Abstract
In today’s knowledge society, knowing how to interpret, search, communicate, and share new information are key skills for a successful citizen. Such skills, known as 21st-century skills, include critical thinking, teamwork, communication, among others. Currently, there are several proposals on how to integrate the learning of these skills in K-12 through the teaching of computing. Yet, assuming that teaching computing can contribute to the learning of 21st-century skills, there is little systematic evidence available to support this claim. One reason is the lack of 21st-century skills assessment models. Thus, the objective of this article is to present a model for the assessment of 21st-century skills in the context of computing education in K-12. Based on the results of a mapping study, the model is systematically developed as well as its measurement instrument, a self-assessment questionnaire. An evaluation of the reliability and validity of the measurement instrument, based on 394 responses from K-12 students, indicates high internal reliability (Cronbach’s alpha = 0.94). The results regarding the validity of the instrument were inconclusive and based on an explorative factor analysis, we propose a reorganization of the model in stronger alignment with prominent 21st-century skill models. In this way, the bASES21 model represents a first step supporting the assessment of 21st-century skills, aiming at the systematic improvement of teaching computing in schools.
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References
Aesaert, K., van Nijlen, D., Vanderlinde, R., Braak, J.: Direct measures of digital information processing and communication skills in primary education: using item response theory for the development and validation of an ICT competence scale. Comput. Educ. 76, 168–181 (2014)
Basili, V.R., Caldeira, G., Rombach, H.D.: Goal question metric paradigm. In: Marciniak, J.J. (ed.) Encyclopedia of Software Engineering. Wiley-Interscience, New York (1994)
Binkley, M., Ola, E., Herman, J., Raizen, S., Ripley, M., Rumble, M.: Defining 21st-century skills. In: Griffin, P., McGaw, B., Care, E. (eds.) Assessment and Teaching of 21st-century Skills, pp. 17–66. Springer, New York (2011). https://doi.org/10.1007/978-94-007-2324-5_2
Brown, T.A.: Confirmatory Factor Analysis for Applied Research. The Guilford Press, New York (2006)
Budgen, D., Turner, M., Brereton, P., Kitchenham, B.: Using mapping studies in software engineering. Evidence-Based Software Engineering, pp. 195–204. Lancaster University (2008)
Cattell, R.B.: The scree test for the number of factors. Multivar. Behav. Res. 1(2), 245–276 (1966)
Chai, C.S., Deng, F., Tsai, P.-S., Koh, J.H.L., Tsai, C.-C.: Assessing multidimensional students’ perceptions of twenty-first-century learning practices. Asia Pac. Educ. Rev. 16(3), 389–398 (2015). https://doi.org/10.1007/s12564-015-9379-4
Claro, M., et al.: Assessment of 21st-century ICT skills in Chile: test design and results from high school level students. Comput. Educ. 59(3), 1042–1053 (2012)
Cohen, J.: Statistical Power Analysis for the Behavioral Sciences. Routledge Academic, New York (1998)
Comrey, A., Lee, H.: A First Course in Factor Analysis. Erlbaum, Hillsdale (1992)
Cronbach, L.J.: Coefficient alpha and the internal structure of tests. Psychometrika 16, 297–334 (1951)
CSTA, CSTA-12 Computer Science Framework. ACM, New York (2016). http://www.k12cs.org. Accessed 06 Feb 2020
DeVellis, R.F.: Scale Development: Theory and Applications. SAGE Publications, Beverly Hills (2016)
Drasgow, F.: Polychoric and polyserial correlations. In: Kotz, S., Johnson, N.L. (eds.) Encyclopedia of Statistical Sciences, pp. 68–74. Wiley, New York (1986)
Duckworth, A.L., Peterson, C., Matthews, M.D., Kelly, D.R.: Grit: perseverance and passion for long-term goals. J. Pers. Soc. Psychol. 92(6), 1087–1101 (2007)
Grover, S., Pea, R.: Computational thinking in K–1: a review of the state of the field. Educ. Res. 42(1), 38–43 (2013)
Griffin, P., Care, E.: Assessment and Teaching of 21st-Century Skills: Methods and Approach. Springer, Netherlands (2015)
Harari, Y.N.: 21 Lessons for the 21st-Century. Spiegel & Grau, New York (2018)
Institute for the Future of Learning. Assessing the Learning that Matters Most (2015)
Kang, M., Heo, H., Jo, I., Shin, J., Seo, J.: Developing an educational performance indicator for new millennium learners. J. Res. Technol. Educ. 43(2), 157–170 (2010)
Kasunic, M.: Designing an effective survey. Handbook CMU/SEI-2005-HB-004, Software Engineering Institute, Carnegie Mellon University, Pittsburgh (2005)
Kyllonen, P.C.: Measurement of 21st-century skills within the common core state standards. In: Proceedings of Invitational Research Symposium on Technology Enhanced Assessments, pp. 7–8 (2012)
Lau, W.W.F., Yuen, A.H.K.: Developing and validating of a perceived ICT literacy scale for junior secondary school students: pedagogical and educational contributions. Comput. Educ. 78, 1–9 (2014)
Losby, J., Wetmore, A.: Jan Losby and Anne Wetmore on Likert Scales – Odd or Even? (2012). http://aea365.org/blog/jan-losby-and-anne-wetmore-likert-scales-odd-or-even/. Accessed 06 Feb 2020
Martins-Pacheco, L.H., Degering, L., Mioto, F., von Wangenheim, C., Borgato, A., Petri, G.: Improvements in bASES21: 21st-century skills assessment model to K12. In: Proceedings of the 12th International Conference on Computer Supported Education, pp. 297–307 (2020)
O’Neil, H.F., Schacter, J.: Testing specifications for problem solving assessments. CSE Technical report 463, University of California (1997)
Partnership for 21st-century Skills, P21 framework definitions (2015). http://www.p21.org/storage/documents/P21_Framework_Definitions.pdf. Accessed 06 Feb 2020
Petersen, K., Vakkalanka, S., Kuzniarz, L.: Guidelines for conducting systematic mapping studies in software engineering: an update. Inf. Softw. Technol. 64, 1–18 (2015)
Petway, K.T., Rikoon, S.H., Brenneman, M.W., Burrus, J., Roberts, R.D.: Development of the mission skills assessment and evidence of its reliability and internal structure. ETS Research Report Series (2016)
Raîche, G., Walls, T.A., Magis, D., Riopel, M., Blais, J.-G.: Non-graphical solutions for Cattell’s scree test. Methodology 9(1), 23–29 (2013)
Rosen, Y.: Computer-based assessment of collaborative problem solving: exploring the feasibility of human-to-agent approach. Int. J. Artif. Intell. Educ. 25(3), 380–406 (2015). https://doi.org/10.1007/s40593-015-0042-3
Rosen, Y., Tager, M.: Computer-based performance assessment of creativity skills: a pilot study. In: Proceedings of International Association for Educational Assessment Conference, Singapore (2014)
Ross, J.A.: The reliability, validity, and utility of self-assessment. Pract. Assess. Res. Eval. 11(10), 1–13 (2006)
Siddiq, F., Gochyyev, P., Wilson, M.: Learning in digital networks - ICT literacy: a novel assessment of students’ 21st-century skills. Comput. Educ. 109, 11–37 (2017)
Sitzmann, T., Ely, K., Brown, K.G., Bauer, K.N.: Self-assessment of knowledge: a cognitive learning or affective measure? Acad. Manag. Learn. Educ. 9(2), 169–191 (2010)
Susnea, I., Vasiliu, G.: A fuzzy logic software tool and a new scale for the assessment of creativity. Int. J. Comput. Commun. Control 11(3), 441–449 (2016)
Trochim, W.M., Donnelly, J.P.: Research Methods Knowledge Base. Atomic Dog Publishing, Mason (2018)
Tsai, M., Wang, C., Hsu, P.: Developing the computer programming self-efficacy scale for computer literacy education. J. Educ. Comput. Res. 56(8), 1345–1360 (2019)
van Laar, E., van Deursen, A.J.A.M., van Dijk, J.A.G.M., Haan, J.: The relation between 21st-century skills and digital skills: a systematic literature review. Comput. Hum. Behav. 72, 577–588 (2017)
Wohlin, C., Runeson, P., Host, M., Ohlsson, M.C., Regnell, B., Wesslen, A.: Experimentation in Software Engineering: An Introduction. Springer, Berlin (2012). https://doi.org/10.1007/978-3-642-29044-2
Yin, R.K.: Case Study Research: Design and Methods, 4th edn. Sage Publications, Beverly Hills (2009)
Acknowledgments
This work was supported by the CNPq (Conselho Nacional de Desenvolvimento Científico e Tecnológico – www.cnpq.br), an entity of the Brazilian government focused on scientific and technological development.
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Gresse von Wangenheim, C., Degering, L.P., Mioto, F., Martins-Pacheco, L.H., F. Borgatto, A., Petri, G. (2021). bASES21: A Model for the Self-assessment of 21st-Century Skills in the Context of Computing Education in K-12. In: Lane, H.C., Zvacek, S., Uhomoibhi, J. (eds) Computer Supported Education. CSEDU 2020. Communications in Computer and Information Science, vol 1473. Springer, Cham. https://doi.org/10.1007/978-3-030-86439-2_19
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