Efeito da promoção do pensamento computacional nas habilidades do século XXI: uma revisão sistemática da literatura

Authors

DOI:

https://doi.org/10.5753/rbie.2024.3213

Keywords:

Pensamento Computacional, Habilidades do Século XXI, Computação, Revisão Sistemática

Abstract

A promoção do pensamento computacional no contexto escolar tem sido incentivada e pesquisada em todo o mundo como forma de potencializar diversas habilidades humanas. Algumas destas habilidades, denominadas Habilidades do Século XXI, são consideradas fundamentais para os dias atuais, mas ainda não são tão bem desenvolvidas dentro do ambiente escolar. Levando em conta que o pensamento computacional é visto como um possível propulsor dessas habilidades, esta pesquisa reúne e sintetiza estudos primários que investigam o efeito de intervenções aplicando o pensamento computacional sobre as habilidades do século XXI. Utilizamos a metodologia de revisão sistemática da literatura e, por meio dela, identificamos 57 estudos primários. Como resultado de nossa análise, encontramos evidências de resultados positivos da promoção do pensamento computacional em relação ao desenvolvimento das seguintes habilidades do século 21: aprender a aprender, colaboração, comunicação, criatividade, habilidades sociais, resolução de problemas, proficiência em TIC, inovação, pensamento crítico e trabalho em equipe.

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Referências

Allsop, Y. (2018). Assessing computational thinking process using a multiple evaluation approach. International journal of child-computer interaction, 19, 30–55. GS Search

Altanis, I., Retalis, S., & Petropoulou, O. (2018). Systematic design and rapid development of motion-based touchless games for enhancing students’ thinking skills. Education Sciences, 8(1), 18. GS Search

Amri, S., Budiyanto, C. W., & Yuana, R. A. (2019). Beyond computational thinking: Investigating CT roles in the 21st century skill efficacy. AIP Conference Proceedings, 2194(1), 020003. AIP Publishing LLC. GS Search

Ardito, G., Czerkawski, B., & Scollins, L. (2020). Learning computational thinking together: Effects of gender differences in collaborative middle school robotics program. TechTrends, 64(3), 373-387. Springer. GS Search

Atmatzidou, S., & Demetriadis, S. (2017). A didactical model for educational robotics activities: A study on improving skills through strong or minimal guidance. In International Conference EduRobotics 2016 (pp. 58-72). Springer. GS Search

Bers, M. U., González-González, C., & Armas–Torres, M. B. (2019). Coding as a playground: Promoting positive learning experiences in childhood classrooms. Computers & Education, 138, 130–145. GS Search

Binkley, M., Erstad, O., Herman, J., Raizen, S., Ripley, M., Miller-Ricci, M., & Rumble, M. (2012). Defining twenty-first century skills. In Assessment and teaching of 21st century skills (pp. 17-66). Springer. GS Search

Black, J., Brodie, J., Curzon, P., Myketiak, C., McOwan, P. W., & Meagher, L. R. (2013). Making computing interesting to school students: teachers’ perspectives. In Proceedings of the 18th ACM conference on Innovation and technology in computer science education (pp. 255-260). ACM. GS Search

Bodén, M., Pretorius, B., Matthews, B., & Viller, S. (2018). DBugs: large-scale artefacts for collaborative computer programming. In Proceedings of the 17th ACM Conference on Interaction Design and Children (pp. 545-550). GS Search

Bordini, A., Avila, C. M. O., Weisshahn, Y., da Cunha, M. M., da Costa Cavalheiro, S. A., Foss, L., Aguiar, M. S., & Reiser, R. H. S. (2016). Computação na educação básica no Brasil: o estado da arte. Revista de Informática Teórica e Aplicada, 23(2), 210-238. [GS Search].

Brennan, K., & Resnick, M. (2012). New frameworks for studying and assessing the development of computational thinking. Proceedings of the 2012 annual meeting of the AERA, Vancouver, Canada, 1, 25. GS Search

Bronfenbrenner, U. (1979). The ecology of human development: Experiments by nature and design. Harvard university press. GS Search

Bryndová, L., & Mališů, P. (2020). Assessing the Current Level of the Computational Thinking Within the Primary and Lower Secondary School Students Using Educational Robotics Tasks. Association for Computing Machinery. doi.org/10.1145/3416797.3416819GS Search

Burleson, W. S., Harlow, D. B., Nilsen, K. J., Perlin, K., Freed, N., Jensen, C. N., Lahey, B., Lu, P., & Muldner, K. (2017). Active learning environments with robotic tangibles: Children’s physical and virtual spatial programming experiences. IEEE Transactions on Learning Technologies, 11(1), 96-106. GS Search

Busnello, F. de B., Jou, G. I. de, & Sperb, T. M. (2012). Desenvolvimento de habilidades metacognitivas: capacitação de professores de ensino fundamental. Psicologia: Reflexão e crítica, 25(2), 311–319. GS Search

Caballero-Gonzalez, Y. A., Muñoz-Repiso, A. G. V., & García-Holgado, A. (2019). Learning computational thinking and social skills development in young children through problem solving with educational robotics. Proceedings of the Seventh International Conference on Technological Ecosystems for Enhancing Multiculturality, 19-23. GS Search

Calao, L. A., Moreno-León, J., Correa, H. E., & Robles, G. (2015). Developing mathematical thinking with scratch. Design for teaching and learning in a networked world, 17-27. Springer. GS Search

CASP, UK. (2018). Critical Appraisal Skills Programme: Checklists. CASP. GS Search

Cervera, N., Diago, P. D., Orcos, L., & Yáñez, D. F. (2020). The acquisition of computational thinking through mentoring: An exploratory study. Education Sciences, 10(8), 202. MDPI. GS Search

Chalmers, C. (2018). Robotics and computational thinking in primary school. International Journal of Child-Computer Interaction, 17, 93–100. GS Search

Chaudhary, V., Agrawal, V., Sureka, P., & Sureka, A. (2016). An experience report on teaching programming and computational thinking to elementary level children using lego robotics education kit. In 2016 IEEE Eighth International Conference on Technology for Education (T4E) (pp. 38-41). IEEE. GS Search

Chookaew, S., Howimanporn, S., Pratumsuwan, P., Hutamarn, S., Sootkaneung, W., & Wongwatkit, C. (2018). Enhancing High-School Students’ Computational Thinking with Educational Robotics Learning. 2018 7th International Congress on Advanced Applied Informatics (IIAI-AAI), 204–208. GS Search

CIEB. (2018). Currículo de Tecnologia e Computação da Educação Infantil ao Ensino Fundamental. Link. [GS Search].

Corradini, I., Lodi, M., & Nardelli, E. (2017). Computational Thinking in Italian Schools: Quantitative Data and Teachers’ Sentiment Analysis after Two Years of “Programma il Futuro”. In Proceedings of the 2017 ACM Conference on Innovation and Technology in Computer Science Education (pp. 224-229). GS Search

Costa, E. J. F., Campos, L. M. R. S., & Guerrero, D. D. S. (2017). Computational thinking in mathematics education: A joint approach to encourage problem-solving ability. 2017 IEEE Frontiers in Education Conference (FIE), 1–8. GS Search

Creswell, J. W., & Creswell, J. D. (2017). Research design: Qualitative, quantitative, and mixed methods approaches. Sage publications. GS Search

Creswell, J. W., & Poth, C. N. (2016). Qualitative inquiry and research design: Choosing among five approaches. Sage publications. [GS Search].

Critten, V., Hagon, H., & Messer, D. (2022). Can pre-school children learn programming and coding through guided play activities? A case study in computational thinking. Early Childhood Education Journal, 50(6), 969-981. Springer. GS Search

Csikszentmihalyi, M. (1997). Flow and the psychology of discovery and invention. HarperPerennial, New York. GS Search

Csizmadia, A., Curzon, P., Dorling, M., Humphreys, S., Ng, T., Selby, C., & Woollard, J. (2016). Computational Thinking: A Guide for Teachers (2015). Computing At School. GS Search

CSTA, K. (2011). Computer science standards. Computer Science Teachers Association. GS Search

CSTA. (2016). CSTA K–12 Computer Science Standards. The National Academies Press. [GS Search].

Curzon, P., Black, J., Meagher, L. R., & McOwan, P. W. (2009). cs4fn. org: Enthusing students about Computer Science. In Proceedings of Informatics Education Europe IV (pp. 73-80). pp73-80, Freiburg, Germany, November. GS Search

Cutumisu, M., Adams, C., & Lu, C. (2019). A Scoping Review of Empirical Research on Recent Computational Thinking Assessments. Journal of Science Education and Technology, 28(6), 651-676. Springer. GS Search

da Silva, G. T., de Souza, J. L., & da Silva, L. A. M. (2016). Aplicação da ferramenta scratch para o aprendizado de programação no ensino fundamental i. In Anais dos Workshops do CBIE (Vol. 5, No. 1, p. 1285). GS Search

da Silva, J. A. T. (2015). Negative results: negative perceptions limit their potential for increasing reproducibility. Journal of negative results in biomedicine, 14(1), 12. GS Search

Dal-Farra, R. A., & Campos, P. T. (2013). Métodos mistos de pesquisa em educação: pressupostos teóricos. Nuances: estudos sobre Educação, 24(3), 67–80. GS Search

de Araujo, A. L. S. O., Andrade, W. L., & Guerrero, D. D. S. (2016). A systematic mapping study on assessing computational thinking abilities. In 2016 IEEE frontiers in education conference (FIE) (pp. 1-9). IEEE. GS Search

de França, R. S., & do Amaral, H. J. C. (2013). Ensino de computação na educação básica no brasil: Um mapeamento sistemático. XXI Workshop sobre Educação em Computação. GS Search

de Santana, B. S., & Pereira, C. P. (2019). Aproximação de alunas do ensino básico do pensamento computacional: relato de experiência de uma oficina de eletrônica. Anais do Workshop de Informática na Escola, 25(1), 69. GS Search

de Santana, S. J., & Oliveira, W. (2019). Desenvolvendo o Pensamento Computacional no Ensino Fundamental com o uso do Scratch. In Anais do Workshop de Informática na Escola (Vol. 25, No. 1, p. 158). GS Search

Djambong, T., Freiman, V., Gauvin, S., Paquet, M., & Chiasson, M. (2018). Measurement of computational thinking in K-12 education: The need for innovative practices. In Digital technologies: Sustainable innovations for improving teaching and learning (pp. 193-222). Springer. GS Search

Eco, U. (2009). Como se Faz uma Tese (22ª ed.). Perspectiva. GS Search

El Mawas, N., Bradford, M., Andrews, J., Pathak, P., & Muntean, C. H. (2018). A Case study on 21st century skills development through a computer based maths game. In EdMedia+ Innovate Learning (pp. 1160-1169). Association for the Advancement of Computing in Education (AACE). GS Search

Erümit, A. K. (2019). Effects of different teaching approaches on programming skills. Education and Information Technologies, 25(2), 1013-1037. Springer. GS Search

Fadel, C. (2008). 21st Century Skills: How can you prepare students for the new Global Economy. Retrieved February, 20, 2018. GS Search

Fanelli, D. (2012). Negative results are disappearing from most disciplines and countries. Scientometrics, 90(3), 891–904. GS Search

Fanelli, D. (2013). Positive results receive more citations, but only in some disciplines. Scientometrics, 94(2), 701–709. GS Search

Feldhausen, R., Weese, J. L., & Bean, N. H. (2018). Increasing student self-efficacy in computational thinking via STEM outreach programs. In Proceedings of the 49th ACM Technical Symposium on Computer Science Education (pp. 302-307). GS Search

Ferrari, R. (2015). Writing narrative style literature reviews. Medical Writing, 24(4), 230-235. GS Search

Fraenkel, J. R., Wallen, N. E., & Hyun, H. H. (1993). How to design and evaluate research in education (Vol. 7). McGraw-Hill New York. GS Search

França, R., & Tedesco, P. (2019). Pensamento Computacional: Panorama dos Grupos de Pesquisa no Brasil. In Brazilian Symposium on Computers in Education (Simpósio Brasileiro de Informática na Educação-SBIE) (Vol. 30, No. 1, p. 409). GS Search

Freire, P. (1992). Pedagogia da Esperança: Um reencontro com a pedagogia do oprimido [Pedagogy of Hope: A re-encounter with the pedagogy of the oppressed]. São Paulo: Paz e Terra. GS Search

Fronza, I., Corral, L., Iaccarino, G., & Pahl, C. (2021). Enabling Peer-Led Coding Camps by Creating a Seed Effect in Young Students. In Proceedings of the 22nd Annual Conference on Information Technology Education (pp. 117–122). Association for Computing Machinery. doi.org/10.1145/3450329.3476860GS Search

Gal-Ezer, J., & Stephenson, C. (2014). A Tale of Two Countries: Successes and Challenges in K-12 Computer Science Education in Israel and the United States. ACM Trans. Comput. Educ., 14(2). http://doi.acm.org/10.1145/2602483. GS Search

Gal-Ezer, J., & Stephenson, C. (2014). A tale of two countries: Successes and challenges in K-12 computer science education in Israel and the United States. ACM Transactions on Computing Education (TOCE), 14(2), 8. ACM. GS Search

García-Peñalvo, F. J. (2018). Editorial computational thinking. IEEE Revista Iberoamericana de Tecnologias del Aprendizaje, 13(1), 17-19. IEEE. GS Search

Garneli, V., Giannakos, M. N., & Chorianopoulos, K. (2015). Computing education in K-12 schools: A review of the literature. EDUCON, 543-551. IEEE. [GS Search].

Gary, T. (2011). How to do your case study: A guide for students and researchers. Thousand Oaks, CA: Sage. GS Search

Geraldes, W. B., Martins, E. R., & Afonseca, U. R. (2019). Uma experiência em ensino de programação de computadores com alunos da rede pública usando a linguagem Scratch. In Anais do Workshop de Informática na Escola (Vol. 25, No. 1, p. 129). GS Search

Gil, A. C. (2008). Métodos e técnicas de pesquisa social. 6. ed. Editora Atlas SA. [GS Search].

Gray, D. E. (2016). Pesquisa no mundo real. Penso Editora. GS Search

Grover, S., & Pea, R. (2013). Computational thinking in K–12: A review of the state of the field. Educational researcher, 42(1), 38-43. Sage Publications Sage CA: Los Angeles, CA. GS Search

Grover, S., Cooper, S., & Pea, R. (2014). Assessing computational learning in K-12. In Proceedings of the 2014 conference on Innovation & technology in computer science education (pp. 57-62). ACM. GS Search

Hamburger, E. W., & others. (2007). O ensino de ciências e a educação básica: propostas para superar a crise. Academia Brasileira de Ciências. Rio de Janeiro. GS Search

Handan, A., & Ertuğrul, U. (2019). The effects of programming education planned with TPACK framework on learning outcomes. Participatory Educational Research, 6(2), 26–36. GS Search

Hanson, W. E., Creswell, J. W., Clark, V. L. P., Petska, K. S., & Creswell, J. D. (2005). Mixed methods research designs in counseling psychology. Journal of counseling psychology, 52(2), 224. American Psychological Association. GS Search

Haseski, H. İ., Ilic, U., & Tugtekin, U. (2018). Defining a New 21st Century Skill-Computational Thinking: Concepts and Trends. International Education Studies, 11(4), 29-42. ERIC. GS Search

Hazzan, O., Gal-Ezer, J., & Blum, L. (2008). A Model for High School Computer Science Education: The Four Key Elements That Make It! Proceedings of the 39th Technical Symposium on Computer Science Education. http://doi.acm.org/10.1145/1352135.1352233. GS Search

Heintz, F., Mannila, L., & Färnqvist, T. (2016). A review of models for introducing computational thinking, computer science and computing in K-12 education. 2016 IEEE Frontiers in Education Conference (FIE), 1-9. GS Search

Hesse, F., Care, E., Buder, J., Sassenberg, K., & Griffin, P. (2015). A framework for teachable collaborative problem solving skills. In Assessment and teaching of 21st century skills (pp. 37-56). Springer. GS Search

Hidi, S. (2006). Interest: A unique motivational variable. Educational research review, 1(2), 69-82. Elsevier. GS Search

Hidi, S., & Renninger, K. A. (2006). The four-phase model of interest development. Educational psychologist, 41(2), 111-127. Taylor & Francis. GS Search

Higham, N. J. (1998). Handbook of Writing for the Mathematical Sciences (2ª ed.). SIAM: Society for Industrial and Applied Mathematics. GS Search

Hoegh, A., & Moskal, B. M. (2009). Examining Science and Engineering Students’ Attitudes toward Computer Science. Proceedings of the 39th IEEE international conference on FIE, 1306–1311. GS Search

Hu, H. H., Heiner, C., & McCarthy, J. (2016). Deploying exploring computer science statewide. In Proceedings of the 47th ACM Technical Symposium on Computing Science Education (pp. 72-77). GS Search

Huitt, W. (1998). Critical Thinking: An overview educational psychology interactive. Educational Psychology Interactive. GS Search

IDEB, Portal. (2017). INEP. Resultado Brasil. GS Search

Inaba, A., & Mizoguchi, R. (2004). Learners’ roles and predictable educational benefits in collaborative learning. In International Conference on Intelligent Tutoring Systems (pp. 285-294). Springer. GS Search

Ioannou, A., Socratous, C., & Nikolaedou, E. (2018). Expanding the curricular space with educational robotics: A creative course on road safety. In European Conference on Technology Enhanced Learning (pp. 537-547). Springer. GS Search

ISTE, International Society for Technology in Education & CSTA, Computer Science Teachers Association. (2011). Operational definition of computational thinking. Disponível em: online. Acesso em: 21 abril 2021. GS Search

Jiang, B., & Li, Z. (2021). Effect of Scratch on computational thinking skills of Chinese primary school students. Journal of Computers in Education, 8(4), 505-525. Springer. GS Search

Jin, Y., Sun, J., Ma, H., & Wang, X. (2021). The impact of different types of scaffolding in project-based learning on girls’ computational thinking skills and self-efficacy. In 2021 Tenth International Conference of Educational Innovation through Technology (EITT) (pp. 362-366). GS Search

Jones-Harris, C., & Chamblee, G. (2017). Understanding African-American Students’ Problem-Solving Ability in the Precalculus and Advanced Placement Computer Science Classroom. In Emerging Research, Practice, and Policy on Computational Thinking (pp. 33-47). Springer. GS Search

Kalina, C., & Powell, K. C. (2009). Cognitive and social constructivism: Developing tools for an effective classroom. Education, 130(2), 241–250. GS Search

Karaahmetoglu, K., & Korkmaz, Ö. (2019). The effect of project-based arduino educational robot applications on students’ computational thinking skills and their perception of Basic Stem skill levels. Participatory Educational Research, 6(2), 1–14. GS Search

Kárpáti, A. (2011). Digital Literacy Policy Brief. UNESCO Institute for Information Technologies in Education, Moscow. GS Search

Keane, T., Chalmers, C., Boden, M., & Williams, M. (2019). Humanoid robots: learning a programming language to learn a traditional language. Technology, Pedagogy and Education, 28(5), 533–546. GS Search

Kelleher, C., Pausch, R., & Kiesler, S. (2007). Storytelling alice motivates middle school girls to learn computer programming. Proceedings of the SIGCHI conference on Human factors in computing systems, 1455-1464. ACM. [GS Search].

Keller, J. M. (1987). Development and use of the ARCS model of instructional design. Journal of instructional development, 10(3), 2-10. GS Search

Keller, J. M. (2009). Motivational design for learning and performance: The ARCS model approach. Springer Science & Business Media. GS Search

Kennedy, M., Fisher, M. B., & Ennis, R. H. (1991). Critical thinking: Literature review and needed research. Educational values and cognitive instruction: Implications for reform, 2, 11-40. GS Search

Kim, Y.-M., & Kim, J.-H. (2016). Application of a software education program developed to improve computational thinking in elementary school girls. Indian Journal of Science and Technology, 9(44), 1–9. GS Search

Kirçali, A. Ç., & Özdener, N. (2022). A comparison of plugged and unplugged tools in teaching algorithms at the K-12 level for computational thinking skills. Technology, Knowledge and Learning, 1-29. Springer. GS Search

Kitchenham, B., & Charters, S. (2007). Technical report title: Guidelines for performing Systematic Literature Reviews in Software Engineering, EBSE 2007-001. Keele University and Durham University Joint Report. GS Search

Knogler, M., Harackiewicz, J. M., Gegenfurtner, A., & Lewalter, D. (2015). How situational is situational interest? Investigating the longitudinal structure of situational interest. Contemporary Educational Psychology, 43, 39-50. Elsevier.

Knuth, D. E. (1984). The TeX Book (15ª ed.). Addison-Wesley. GS Search

Knuth, D. E., Larrabee, T., & Roberts, P. M. (1996). Mathematical Writing. The Mathematical Association of America. GS Search

Korkmaz, Ö., Çakir, R., & Özden, M. Y. (2016). Bilgisayarca düşünme beceri düzeyleri ölçeğinin (bdbd) ortaokul düzeyine uyarlanması. Gazi Eğitim Bilimleri Dergisi, 1(2), 143-162. GS Search

Korkmaz, Ö., Çakir, R., & Özden, M. Y. (2017). A validity and reliability study of the computational thinking scales (CTS). Computers in human behavior, 72, 558-569. GS Search

Kratochwill, T. R., Levin, J. R., & Horner, R. H. (2018). Negative results: Conceptual and methodological dimensions in single-case intervention research. Remedial and Special Education, 39(2), 67–76. GS Search

Krippendorff, K. (2004). Content analysis: an introduction to its methodology Sage. Thousand Oaks, CA. GS Search

Li, X., Xie, K., Vongkulluksn, V., Stein, D., & Zhang, Y. (2023). Developing and Testing a Design-Based Learning Approach to Enhance Elementary Students’ Self-Perceived Computational Thinking. Journal of Research on Technology in Education, 55(2), 344-368. Routledge. https://doi.org/10.1080/15391523.2021.1962453GS Search

Li, X., Zhang, Y., & Huang, J. (2022). Testing a Design-Based Learning Approach to Enhance Elementary Students’ Computational Thinking with Experience-Sampling Method. Proceedings of the 3rd World Symposium on Software Engineering, 17–22. https://doi.org/10.1145/3488838.3488842. GS Search

Liebenberg, J., Huisman, M., & Mentz, E. (2015). The Relevance of Software Development Education for Students. IEEE ToE, 58(4), 242-248. [GS Search].

Lin, V., & Shaer, O. (2016). Beyond the lab: Using technology toys to engage South African youth in computational thinking. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems (pp. 655-661). GS Search

Lye, S. Y., & Koh, J. H. L. (2014). Review on teaching and learning of computational thinking through programming: What is next for K-12? Computers in Human Behavior, 41, 51-61. Elsevier. GS Search

Maitz, K., Paleczek, L., & Danielowitz, C. (2022). Simultaneously Fostering Computational Thinking and Social-Emotional Competencies in 4th Graders Using Scratch: A Feasibility Study. Association for Computing Machinery. https://doi.org/10.1145/3543758.3549885GS Search

Malmi, L., Sheard, J., Kinnunen, P., & Sinclair, J. (2019). Computing education theories: what are they and how are they used? Proceedings of the 2019 ACM Conference on International Computing Education Research, 187–197. GS Search

Maloney, J., Resnick, M., Rusk, N., Silverman, B., & Eastmond, E. (2010). The Scratch programming language and environment. ACM Transactions on Computing Education (TOCE), 10(4), 16. ACM. [GS Search].

Martin, A. (2005). DigEuLit–a European framework for digital literacy: a progress report. Journal of eLiteracy. Citeseer. GS Search

Martins-Pacheco, L. H., von Wangenheim, C. A. G., & da Cruz Alves, N. (2019). Assessment of Computational Thinking in K-12 Context: Educational Practices, Limits and Possibilities-A Systematic Mapping Study. Proceedings of the 11th International Conference on Computer Supported Education (CSEDU 2019), 1, 292-303. GS Search

Matosin, N., Frank, E., Engel, M., Lum, J. S., & Newell, K. A. (2014). Negativity towards negative results: a discussion of the disconnect between scientific worth and scientific culture. Disease Models & Mechanisms, 171-173. GS Search

Matosin, N., Frank, E., Engel, M., Lum, J. S., & Newell, K. A. (2014). Negativity towards negative results: a discussion of the disconnect between scientific worth and scientific culture. Disease Models & Mechanisms, 171–173. GS Search

McGill, M. M. (2019). Discovering Empirically-Based Best Practices in Computing Education Through Replication, Reproducibility, and Meta-Analysis Studies. Proceedings of the 19th Koli Calling International Conference on Computing Education Research, 1–5. GS Search

McGill, M. M., Decker, A., & Abbott, Z. (2018). Improving research and experience reports of pre-college computing activities: A gap analysis. Proceedings of the 49th ACM Technical Symposium on Computer Science Education, 964–969. GS Search

McNerney, T. S. (2004). From turtles to Tangible Programming Bricks: explorations in physical language design. Personal and Ubiquitous Computing, 8(5), 326-337. Springer. [GS Search].

Medeiros, S., Rabelo, H., Garcia, T. C. M., Nunes, I., Medeiros, F., Medeiros, A., & de Souza Rabelo, D. S. (2018). Ensino de algoritmos através de Poesia Compilada e Computação Desplugada: Relato de experiência com alunos de Ensino Fundamental. Anais do WIE, 24(1), 381. GS Search

Meerbaum-Salant, O., Armoni, M., & Ben-Ari, M. (2013). Learning computer science concepts with scratch. Computer Science Education, 23(3), 239-264. Taylor & Francis. GS Search

Min, W., Mott, B., Park, K., Taylor, S., Akram, B., Wiebe, E., Boyer, K. E., & Lester, J. (2020). Promoting computer science learning with block-based programming and narrative-centered gameplay. In 2020 IEEE Conference on Games (CoG) (pp. 654-657). IEEE. GS Search

Mioto, F., Petri, G., von Wangenheim, C. G., Borgatto, A. F., & Pacheco, L. H. M. (2019). bASES21-Um Modelo para a Autoavaliação de Habilidades do Século XXI no Contexto do Ensino de Computação na Educação Básica. Revista Brasileira de Informática na Educação, 27(1). GS Search

Mohaghegh, M., & McCauley, M. (2016). Computational thinking: The skill set of the 21st century. International Journal of Computer Science and Information Technologies (IJCSIT), 7(3), 1524-1530. TechScience Publications. GS Search

Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., Stewart, L. A., & others. (2015). Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Systematic reviews, 4(1), 1. Springer. GS Search

Moreira, M. A. (2011). Metodologias de pesquisa em ensino. São Paulo: Editora Livraria da Física, 83(3322.3222). [GS Search].

Moreno-León, J., & Robles, G. (2015). Computer programming as an educational tool in the English classroom a preliminary study. In 2015 IEEE Global Engineering Education Conference (EDUCON) (pp. 961-966). IEEE. GS Search

Moschella, M., & Basso, D. (2020). Computational Thinking, spatial and logical skills. An investigation at primary school. Ricerche di Pedagogia e Didattica. Journal of Theories and Research in Education, 15(2), 69–89. https://rpd.unibo.it/article/view/11583GS Search

Mulrow, C. D. (1994). Systematic reviews: rationale for systematic reviews. Bmj, 309(6954), 597-599. British Medical Journal Publishing Group. GS Search

Navarrete, C. C. (2013). Creative thinking in digital game design and development: A case study. Computers & Education, 69, 320-331. Elsevier. GS Search

Negrini, L., & Giang, C. (2019). How do pupils perceive educational robotics as a tool to improve their 21st century skills? Journal of e-Learning and Knowledge Society, 15(2). GS Search

Norman, M., & Hyland, T. (2003). The role of confidence in lifelong learning. Educational studies, 29(2-3), 261-272. Taylor & Francis. GS Search

Novo-Corti, I., Varela-Candamio, L., & García-Álvarez, M. T. (2014). Breaking the walls of social exclusion of women rural by means of ICTs: The case of ‘digital divides’ in Galician. Computers in Human Behavior. Elsevier. GS Search

Odgaard, A. B. (2022). What is the Problem? A Situated Account of Computational Thinking as Problem-Solving in Two Danish Preschools. KI - Künstliche Intelligenz, 36(1), 47-57. https://doi.org/10.1007/s13218-021-00752-4. GS Search

O’Boyle Jr, E. H., Banks, G. C., & Gonzalez-Mulé, E. (2017). The chrysalis effect: How ugly initial results metamorphosize into beautiful articles. Journal of Management, 43(2), 376–399. GS Search

OECD. (2016). Skills for a Digital World, Policy Brief on The Future of Work. OECD Publishing. GS Search

OECD. (2017). PISA 2015 collaborative problem solving framework. OECD Publishing. GS Search

Oliveira, M. L. S. de, Souza, A. A. de, Ferreira, A., & Barbosa, E. F. S. B. (2014). Ensino de lógica de programação no ensino fundamental utilizando o Scratch: um relato de experiência. XXXIV CSBC-Workshop de Ensino de Computação, Brasília. GS Search

P21. (2017). Computer Science: A playground for 21st century skills. Disponível em: online. Acesso em: 20 abril 2019. GS Search

Papert, S., & Solomon, C. (1971). Twenty things to do with a computer. Educational Technology Magazine, June. [GS Search].

Pellas, N. (2016). An exploration of interrelationships among presence indicators of a community of inquiry in a 3D game-like environment for high school programming courses. Interactive Learning Environments, 25(3), 343–360. GS Search

Pellas, N., & Peroutseas, E. (2016). Leveraging Scratch4SL and Second Life to motivate high school students’ participation in introductory programming courses: Findings from a case study. New Review of Hypermedia and Multimedia, 23(1), 51–79. GS Search

Pellas, N., & Vosinakis, S. (2018). The effect of simulation games on learning computer programming: A comparative study on high school students’ learning performance by assessing computational problem-solving strategies. Education and Information Technologies, 23(6), 2423–2452. GS Search

Pimentel, C., Ceotto, P., D’Césares, I., & Laranja, F. (2019). Active Learning: The Impacts of the Implementation of Maker Education at Sesc High School in Rio de Janeiro. In Proceedings of FabLearn 2019 (pp. 65-72). GS Search

Pinho, G., Weisshahn, Y., Reiser, R., de Brum, C. F., Cavalheiro, S., Aguiar, M., & Du Bois, A. (2016). Pensamento Computacional no Ensino Fundamental: Relato de Atividade de Introdução a Algoritmos. Anais do Workshop de Informática na Escola, 22, 261. GS Search

Piniuta, I. (2019). Technology Based Activities to Develop 21st Century Skills in the Foreign Language Classroom. In Proceedings of the 2019 8th International Conference on Educational and Information Technology (pp. 79-85). ACM. GS Search

Pinto-Llorente, A. M., Casillas-Martín, S., Cabezas-González, M., & García-Peñalvo, F. J. (2017). Building, coding and programming 3D models via a visual programming environment. Quality & Quantity, 52(6), 2455-2468. Springer. GS Search

Pinto-Llorente, A. M., Martín, S. C., González, M. C., & García-Peñalvo, F. J. (2016). Developing computational thinking via the visual programming tool: Lego Education WeDo. In Proceedings of the Fourth International Conference on Technological Ecosystems for Enhancing Multiculturality (pp. 45-50). GS Search

Psycharis, S., & Kallia, M. (2017). The effects of computer programming on high school students’ reasoning skills and mathematical self-efficacy and problem solving. Instructional Science, 45(5), 583–602. GS Search

Raabe, A. L. A., Zorzo, A. F., Frango, I., Ribeiro, L., Granville, L. Z., Salgado, L., Cruz, M. J. K. da, Bigolin, N., Cavalheiro, S. A. C., & Fortes, S. (2017). Referenciais de Formação em Computação: Educação Básica. Documento aprovado pela Comissão de Educação e apresentado no CSBC 2017 durante as Assembleias do WEI e da SBC. Sociedade Brasileira de Computação (SBC). GS Search

Renninger, K. A., & Hidi, S. (2015). The power of interest for motivation and engagement. Routledge. GS Search

Resnick, M. (2007). All I Really Need to Know (About Creative Thinking) I Learned (by Studying How Children Learn) in Kindergarten. Proceedings of the 6th Conference on Creativity and Cognition, 1-6. ACM. [GS Search].

Resnick, M. (2012). Point of view: Reviving Papert’s dream. Educational Technology, 52(4), 42. [GS Search].

Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., Silverman, B., & others. (2009). Scratch: Programming for all. Communications of the ACM, 52(11), 60-67. ACM. [GS Search].

Rich, K., Strickland, C., & Franklin, D. (2017). A literature review through the lens of computer science learning goals theorized and explored in research. Proceedings of the 2017 ACM SIGCSE Technical Symposium on Computer Science Education, 495-500. GS Search

Rodrigues, L. C., Queiroga, A., Oliveira, M., & More, A. (2016). Relato de experiência: curso de introdução à programação para crianças do ensino fundamental no IFSP Votuporanga. Anais do WIE, 22(1), 349. GS Search

Rodrigues, R. S., Andrade, W. L., & Campos, L. M. R. S. (2016). Can Computational Thinking help me? A quantitative study of its effects on education. In 2016 IEEE Frontiers in Education Conference (FIE) (pp. 1-8). IEEE. GS Search

Royal Society. (2012). Shut down or restart? The way forward for computing in UK schools. The Royal Society, London. GS Search

Saavedra, A. R., & Opfer, V. D. (2012). Learning 21st-century skills requires 21st-century teaching. Phi Delta Kappan, 94(2), 8-13. SAGE Publications Sage CA: Los Angeles, CA. [GS Search].

Sabbagh, S., Gedawy, H., Alshikhabobakr, H., & Razak, S. (2017). Computing Curriculum in Middle Schools: An Experience Report. In Proceedings of the 2017 ACM Conference on Innovation and Technology in Computer Science Education (pp. 230-235). GS Search

Sander, P., & Sanders, L. (2006). Understanding academic confidence. Psychology Teaching Review, 12(1), 29-42. ERIC. GS Search

Santos, J. A. M., & Barbosa, T. A. (2018). Instituto Tecnológico de Piritiba leva curso de Computação Criativa idealizado pela Universidade de Harvard para o sertão da Bahia. Portal Bahia Notícias. [GS Search].

Santos, J. A., Bittencourt, R., Dias, A. M., & de Santana, B. S. (2019). Pensamento computacional para alunos do ensino fundamental de escolas públicas em uma cidade de pequeno porte-um relato e análise de experiência. Anais do Workshop de Informática na Escola, 25(1), 296. GS Search

Santos, J. A., Bittencourt, R., Dias, A. M., & de Santana, B. S. (2019). Pensamento computacional para alunos do ensino fundamental de escolas públicas em uma cidade de pequeno porte-um relato e análise de experiência. Anais do Workshop de Informática na Escola, 25(1), 296. GS Search

Santos, P. S. C., Araujo, L. G. J., & Bittencourt, R. A. (2018). A Mapping Study of Computational Thinking and Programming in Brazilian K-12 Education. 2018 IEEE FIE, 1-8. IEEE. [GS Search].

Saritepeci, M. (2019). Developing Computational Thinking Skills of High School Students: Design-Based Learning Activities and Programming Tasks. The Asia-Pacific Education Researcher, 29(1), 35-54. Springer. GS Search

Sawyer, R. K., Csikszentmihalyi, M., John-Steiner, V., Moran, S., Feldman, D. H., Gardner, H., Sternberg, R. J., Nakamura, J., & others. (2003). Creativity and development. Oxford University Press, USA. GS Search

SBC. (2017). Referenciais de Formação em Computação: Educação Básica. Link. [GS Search].

SBC. (2018). Nota Técnica da Sociedade Brasileira de Computação sobre a BNCC-EF e a BNCC-EM. GS Search

Schulte, C., Hornung, M., Sentance, S., Dagiene, V., Jevsikova, T., Thota, N., Eckerdal, A., & Peters, A. (2012). Computer science at school/CS teacher education: Koli working-group report on CS at school. Proceedings of the 12th Koli Calling International Conference on Computing Education Research, 29-38. ACM. [GS Search].

Scott, C. L. (2015). The futures of learning 3: what kind of pedagogies for the 21st century. Education Research and Foresight Working Papers, United Nations Cultural Organization. GS Search

Seehorn, D., Carey, S., Fuschetto, B., Lee, I., Moix, D., O’Grady-Cunniff, D., Owens, B. B., Stephenson, C., & Verno, A. (2011). CSTA K–12 Computer Science Standards: Revised 2011. CSTA/ACM. [GS Search].

Severino, A. J. (2007). Metodologia do trabalho científico. Cortez editora. GS Search

Shokeen, E., Katirci, N., Bih Fofang, J., Simpson, A., & Williams-Pierce, C. (2020). Unpacking Mathematical Play within Makerspaces using Embodied Cognition. In Extended Abstracts of the 2020 Annual Symposium on Computer-Human Interaction in Play (pp. 365-369). GS Search

Smith, A., & Jones, B. (1999). On the Complexity of Computing. In A. B. Smith-Jones (Ed.), Advances in Computer Science (pp. 555–566). Publishing Press. GS Search

Soland, J., Hamilton, L. S., & Stecher, B. M. (2013). Measuring 21st century competencies. Asia Society. GS Search

Sternberg, R. J. (1999). Handbook of creativity. Cambridge University Press. GS Search

Strech, D., & Sofaer, N. (2012). How to write a systematic review of reasons. Journal of Medical Ethics, 38(2), 121-126. Institute of Medical Ethics. GS Search

Sullivan, A., Bers, M., & Pugnali, A. (2017). The impact of user interface on young children’s computational thinking. Journal of Information Technology Education: Innovations in Practice, 16(1), 171–193. GS Search

Tan, J. P. L., Choo, S. S., Kang, T., & Liem, G. A. D. (2017). Educating for twenty-first century competencies and future-ready learners: Research perspectives from Singapore. Asia Pacific Journal of Education, 37(4), 425-436. Taylor & Francis. GS Search

Tang, X., Yin, Y., Lin, Q., Hadad, R., & Zhai, X. (2020). Assessing computational thinking: A systematic review of empirical studies. Computers & Education. Elsevier. GS Search

The College Board. (2017). AP Computer Science Principles Course and Exam Description. College Board. [GS Search].

Thieme, A., Morrison, C., Villar, N., Grayson, M., & Lindley, S. (2017). Enabling collaboration in learning computer programing inclusive of children with vision impairments. In Proceedings of the 2017 Conference on Designing Interactive Systems (pp. 739-752). GS Search

Thiollent, M. (2007). Metodologia da pesquisa–ação (5ª edição). Cortez, São Paulo-SP. GS Search

Thompson, K. M., Jaeger, P. T., Taylor, N. G., Subramaniam, M., & Bertot, J. C. (2014). Digital literacy and digital inclusion: Information policy and the public library. Rowman & Littlefield. GS Search

Tonbuloğlu, B., & Tonbuloğlu, İ. (2019). The effect of unplugged coding activities on computational thinking skills of middle school students. Informatics in Education, 18(2), 403–426. GS Search

Torres, F., Junior, M., Dantas, R., Mascena, L., & Damasceno, A. (2018). Ensinando o pensamento computacional usando linguagens de programação no Alto Sertão da Paraíba. In Anais do Workshop de Informática na Escola (Vol. 24, No. 1, p. 660). GS Search

Trilling, B., & Fadel, C. (2009). 21st century skills: Learning for life in our times. John Wiley & Sons. GS Search

Tufte, E. (2001). The Visual Display of Quantitative Information (2ª ed.). Graphics Pr. GS Search

Utesch, M. C., Faizan, N. D., Krcmar, H., & Heininger, R. (2020). Pic2Program - an Educational Android Application Teaching Computational Thinking. 2020 IEEE Global Engineering Education Conference (EDUCON), 1493-1502. https://doi.org/10.1109/EDUCON45650.2020.9125087. GS Search

Van Laar, E., Van Deursen, A. J. A. M., Van Dijk, J. A. G. M., & De Haan, J. (2017). The relation between 21st-century skills and digital skills: A systematic literature review. Computers in human behavior, 72, 577-588. Elsevier. GS Search

Psycharis, S., & Kallia, M. (2017). The effects of computer programming on high school students’ reasoning skills and mathematical self-efficacy and problem solving. Instructional Science, 45(5), 583–602. GS Search

Raabe, A. L. A., Zorzo, A. F., Frango, I., Ribeiro, L., Granville, L. Z., Salgado, L., Cruz, M. J. K. da, Bigolin, N., Cavalheiro, S. A. C., & Fortes, S. (2017). Referenciais de Formação em Computação: Educação Básica. Documento aprovado pela Comissão de Educação e apresentado no CSBC 2017 durante as Assembleias do WEI e da SBC. Sociedade Brasileira de Computação (SBC). GS Search

Renninger, K. A., & Hidi, S. (2015). The power of interest for motivation and engagement. Routledge. GS Search

Resnick, M. (2007). All I Really Need to Know (About Creative Thinking) I Learned (by Studying How Children Learn) in Kindergarten. Proceedings of the 6th Conference on Creativity and Cognition, 1-6. ACM. [GS Search].

Resnick, M. (2012). Point of view: Reviving Papert’s dream. Educational Technology, 52(4), 42. [GS Search].

Resnick, M., Maloney, J., Monroy-Hernández, A., Rusk, N., Eastmond, E., Brennan, K., Millner, A., Rosenbaum, E., Silver, J., Silverman, B., & others. (2009). Scratch: Programming for all. Communications of the ACM, 52(11), 60-67. ACM. [GS Search].

Rich, K., Strickland, C., & Franklin, D. (2017). A literature review through the lens of computer science learning goals theorized and explored in research. Proceedings of the 2017 ACM SIGCSE Technical Symposium on Computer Science Education, 495-500. GS Search

Rodrigues, L. C., Queiroga, A., Oliveira, M., & More, A. (2016). Relato de experiência: curso de introdução à programação para crianças do ensino fundamental no IFSP Votuporanga. Anais do WIE, 22(1), 349. GS Search

Rodrigues, R. S., Andrade, W. L., & Campos, L. M. R. S. (2016). Can Computational Thinking help me? A quantitative study of its effects on education. In 2016 IEEE Frontiers in Education Conference (FIE) (pp. 1-8). IEEE. GS Search

Royal Society. (2012). Shut down or restart? The way forward for computing in UK schools. The Royal Society, London. GS Search

Saavedra, A. R., & Opfer, V. D. (2012). Learning 21st-century skills requires 21st-century teaching. Phi Delta Kappan, 94(2), 8-13. SAGE Publications Sage CA: Los Angeles, CA. [GS Search].

Sabbagh, S., Gedawy, H., Alshikhabobakr, H., & Razak, S. (2017). Computing Curriculum in Middle Schools: An Experience Report. In Proceedings of the 2017 ACM Conference on Innovation and Technology in Computer Science Education (pp. 230-235). GS Search

Sander, P., & Sanders, L. (2006). Understanding academic confidence. Psychology Teaching Review, 12(1), 29-42. ERIC. GS Search

Santos, J. A. M., & Barbosa, T. A. (2018). Instituto Tecnológico de Piritiba leva curso de Computação Criativa idealizado pela Universidade de Harvard para o sertão da Bahia. Portal Bahia Notícias. [GS Search].

Santos, J. A., Bittencourt, R., Dias, A. M., & de Santana, B. S. (2019). Pensamento computacional para alunos do ensino fundamental de escolas públicas em uma cidade de pequeno porte-um relato e análise de experiência. Anais do Workshop de Informática na Escola, 25(1), 296. GS Search

Santos, J. A., Bittencourt, R., Dias, A. M., & de Santana, B. S. (2019). Pensamento computacional para alunos do ensino fundamental de escolas públicas em uma cidade de pequeno porte-um relato e análise de experiência. Anais do Workshop de Informática na Escola, 25(1), 296. GS Search

Santos, P. S. C., Araujo, L. G. J., & Bittencourt, R. A. (2018). A Mapping Study of Computational Thinking and Programming in Brazilian K-12 Education. 2018 IEEE FIE, 1-8. IEEE. [GS Search].

Saritepeci, M. (2019). Developing Computational Thinking Skills of High School Students: Design-Based Learning Activities and Programming Tasks. The Asia-Pacific Education Researcher, 29(1), 35-54. Springer. GS Search

Sawyer, R. K., Csikszentmihalyi, M., John-Steiner, V., Moran, S., Feldman, D. H., Gardner, H., Sternberg, R. J., Nakamura, J., & others. (2003). Creativity and development. Oxford University Press, USA. GS Search

SBC. (2017). Referenciais de Formação em Computação: Educação Básica. Link. [GS Search].

SBC. (2018). Nota Técnica da Sociedade Brasileira de Computação sobre a BNCC-EF e a BNCC-EM. GS Search

Schulte, C., Hornung, M., Sentance, S., Dagiene, V., Jevsikova, T., Thota, N., Eckerdal, A., & Peters, A. (2012). Computer science at school/CS teacher education: Koli working-group report on CS at school. Proceedings of the 12th Koli Calling International Conference on Computing Education Research, 29-38. ACM. [GS Search].

Scott, C. L. (2015). The futures of learning 3: what kind of pedagogies for the 21st century. Education Research and Foresight Working Papers, United Nations Cultural Organization. GS Search

Seehorn, D., Carey, S., Fuschetto, B., Lee, I., Moix, D., O’Grady-Cunniff, D., Owens, B. B., Stephenson, C., & Verno, A. (2011). CSTA K–12 Computer Science Standards: Revised 2011. CSTA/ACM. [GS Search].

Severino, A. J. (2007). Metodologia do trabalho científico. Cortez editora. GS Search

Shokeen, E., Katirci, N., Bih Fofang, J., Simpson, A., & Williams-Pierce, C. (2020). Unpacking Mathematical Play within Makerspaces using Embodied Cognition. In Extended Abstracts of the 2020 Annual Symposium on Computer-Human Interaction in Play (pp. 365-369). GS Search

Smith, A., & Jones, B. (1999). On the Complexity of Computing. In A. B. Smith-Jones (Ed.), Advances in Computer Science (pp. 555–566). Publishing Press. GS Search

Soland, J., Hamilton, L. S., & Stecher, B. M. (2013). Measuring 21st century competencies. Asia Society. GS Search

Sternberg, R. J. (1999). Handbook of creativity. Cambridge University Press. GS Search

Strech, D., & Sofaer, N. (2012). How to write a systematic review of reasons. Journal of Medical Ethics, 38(2), 121-126. Institute of Medical Ethics. GS Search

Sullivan, A., Bers, M., & Pugnali, A. (2017). The impact of user interface on young children’s computational thinking. Journal of Information Technology Education: Innovations in Practice, 16(1), 171–193. GS Search

Tan, J. P. L., Choo, S. S., Kang, T., & Liem, G. A. D. (2017). Educating for twenty-first century competencies and future-ready learners: Research perspectives from Singapore. Asia Pacific Journal of Education, 37(4), 425-436. Taylor & Francis. GS Search

Tang, X., Yin, Y., Lin, Q., Hadad, R., & Zhai, X. (2020). Assessing computational thinking: A systematic review of empirical studies. Computers & Education. Elsevier. GS Search

The College Board. (2017). AP Computer Science Principles Course and Exam Description. College Board. [GS Search].

Thieme, A., Morrison, C., Villar, N., Grayson, M., & Lindley, S. (2017). Enabling collaboration in learning computer programing inclusive of children with vision impairments. In Proceedings of the 2017 Conference on Designing Interactive Systems (pp. 739-752). GS Search

Thiollent, M. (2007). Metodologia da pesquisa–ação (5ª edição). Cortez, São Paulo-SP. GS Search

Thompson, K. M., Jaeger, P. T., Taylor, N. G., Subramaniam, M., & Bertot, J. C. (2014). Digital literacy and digital inclusion: Information policy and the public library. Rowman & Littlefield. GS Search

Tonbuloğlu, B., & Tonbuloğlu, İ. (2019). The effect of unplugged coding activities on computational thinking skills of middle school students. Informatics in Education, 18(2), 403–426. GS Search

Torres, F., Junior, M., Dantas, R., Mascena, L., & Damasceno, A. (2018). Ensinando o pensamento computacional usando linguagens de programação no Alto Sertão da Paraíba. In Anais do Workshop de Informática na Escola (Vol. 24, No. 1, p. 660). GS Search

Trilling, B., & Fadel, C. (2009). 21st century skills: Learning for life in our times. John Wiley & Sons. GS Search

Tufte, E. (2001). The Visual Display of Quantitative Information (2ª ed.). Graphics Pr. GS Search

Utesch, M. C., Faizan, N. D., Krcmar, H., & Heininger, R. (2020). Pic2Program - an Educational Android Application Teaching Computational Thinking. 2020 IEEE Global Engineering Education Conference (EDUCON), 1493-1502. https://doi.org/10.1109/EDUCON45650.2020.9125087. GS Search

Van Laar, E., Van Deursen, A. J. A. M., Van Dijk, J. A. G. M., & De Haan, J. (2017). The relation between 21st-century skills and digital skills: A systematic literature review. Computers in human behavior, 72, 577-588. Elsevier. GS Search

Varghese, V., & Jana, A. (2019). Interrelationships between ICT, social disadvantage, and activity participation behaviour: A case of Mumbai, India. Transportation Research Part A: Policy and Practice. Elsevier. GS Search

Vieira, A., Passos, O., & Barreto, R. (2013). Um relato de experiência do uso da técnica computação desplugada. Anais do XXI WEI, 670-679. GS Search

Voogt, J., & Roblin, N. P. (2012). A comparative analysis of international frameworks for 21st century competences: Implications for national curriculum policies. Journal of curriculum studies, 44(3), 299-321. Taylor & Francis. GS Search

Voogt, J., Erstad, O., Dede, C., & Mishra, P. (2013). Challenges to learning and schooling in the digital networked world of the 21st century. Journal of computer assisted learning, 29(5), 403-413. Wiley Online Library. GS Search

Vourletsis, I., & Politis, P. (2020). Effects of a Computational Thinking Experimental Course on Students’ Perceptions of Their Problem-Solving Skills. In Proceedings of the 2020 9th International Conference on Educational and Information Technology (pp. 14-20). GS Search

Vygotsky, L. S. (2012). Thought and language. MIT press. GS Search

Wang, S. L., & Lin, S. S. J. (2007). The effects of group composition of self-efficacy and collective efficacy on computer-supported collaborative learning. Computers in human behavior, 23(5), 2256-2268. Elsevier. GS Search

Wang, Y., Zhang, Y., Mao, A., Wang, J., & Li, N. (2020). The Research of Programming Teaching in Primary School on the Cultivation of Computational Thinking. In 2020 Ninth International Conference of Educational Innovation through Technology (EITT) (pp. 250-255). IEEE. GS Search

Wazlawick, R. S. (2009). Metodologia de Pesquisa em Ciencia da Computação (1ª ed.). Campus. GS Search

Webb, E. J., Campbell, D. T., Schwartz, R. D., & Sechrest, L. (1999). Unobtrusive measures (Vol. 2). Sage Publications. GS Search

Wesson, C. J., & Derrer-Rendall, N. M. (2011). Self-Beliefs and Student Goal Achievement. Psychology Teaching Review, 17(1), 3-12. ERIC. GS Search

Wilson, C., Sudol, L. A., Stephenson, C., & Stehlik, M. (2010). Running on empty: The failure to teach K-12 computer science in the digital age. Association for Computing Machinery, 26. GS Search

Wing, J. (2011). Research notebook: Computational thinking—What and why. The Link Magazine, 20-23. Carnegie Mellon University Pittsburgh. GS Search

Wing, J. M. (2006). Computational thinking. Communications of the ACM, 49(3), 33-35. [GS Search].

Wong, G. K. W., & Cheung, H. Y. (2018). Exploring children’s perceptions of developing twenty-first century skills through computational thinking and programming. Interactive Learning Environments, 28(4), 438-450. Taylor & Francis. GS Search

Yadav, A., Hong, H., & Stephenson, C. (2016). Computational thinking for all: pedagogical approaches to embedding 21st century problem solving in K-12 classrooms. TechTrends, 60(6), 565–568. GS Search

Yengin, I. (2014). Using educational technology to create effective learning societies in 21st century. 2014 Information Technology Based Higher Education and Training (ITHET), 1-7. IEEE. GS Search

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2024-06-27

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CRUZ, L. S. da; SANTANA, B. S. de; BITTENCOURT, R. A.; BARRETO, A. R.; GOMES, K. C.; SANTOS, J. A. M. Efeito da promoção do pensamento computacional nas habilidades do século XXI: uma revisão sistemática da literatura. Revista Brasileira de Informática na Educação, [S. l.], v. 32, p. 295–335, 2024. DOI: 10.5753/rbie.2024.3213. Disponível em: https://journals-sol.sbc.org.br/index.php/rbie/article/view/3213. Acesso em: 2 jul. 2024.

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