gifted and talented students
– volume: 23
  start-page: 14
  year: 2000
  end-page: 21
  ident: bib0071
  article-title: Techniques questioning in the gifted classroom?
  publication-title: Gifted Child Today
– reference: Committee on Standards for K-12 Engineering (2010). Standards for K-12 engineering education? Washington, DC: The National Academies Press.
– volume: 5
  start-page: 1
  year: 2019
  end-page: 18
  ident: bib0034
  article-title: Development of an engineering design process-based teaching and learning model for scientifically gifted students at the Science Education Institute for the Gifted in South Korea
  publication-title: Asia-Pacific Science Education
– volume: 53
  start-page: 25
  year: 2014
  end-page: 32
  ident: bib0013
  article-title: Opportunities to explore for gifted STEM students in Korea: From admissions criteria to curriculum
  publication-title: Theory into Practice
– volume: 45
  start-page: 81
  year: 2014
  end-page: 103
  ident: bib0024
  article-title: Why expert performance is special and cannot be extrapolated from studies of performance in the general population: A response to criticisms
  publication-title: Intelligence
– volume: 41
  start-page: 719
  year: 2017
  end-page: 732
  ident: bib0070
  article-title: Comprehensive Cocurricular support promotes persistence of community college STEM students
  publication-title: Community College Journal of Research and Practice
– volume: 21
  start-page: 195
  year: 2011
  end-page: 215
  ident: bib0050
  article-title: The impact of problem-based learning strategies on STEM knowledge integration and attitudes: An exploratory study among female Taiwanese senior high school students
  publication-title: International Journal of Technology and Design Education
– year: 2005
  ident: bib0057
  article-title: Educating the engineer of 2020: Adapting engineering education to the new century
– year: 2013
  ident: bib0045
  article-title: Creative confidence: Unleashing the creative potential within us all
– volume: 72
  start-page: 558
  year: 2017
  end-page: 569
  ident: bib0046
  article-title: Avalidity and reliability study of the Computational Thinking Scales (CTS)
  publication-title: Computers in Human Behavior
– volume: 7
  start-page: 12
  year: 2018
  end-page: 14
  ident: bib0009
  article-title: How to discuss books with your kids (Even when you haven't read them!)
  publication-title: Parenting for High Potential
– reference: sfvrsn¼4.
– volume: 61
  start-page: 313
  year: 2017
  end-page: 327
  ident: bib0095
  article-title: Exploring the spatial ability of undergraduate students: Association with gender, STEM majors, and gifted program membership
  publication-title: Gifted Child Quarterly
– year: 2009
  ident: bib0081
  article-title: 21st century skills: Learning for life in our times
– volume: 94
  start-page: 87
  year: 2005
  end-page: 101
  ident: bib0073
  article-title: Pedagogies of engagement. Classroom-based practices
  publication-title: Journal of Engineering Education
– volume: 52
  start-page: 137
  year: 2015
  end-page: 167
  ident: bib0011
  article-title: What works in gifted education: Documenting the effects of an integrated curricular/instructional model for gifted students
  publication-title: American Educational Research Journal
– volume: 9
  start-page: 247
  year: 2000
  end-page: 298
  ident: bib0036
  article-title: Designing to learn complex systems
  publication-title: Journal of the Learning Sciences
– volume: 8
  start-page: 1
  year: 2021
  end-page: 15
  ident: bib0049
  article-title: Effects of infusing the engineering design process into STEM project-based learning to develop preservice technology teachers’ engineering design thinking
  publication-title: International Journal of STEM Education
– volume: 37
  start-page: 383
  year: 2017
  end-page: 393
  ident: bib0063
  article-title: An analysis of the interpersonal competence of science-gifted students in school and science gifted education institutes
  publication-title: Journal of the Korean Association for Science Education
– year: 2008
  ident: bib0020
  article-title: Teachers' attitudes and practices toward differentiating for gifted learners in K-5 general education classrooms
– year: 2017
  ident: bib0035
  article-title: An exploratory study of a robotics educational platform on STEM career interests in middle school students
– volume: 111
  start-page: 416
  year: 2011
  end-page: 424
  ident: bib0088
  article-title: The effect of robotics competitions on high school students' attitudes toward science
  publication-title: School Science & Mathematics
– volume: 29
  start-page: 14
  year: 2006
  end-page: 24
  ident: bib0065
  article-title: Operation Houndstooth intervention: Social capital in today's schools
  publication-title: Gifted Child Today
– volume: 40
  start-page: 99
  year: 2017
  end-page: 134
  ident: bib0077
  article-title: Factors that contributed to gifted students’ success on stem pathways: The role of race, personal interests, and aspects of high school experience
  publication-title: Journal for the Education of the Gifted
– volume: 15
  start-page: 5
  year: 2014
  end-page: 10
  ident: bib0055
  article-title: Advancing the state of the art of STEM integration
  publication-title: Journal of STEM Education: Innovations & Research
– volume: 52
  start-page: 326
  year: 2008
  end-page: 339
  ident: bib0017
  article-title: The psychology of gifted adolescents as measured by the MMPI-A
  publication-title: Gifted Child Quarterly
– volume: 105
  start-page: 127
  year: 2005
  end-page: 141
  ident: bib0027
  article-title: Connecting science and mathematics instruction: Pedagogical context knowledge for teachers
  publication-title: School Science and Mathematics
– volume: 61
  start-page: 40
  year: 2017
  end-page: 51
  ident: bib0080
  article-title: STEM high schools teachers’ belief regarding STEM student giftedness
  publication-title: Gifted Child Quarterly
– start-page: 103
  year: 2005
  end-page: 120
  ident: bib0021
  article-title: Engineering design thinking, teaching, and learning
  publication-title: Journal of Engineering Education
– reference: ISTE (2015). CT leadership toolkit. Retrieved from
– volume: 96
  start-page: 359
  year: 2007
  end-page: 379
  ident: bib0004
  article-title: Engineering design processes: A comparison of students and expert practitioners
  publication-title: Journal of Engineering Education
– volume: 2
  start-page: 48
  year: 2011
  ident: bib0005
  article-title: Bringing computational thinking to K-12
  publication-title: ACM Inroads
– volume: 25
  start-page: 189
  year: 2014
  end-page: 213
  ident: bib0067
  article-title: The effects of a science-focused STEM intervention on gifted elementary students’ science knowledge and skills
  publication-title: Journal of Advanced Academics
– start-page: 33
  year: 2017
  end-page: 44
  ident: bib0051
  article-title: Engineering design and gifted pedagogy
  publication-title: Engineering instruction for high-ability learners in K-8 classrooms
– reference: .
– start-page: 111
  year: 2006
  end-page: 122
  ident: bib0094
  article-title: Case study methods
  publication-title: Handbook of complementary methods in education research
– reference: Gura, M. (2011). Getting started with LEGO robotics: A guide for K-12 educators. Retrieved from
– volume: 42
  start-page: 38
  year: 2013
  end-page: 43
  ident: bib0031
  article-title: Computational thinking in K-12 a review of the state of the field
  publication-title: Educational Researcher
– year: 2014
  ident: bib0087
  article-title: Life in school
– volume: 7
  start-page: 36
  year: 2020
  ident: bib0086
  article-title: Evidence of STEM enactment effectiveness in Asian student learning outcomes
  publication-title: International Journal of STEM Education
– start-page: 159
  year: 2006
  end-page: 168
  ident: bib0029
  article-title: Algorithmic thinking: The key for understanding computer science
  publication-title: International conference on informatics in secondary schools-evolution and perspectives
– year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0058
– start-page: 103
  year: 2005
  ident: 10.1016/j.tsc.2021.100931_bib0021
  article-title: Engineering design thinking, teaching, and learning
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2005.tb00832.x
– year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0001
– ident: 10.1016/j.tsc.2021.100931_bib0026
– volume: 36
  start-page: 114
  issue: 2
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0002
  article-title: Visual–spatial ability: Important in STEM, ignored in gifted education
  publication-title: Roeper Review
  doi: 10.1080/02783193.2014.884198
– ident: 10.1016/j.tsc.2021.100931_bib0044
  doi: 10.1007/978-981-13-6528-7_13
– volume: 61
  start-page: 40
  issue: 1
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0080
  article-title: STEM high schools teachers’ belief regarding STEM student giftedness
  publication-title: Gifted Child Quarterly
  doi: 10.1177/0016986216673712
– ident: 10.1016/j.tsc.2021.100931_bib0041
– year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0087
– volume: 20
  start-page: 372
  issue: 3
  year: 2004
  ident: 10.1016/j.tsc.2021.100931_bib0012
  article-title: Exploiting design to inspire interest in engineering across the K–16 engineering curriculum
  publication-title: International Journal of Engineering Education
– year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0081
– volume: 32
  start-page: 394
  issue: 3
  year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0037
  article-title: Curriculum for highly able learners that conforms to general education and gifted education quality indicators
  publication-title: Journal for the Education of the Gifted
  doi: 10.4219/jeg-2009-857
– volume: 23
  start-page: 14
  issue: 5
  year: 2000
  ident: 10.1016/j.tsc.2021.100931_bib0071
  article-title: Techniques questioning in the gifted classroom?
  publication-title: Gifted Child Today
  doi: 10.4219/gct-2000-752
– volume: 10
  start-page: 30
  issue: 1
  year: 2015
  ident: 10.1016/j.tsc.2021.100931_bib0083
  article-title: A situation that we had never imagined: Post-Fukushima virtual collaborations for determining robot task metrics
  publication-title: International Journal of Learning Technology
  doi: 10.1504/IJLT.2015.069453
– volume: 7
  start-page: 36
  year: 2020
  ident: 10.1016/j.tsc.2021.100931_bib0086
  article-title: Evidence of STEM enactment effectiveness in Asian student learning outcomes
  publication-title: International Journal of STEM Education
  doi: 10.1186/s40594-020-00236-1
– volume: 52
  start-page: 60
  issue: 11
  year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0066
  article-title: Scratch
  publication-title: Communications of the ACM
  doi: 10.1145/1592761.1592779
– volume: 37
  start-page: 835
  issue: 5
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0075
  article-title: A study on perceptions of scientifically gifted middle school students about engineering design process
  publication-title: Journal of The Korean Association for Science Education
– ident: 10.1016/j.tsc.2021.100931_bib0023
  doi: 10.1007/s10798-020-09562-5
– volume: 41
  start-page: 1081
  issue: 10
  year: 2004
  ident: 10.1016/j.tsc.2021.100931_bib0025
  article-title: Design-based science and student learning
  publication-title: Journal of Research in Science Teaching
  doi: 10.1002/tea.20040
– volume: 6
  start-page: 18
  issue: 3
  year: 2015
  ident: 10.1016/j.tsc.2021.100931_bib0082
  article-title: Implementation of fostering giftedness in science teacher training
  publication-title: International Journal on New Trends in Education and Their Implications
– volume: 1377
  start-page: 22
  issue: 1
  year: 2016
  ident: 10.1016/j.tsc.2021.100931_bib0030
  article-title: Cultivating the social-emotional imagination in gifted education: Insights from educational neuroscience
  publication-title: Annals of the New York Academy of Sciences
  doi: 10.1111/nyas.13165
– volume: 8
  start-page: 1
  issue: 1
  year: 2021
  ident: 10.1016/j.tsc.2021.100931_bib0049
  article-title: Effects of infusing the engineering design process into STEM project-based learning to develop preservice technology teachers’ engineering design thinking
  publication-title: International Journal of STEM Education
  doi: 10.1186/s40594-020-00258-9
– volume: 42
  start-page: 38
  issue: 1
  year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0031
  article-title: Computational thinking in K-12 a review of the state of the field
  publication-title: Educational Researcher
  doi: 10.3102/0013189X12463051
– start-page: 301
  year: 2018
  ident: 10.1016/j.tsc.2021.100931_bib0084
  article-title: Mapping computational thinking for a transformative pedagogy
– volume: 21
  start-page: 195
  issue: 2
  year: 2011
  ident: 10.1016/j.tsc.2021.100931_bib0050
  article-title: The impact of problem-based learning strategies on STEM knowledge integration and attitudes: An exploratory study among female Taiwanese senior high school students
  publication-title: International Journal of Technology and Design Education
  doi: 10.1007/s10798-010-9114-8
– volume: 45
  start-page: 81
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0024
  article-title: Why expert performance is special and cannot be extrapolated from studies of performance in the general population: A response to criticisms
  publication-title: Intelligence
  doi: 10.1016/j.intell.2013.12.001
– year: 2016
  ident: 10.1016/j.tsc.2021.100931_bib0076
  article-title: A case study on cooperative problem solving processes in small 9th grade student groups
– year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0010
– volume: 14
  start-page: 1
  issue: 1
  year: 2011
  ident: 10.1016/j.tsc.2021.100931_bib0053
  article-title: How STEM education improves student learning
  publication-title: Meridian K-12 School Computer Technologies Journal
– volume: 9
  start-page: 247
  issue: 3
  year: 2000
  ident: 10.1016/j.tsc.2021.100931_bib0036
  article-title: Designing to learn complex systems
  publication-title: Journal of the Learning Sciences
  doi: 10.1207/S15327809JLS0903_2
– year: 2000
  ident: 10.1016/j.tsc.2021.100931_bib0040
– year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0020
– volume: 72
  start-page: 558
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0046
  article-title: Avalidity and reliability study of the Computational Thinking Scales (CTS)
  publication-title: Computers in Human Behavior
  doi: 10.1016/j.chb.2017.01.005
– ident: 10.1016/j.tsc.2021.100931_bib0014
– volume: 49
  start-page: 33
  issue: 3
  year: 2006
  ident: 10.1016/j.tsc.2021.100931_bib0091
  article-title: Computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1118178.1118215
– start-page: 159
  year: 2006
  ident: 10.1016/j.tsc.2021.100931_bib0029
  article-title: Algorithmic thinking: The key for understanding computer science
– volume: 94
  start-page: 87
  issue: 1
  year: 2005
  ident: 10.1016/j.tsc.2021.100931_bib0073
  article-title: Pedagogies of engagement. Classroom-based practices
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2005.tb00831.x
– volume: 61
  start-page: 313
  issue: 4
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0095
  article-title: Exploring the spatial ability of undergraduate students: Association with gender, STEM majors, and gifted program membership
  publication-title: Gifted Child Quarterly
  doi: 10.1177/0016986217722614
– volume: 29
  start-page: 14
  issue: 1
  year: 2006
  ident: 10.1016/j.tsc.2021.100931_bib0065
  article-title: Operation Houndstooth intervention: Social capital in today's schools
  publication-title: Gifted Child Today
  doi: 10.4219/gct-2006-189
– volume: 25
  start-page: 635
  issue: 6
  year: 2005
  ident: 10.1016/j.tsc.2021.100931_bib0072
  article-title: Science gifted learning program: Research and education model
  publication-title: Journal of the Korean Association for Science Education
– ident: 10.1016/j.tsc.2021.100931_bib0039
– volume: 22
  start-page: 345
  issue: 3
  year: 2012
  ident: 10.1016/j.tsc.2021.100931_bib0038
  article-title: Middle-school teachers’ understanding and teaching of the engineering design process: A look at subject matter and pedagogical content knowledge
  publication-title: International Journal of Technology and Design Education
  doi: 10.1007/s10798-010-9142-4
– volume: 2
  start-page: 48
  issue: 1
  year: 2011
  ident: 10.1016/j.tsc.2021.100931_bib0005
  article-title: Bringing computational thinking to K-12
  publication-title: ACM Inroads
  doi: 10.1145/1929887.1929905
– year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0045
– year: 2012
  ident: 10.1016/j.tsc.2021.100931_bib0007
– volume: 97
  start-page: 369
  issue: 3
  year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0008
  article-title: Advancing engineering education in P-12 classrooms
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2008.tb00985.x
– volume: 96
  start-page: 359
  issue: 4
  year: 2007
  ident: 10.1016/j.tsc.2021.100931_bib0004
  article-title: Engineering design processes: A comparison of students and expert practitioners
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2007.tb00945.x
– volume: 37
  start-page: 383
  issue: 2
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0063
  article-title: An analysis of the interpersonal competence of science-gifted students in school and science gifted education institutes
  publication-title: Journal of the Korean Association for Science Education
– volume: 23
  start-page: 705
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0006
  article-title: High school student perceptions of the utility of the engineering design process: Creating opportunities to engage in engineering practices and apply math and science content
  publication-title: Journal of Science Education and Technology
  doi: 10.1007/s10956-014-9498-4
– volume: 52
  start-page: 326
  year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0017
  article-title: The psychology of gifted adolescents as measured by the MMPI-A
  publication-title: Gifted Child Quarterly
  doi: 10.1177/0016986208321810
– volume: 111
  start-page: 416
  issue: 8
  year: 2011
  ident: 10.1016/j.tsc.2021.100931_bib0088
  article-title: The effect of robotics competitions on high school students' attitudes toward science
  publication-title: School Science & Mathematics
  doi: 10.1111/j.1949-8594.2011.00107.x
– volume: 16
  start-page: 35
  issue: 1
  year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0048
  article-title: The development and the effects of educational program applied on STEAM for the mathematical prodigy
  publication-title: Education of Primary School Mathematics
  doi: 10.7468/jksmec.2013.16.1.035
– volume: 75
  start-page: 692
  year: 2016
  ident: 10.1016/j.tsc.2021.100931_bib0022
  article-title: RoboCupJunior for promoting STEM education, 21st century skills, and technological advancement through robotics competition
  publication-title: Robotics and Autonomous Systems
  doi: 10.1016/j.robot.2015.05.013
– volume: 33
  start-page: 1
  issue: 1
  year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0042
  article-title: Exploring the characteristics of science gifted students’ task commitment
  publication-title: Journal of the Korean Association for Science Education
  doi: 10.14697/jkase.2013.33.1.001
– volume: 31
  start-page: 287
  issue: 4
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0043
  article-title: The challenge of promoting algorithmic thinking of both sciences- and humanitiesoriented learners
  publication-title: Journal of Computer Assisted Learning
  doi: 10.1111/jcal.12070
– volume: 97
  start-page: 71
  issue: 1
  year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0052
  article-title: Middle-school science through design-based learning versus scripted inquiry: Better overall science concept learning and equity gap reduction
  publication-title: Journal of Engineering Education
  doi: 10.1002/j.2168-9830.2008.tb00955.x
– volume: 60
  start-page: 55
  issue: 4
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0093
  article-title: Computational thinking for teacher education
  publication-title: Communications of the ACM
  doi: 10.1145/2994591
– ident: 10.1016/j.tsc.2021.100931_bib0062
– year: 1994
  ident: 10.1016/j.tsc.2021.100931_bib96
– volume: 15
  start-page: 5
  issue: 1
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0055
  article-title: Advancing the state of the art of STEM integration
  publication-title: Journal of STEM Education: Innovations & Research
– volume: 41
  start-page: 719
  issue: 11
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0070
  article-title: Comprehensive Cocurricular support promotes persistence of community college STEM students
  publication-title: Community College Journal of Research and Practice
  doi: 10.1080/10668926.2016.1222506
– start-page: 142
  year: 1959
  ident: 10.1016/j.tsc.2021.100931_bib0032
  article-title: Traits of creativity
– volume: 40
  start-page: 14
  issue: 1
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0069
  article-title: Gifted & Green: Sustainability/environmental science investigations that promote gifted children's learning
  publication-title: Gifted Child Today
  doi: 10.1177/1076217516675903
– start-page: 111
  year: 2006
  ident: 10.1016/j.tsc.2021.100931_bib0094
  article-title: Case study methods
– year: 2016
  ident: 10.1016/j.tsc.2021.100931_bib0047
  article-title: Computational thinking is critical thinking: Connecting to university discourse, goals, and learning outcomes
– volume: 105
  start-page: 127
  issue: 3
  year: 2005
  ident: 10.1016/j.tsc.2021.100931_bib0027
  article-title: Connecting science and mathematics instruction: Pedagogical context knowledge for teachers
  publication-title: School Science and Mathematics
  doi: 10.1111/j.1949-8594.2005.tb18047.x
– volume: 52
  start-page: 28
  issue: 6
  year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0018
  article-title: The profession of IT beyond computational thinking
  publication-title: Communications of the ACM
  doi: 10.1145/1516046.1516054
– volume: 57
  start-page: 58
  issue: 4
  year: 2015
  ident: 10.1016/j.tsc.2021.100931_bib0074
  article-title: The benefits of computational thinking
  publication-title: ITNOW
  doi: 10.1093/itnow/bwv111
– volume: 53
  start-page: 25
  issue: 1
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0013
  article-title: Opportunities to explore for gifted STEM students in Korea: From admissions criteria to curriculum
  publication-title: Theory into Practice
  doi: 10.1080/00405841.2014.862117
– volume: 52
  start-page: 137
  issue: 1
  year: 2015
  ident: 10.1016/j.tsc.2021.100931_bib0011
  article-title: What works in gifted education: Documenting the effects of an integrated curricular/instructional model for gifted students
  publication-title: American Educational Research Journal
  doi: 10.3102/0002831214549448
– year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0035
– year: 2006
  ident: 10.1016/j.tsc.2021.100931_bib0056
– year: 2004
  ident: 10.1016/j.tsc.2021.100931_bib0064
– year: 1995
  ident: 10.1016/j.tsc.2021.100931_bib97
– volume: 53
  start-page: 27
  issue: 11
  year: 2010
  ident: 10.1016/j.tsc.2021.100931_bib0015
  article-title: K-12 computational learning
  publication-title: Communications of the ACM
  doi: 10.1145/1839676.1839686
– year: 2012
  ident: 10.1016/j.tsc.2021.100931_bib0068
– volume: 61
  start-page: 239
  issue: 3
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0078
  article-title: Online mentoring as an extracurricular measure to encourage talented girls in STEM (science, technology, engineering, and mathematics): An empirical study of one-on-one versus group mentoring
  publication-title: Gifted Child Quarterly
  doi: 10.1177/0016986217702215
– start-page: 33
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0051
  article-title: Engineering design and gifted pedagogy
– volume: 102
  start-page: 513
  issue: 4
  year: 2013
  ident: 10.1016/j.tsc.2021.100931_bib0089
  article-title: Engineering design-based science, science content performance, and science attitudes in elementary school
  publication-title: Journal of Engineering Education
  doi: 10.1002/jee.20026
– year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0019
  article-title: Capturing the design thinking of young children interacting with a parent
– volume: 40
  start-page: 99
  issue: 2
  year: 2017
  ident: 10.1016/j.tsc.2021.100931_bib0077
  article-title: Factors that contributed to gifted students’ success on stem pathways: The role of race, personal interests, and aspects of high school experience
  publication-title: Journal for the Education of the Gifted
  doi: 10.1177/0162353217701022
– volume: 7
  start-page: 12
  issue: 1
  year: 2018
  ident: 10.1016/j.tsc.2021.100931_bib0009
  article-title: How to discuss books with your kids (Even when you haven't read them!)
  publication-title: Parenting for High Potential
– year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0028
– ident: 10.1016/j.tsc.2021.100931_bib0033
– volume: 50
  start-page: 1
  year: 2016
  ident: 10.1016/j.tsc.2021.100931_bib0054
  article-title: Reflection and assessment for learning in science enrichment courses for the gifted
  publication-title: Studies in Educational Evaluation
  doi: 10.1016/j.stueduc.2016.05.001
– volume: 25
  start-page: 189
  issue: 3
  year: 2014
  ident: 10.1016/j.tsc.2021.100931_bib0067
  article-title: The effects of a science-focused STEM intervention on gifted elementary students’ science knowledge and skills
  publication-title: Journal of Advanced Academics
  doi: 10.1177/1932202X14533799
– volume: 5
  start-page: 1
  issue: 1
  year: 2019
  ident: 10.1016/j.tsc.2021.100931_bib0034
  article-title: Development of an engineering design process-based teaching and learning model for scientifically gifted students at the Science Education Institute for the Gifted in South Korea
  publication-title: Asia-Pacific Science Education
  doi: 10.1186/s41029-019-0047-6
– year: 2000
  ident: 10.1016/j.tsc.2021.100931_bib0016
– year: 2005
  ident: 10.1016/j.tsc.2021.100931_bib0057
– start-page: 1
  year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0085
  article-title: An overview of alternative assessment measures for gifted learners and the issues that surround their use
– volume: 366
  start-page: 3717
  issue: 1881
  year: 2008
  ident: 10.1016/j.tsc.2021.100931_bib0092
  article-title: Computational thinking and thinking about computing
  publication-title: Philosophical Transactions of the Royal Society of London A: Mathematical, Physical and Engineering Sciences
– year: 2015
  ident: 10.1016/j.tsc.2021.100931_bib0090
  article-title: Engineering design as disciplinary discourse: An exploration of language demands and resources among urban elementary students
– volume: 69
  start-page: 200
  year: 2018
  ident: 10.1016/j.tsc.2021.100931_bib0079
  article-title: A neurocomputational model of developmental trajectories of gifted children under a polygenic model: When are gifted children held back by poor environments?
  publication-title: Intelligence
  doi: 10.1016/j.intell.2018.06.008
– year: 2011
  ident: 10.1016/j.tsc.2021.100931_bib0061
– year: 2009
  ident: 10.1016/j.tsc.2021.100931_bib0060
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Snippet •STEM education based on engineering design (EDP) is supported for providing an effective learning environment for and activating the skills of gifted and...
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SubjectTerms Computational thinking skills
Engineering design process
Gifted and talented students
Integrated STEM
Title Computational thinking skills of gifted and talented students in integrated STEM activities based on the engineering design process: The case of robotics and 3D robot modeling
URI https://dx.doi.org/10.1016/j.tsc.2021.100931
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