Micro:bit Robotics Course: Infusing Logical Reasoning and Problem-Solving Ability in Fifth Grade Students Through an Online Group Study System
With rising societal interest in the subject areas of science, technology, engineering, art and mathematics (STEAM), a micro:bit robotics course with an online group study (OGS) system was designed to foster student learning anytime and anywhere. OGS enables the development of a learning environment that combines real-world and digital-world resources, and can enhance the effectiveness of learning among students from a remote area. In this pre- and post-test experiment design, we studied 22 (8 males and 14 females) 5th grade students from a remote area of Taiwan. A t test performed before and after the robotics course showed a positive increase in students’ proportional reasoning, probabilistic reasoning, and ability to analyze a problem. Results also revealed a gender difference in the association between students’ logical reasoning and problem-solving ability.
Arlin, P. K. (1975). Cognitive development in adulthood: A fifth stage? Developmental Psychology, 11(5), 602–606. https://doi.org/10.1037/0012-1618.104.22.1682
Axten, N., Newell, A., & Simon, H. A. (1973). Human problem solving. Contemporary sociology , 2(2), 169-170. https://doi.org/10.2307/2063712
Bers, M. U. (2012). Designing digital experiences for positive youth development: From playpen to playground. Oxford University Press. https://doi.org/10.1093/acprof:oso/9780199757022.001.0001
Birkerts., S. (1994). The Gutenberg elegies: The fate of reading in an electronic age. Faber and Faber.
Bitner, B. L. (1991). Formal operational reasoning modes: Predictors of critical thinking abilities and grades assigned by teachers in science and mathematics for students in grades nine through twelve. Journal of Research in Science Teaching, 28(3), 265–274. https://doi.org/10.1002/tea.3660280307
Bolter, J., & Grusin, R. (2000). Remediation: Understanding new media. The MIT Press.
Bransford, J., & Stein, B. S. (1984). The ideal problem solver: A guide for improving thinking, learning, and creativity. Freeman.
British Broadcasting Corporation. (2017, July 7). BBC micro:bit celebrates huge impact in first year, with 90% of students saying it helped show that anyone can code. https://www.bbc.co.uk/mediacentre/latestnews/2017/microbit-first-year
Chiappetta, E. L. (1976). A review of Piagetian studies relevant to science instruction at the secondary and college level. Science Education, 60(2), 253–261. https://doi.org/10.1002/sce.3730600215
Cohen, J.. (1988). Statistical power analysis for the behavioral sciences. New York, NY: Routledge Academic [Google Scholar] http://www.utstat.toronto.edu/~brunner/oldclass/378f16/readings/CohenPower.pdf
Conradty, C., & Bogner, F. X. (2018). From STEM to STEAM: How to monitor creativity. Creativity Research Journal, 30(3), 233–240. https://doi.org/10.1080/10400419.2018.1488195
Dewey, J. (1910). How we think. D. C. Heath. https://doi.org/10.1037/10903-000
Farrell, M. A. (1969). The formal stage: A review of the research. Journal of Research and Development in Education, 3, 111–118.
Flavell, J. H. (2007). The developmental psychology of Jean Piaget. D. Van Nostrand Company. https://doi.org/10.1037/11449-000
Gagné, R. M. (1985). The conditions of learning and theory of instruction. Holt, Rinehart and Winston.
Hacıömeroğlu, G., & Hacıömeroğlu, E. S. (2017). Examining the relationship between gender, spatial ability, logical reasoning ability, and preferred mode of processing. Adıyaman Üniversitesi Eğitim Bilimleri Dergisi, 7(1), 116–131. https://doi.org/10.17984/adyuebd.310833
Huang, Y. M., Chiu, P. S., Liu, T. C., & Chen, T. S. (2011). The design and implementation of a meaningful learning-based evaluation method for ubiquitous learning. Computers and Education, 57(4), 2291–2302. https://doi.org/10.1016/j.compedu.2011.05.023
Huang, Y. M., Huang, Y. M., Liu, C. H., & Tsai, C. C. (2013). Applying social tagging to manage cognitive load in a Web 2.0 self-learning environment. Interactive Learning Environments, 21(3), 273–289. https://doi.org/10.1080/10494820.2011.555839
Huang, Y. M., & Wu, T. T. (2011). A systematic approach for learner group composition utilizing u-learning portfolio. Educational Technology and Society, 14(3), 102–117. https://doi.org/10.1049/cp.2010.0563
Jung, I. (2012). Asian learners’ perception of quality in distance education and gender differences. The International Review of Research in Open and Distributed Learning, 13(2), 1–25. https://doi.org/10.19173/irrodl.v13i2.1159
Khine, M. S. (2017). Robotics in STEM education: Redesigning the learning experience. Springer. https://doi.org/10.1007/978-3-319-57786-9
Kuhn, D. (1991). The skills of argument. Cambridge University Press. https://doi.org/10.1017/cbo9780511571350
Lawson, A. E. (1978). The development and validation of a classroom test of formal reasoning. Journal of Research in Science Teaching, 15(1), 11–24. https://doi.org/10.1002/tea.3660150103
Lawson, A. E., Adi, H., & Karplus, R. (1979). Development of correlational reasoning in secondary schools: Do biology courses make a difference? The American Biology Teacher, 41(7), 420–430. https://doi.org/10.2307/4446678
Lin, Y.-C., Lin, Y.-T., & Huang, Y.-M. (2011). Development of a diagnostic system using a testing-based approach for strengthening student prior knowledge. Computers & Education, 57, 1557–1570. https://doi.org/10.1016/j.compedu.2011.03.004
Lin, Y.-T., Huang, Y.-M., & Cheng, S.-C. (2010). An automatic group composition system for composing collaborative learning groups using enhanced particle swarm optimization. Computers & Education, 55(4), 1483–1493. https://doi.org/https://doi.org/10.1016/j.compedu.2010.06.014
Liu, H., Ludu, M., & Holton, D. (2015). Can K–12 math teachers train students to make valid logical reasoning? In X. Ge, D. Ifenthaler, & J. Spector (Eds.) Emerging technologies for STEAM education (pp. 331–353). Springer. https://doi.org/10.1007/978-3-319-02573-5_18
Liu, Z. (2005). Reading behavior in the digital environment: Changes in reading behavior over the past ten years. Journal of Documentation, 61(6), 700–712. https://doi.org/10.1108/00220410510632040
Lovell, K. (1961). A follow‐up study of inhelder and Piaget’s: The growth of logical thinking. British Journal of Psychology, 52(2), 143–153. https://doi.org/10.1111/j.2044-8295.1961.tb00776.xMicro:bit. (n.d.). Let’s code. https://microbit.org/code/
O’Hara, K., & Sellen, A. (1997, March). Comparison of reading paper and on-line documents. In CHI ’97: Proceedings of the ACM SIGCHI conference on human factors in computing systems (pp. 335–342). https://doi.org/10.1145/258549.258787
Peters, O. (2000). Digital learning environments: New possibilities and opportunities. The International Review of Research in Open and Distributed Learning, 1(1). https://doi.org/10.19173/irrodl.v1i1.3
Preacher, K. J. (2002, May). Calculation for the test of the difference between two independent correlation coefficients [Computer software]. Available from http://quantpsy.org.
Remmele, B., & Holthaus, M. (2013). De-gendering in the use of e-learning. The International Review of Research in Open and Distributed Learning, 14(3), 27–42. https://doi.org/10.19173/irrodl.v14i3.1299
Roberge, J. J., & Craven, P. A. (1982). Developmental relationships between reading comprehension and deductive reasoning. The Journal of General Psychology, 107(1), 99–105. https://doi.org/10.1080/00221309.1982.9709912
Sentance, S., Waite, J., Hodges, S., MacLeod, E., & Yeomans, L. (2017, March). “Creating cool stuff”: Pupils’ experience of the BBC micro:bit. In SIGCSE '17: Proceedings of the 2017 ACM SIGCSE Technical Symposium on Computer Science Education (pp. 531–536). https://doi.org/10.1145/3017680.3017749
Siegler, R. S. (1991). Children’s thinking (2nd ed.). Prentice-Hall.
Sullivan, A., Strawhacker, A., & Bers, M. U. (2017). Dancing, drawing, and dramatic robots: Integrating robotics and the arts to teach foundational STEAM concepts to young children. In M. Khine (Ed.), Robotics in STEM education: Redesigning the learning experience (pp. 231–260). Springer. https://doi.org/10.1007/978-3-319-57786-9_10
Sungur, S., & Tekkaya, C. (2003). Students’ achievement in human circulatory system unit: The effect of reasoning ability and gender. Journal of Science Education and Technology, 12(1), 59–64. https://doi.org/10.1023/A:1022111728683
Tobin, K., & Capie, W. (1984). Application of the Test of Logical Thinking. Journal of Science and Mathematics Education in Southeast Asia, 7(1), 5–9.
United Nations Educational Scientific and Cultural Organization. (n.d.). Education: From disruption to recovery. https://en.unesco.org/covid19/educationresponse
Valanides, N. C. (1996). Formal reasoning and science teaching. School Science and Mathematics, 96(2), 99–107. https://doi.org/10.1111/j.1949-8594.1996.tb15818.x
Valanides, N. C. (1997). Cognitive abilities among twelfth‐grade students: Implications for science teaching. Educational Research and Evaluation, 3, 160–186. https://doi.org/10.1080/1380361970030204
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. https://doi.org/10.1111/jcal.12029
Wright, B., & Dowker, A. (2002). The role of cues to differential absolute size in children’s transitive inferences. Journal of Experimental Child Psychology, 81, 249–275. https://doi.org/10.1006/jecp.2001.2653
Yenilmez, A., Sungur, S., & Tekkaya, C. (2005). Investigating students’ logical thinking abilities: The effects of gender and grade level. Hacettepe University Journal of Education, 28, 219–225.
Yu, P. T., Su, M. H., Cheng, P. J., & Liao, Y. H. (2012). Utilizing an online group study environment to enhance student reading ability and learning effectiveness. Journal of Internet Technology, 13(6), 981–988. https://doi.org/10.6138/JIT.2012.13.6.12
Yurdugül, H., & Aşkar, P. (2013). Learning programming, problem solving and gender: A longitudinal study. Procedia - Social and Behavioral Sciences, 83, 605–610. https://doi.org/10.1016/j.sbspro.2013.06.115
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