A learning analytics approach to investigating pre-service teachers’ change of concept of engagement in the flipped classroom

References

• Abeysekera, L., & Dawson, P. (2015). Motivation and cognitive load in the flipped classroom: Definition, rationale and a call for research. Higher Education Research & Development, 34(1), 1–14.
   Web of Science ®Google Scholar
• Airasian, P. W., Cruikshank, K. A., Mayer, R. E., Pintrich, P. R., Raths, J., & Wittrock, M. C. (2001). A taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives. In L. W. Anderson & D. R. Krathwohl (Eds.), (pp. 101–268). New York: Addison Wesley Longmann.
   Google Scholar
• Allinson, C. W., & Hayes, J. (1996). The cognitive style index: A measure of intuition-analysis for organizational research. Journal of Management Studies, 33(1), 119–136.
   Web of Science ®Google Scholar
• Allinson, C. W., Hayes, J., & Davis, A. (1994). Matching the cognitive styles of management students and teachers: A Preliminary study. Perceptual and Motor Skills, 79(3), 1256–1258. doi:https://doi.org/10.2466/pms.1994.79.3.1256
   Web of Science ®Google Scholar
• Allison, P. D., & Liker, J. K. (1982). Analyzing sequential categorical data on dyadic interaction: A comment on Gottman. Psychological Bulletin, 91(2), 393–403. doi:https://doi.org/10.1037/0033-2909.91.2.393
   Web of Science ®Google Scholar
• Anderson, L. W., & Krathwohl, D. R. (Eds.). (2001). A taxonomy for learning, teaching, and assessing: A revision of Bloom's taxonomy of educational objectives. New York, NY: Longman.
   Google Scholar
• Bakeman, R., & Gottman, J. M. (1997). Observing interaction: An introduction to sequential analysis. New York, NY, US: Cambridge University Press.
   Google Scholar
• Bakeman, R., & Quera, V. (2011). Sequential analysis and observational methods for the behavioral sciences. Cambridge, UK: Cambridege University Press.
   Google Scholar
• Bergmann, J. (2016). Reframing the flipped learning discussion. Blog. Retrieved from http://www.jonbergmann.com/ reframing-the-flipped-learning-discussion/
   Google Scholar
• Bergmann, J., Overmyer, J., & Willie, B. (2011). The flipped class: What is and what is not. Retrieved from http://www.thedailyriff.com/articles/the-flipped-class-conversation-689.php
   Google Scholar
• Bergmann, J., & Sams, A. (2012). Flip your classroom: Reach every student in every class every day. Washington, DC: International Society for Technology in Education.
   Google Scholar
• Bergmann, J., & Sams, A. (2014). Flipped learning: Gateway to student engagement. Washington, D.C: International Society for Technology in Education.
   Google Scholar
• Bloom, B. S., Engelhart, M. D., Furst, E. J., Hill, W. H., & Krathwohl, D. R. (Eds.). (1956). Taxonomy of educational objectives, Handbook I: The cognitive domain. New York: David McKay Co Inc.
   Google Scholar
• Caligarisa, M., Rodríguez, G., & Laugero, L. (2016). A first experience of flipped classroom in numerical analysis. Procedia-Social and Behavioral Sciences, 217, 838–845.
   Google Scholar
• Cassidy, S. (2004). Learning styles: An overview of theories, models, and measures. Educational Psychology, 24(4), 419–444.
   Google Scholar
• Chang, K. E., Chang, C. T., Hou, H. T., Sung, Y. T., Chao, H. L., & Lee, C. M. (2014). Development and behavioral pattern analysis of a mobile guide system with augmented reality for painting appreciation instruction in an art museum. Computers & Education, 71, 185–197. doi:https://doi.org/10.1016/j.compedu.2013.09.022
   Web of Science ®Google Scholar
• Chen, Y., Wang, Y., & Chen, N. S. (2014). Is FLIP enough? Or should we use the FLIPPED model instead? Computers & Education, 79, 16–27.
   Web of Science ®Google Scholar
• Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). New Jersey: Lawrence Erlbaum Associates.
   Google Scholar
• Demski, J. (2013). 6 Expert tips for flipping the classroom. Campus Technology, 26(5), 32–37.
   Google Scholar
• Du, S. C., Fu, Z. T., & Wang, Y. (2014). The flipped classroom: Advantages and challenges. Proceedings of International Conference on Economic, Management and Trade Cooperation (pp. 17–20). Beijing: China Agricultural University.
   Google Scholar
• Ferguson, R. (2012). Learning analytics: Drivers, developments and challenges. International Journal of Technology Enhanced Learning, 4(5-6), 304–317. doi:https://doi.org/10.1504/IJTEL.2012.051816.
   Google Scholar
• Francl, T. J. (2014). Is flipped learning appropriate. Journal of Research in Innovative Teaching, 71, 119–128.
   Google Scholar
• Galway, L. P., Corbett, K. K., Takaro, T. K., & Frank, E. (2014). A novel integration of online and flipped classroom instructional models in public health higher education. BMC Medical Education, 14, 181.
   PubMed Web of Science ®Google Scholar
• Gaughan, J. E. (2014). The flipped classroom in world history. The History Teacher, 47(2), 221–244.
   Google Scholar
• Hayes, J., & Allinson, C. W. (1998). Cognitive style and the theory and practice of individual and Collective learning in Organizations. Human Relations, 51(7), 847–871.
   Web of Science ®Google Scholar
• Hou, H. T., Sung, Y. T., & Chang, K. E. (2009). Exploring the behavioral patterns of an online knowledge-sharing discussion activity among teachers with problem-solving strategy. Teaching and Teacher Education, 25(1), 101–108. doi:https://doi.org/10.1016/j.tate.2008.07.006.
   Web of Science ®Google Scholar
• Hung, H. T. (2015). Flipping the classroom for English language learners to foster active learning. Computer Assisted Language Learning, 28(1), 81–96.
   Web of Science ®Google Scholar
• Hwang, G. J., & Bergmann, J. (2018). Flipped learning 3.0 certification level-1 Chinese program. Flipped Learning Global Initiative. Retrieved from https://learn.flglobal.org
   Google Scholar
• Hwang, G. J., & Chen, C. H. (2017). Influences of an inquiry-based ubiquitous gaming design on students’ learning achievements, motivation, behavioral patterns, and tendency towards critical thinking and problem solving. British Journal of Educational Technology, 48(4), 950–971. doi:https://doi.org/10.1111/bjet.12464.
   Web of Science ®Google Scholar
• Hwang, G. J., & Chen, P. Y. (2019). Effects of a collective problem-solving promotion-based flipped classroom on students’ learning performances and interactive patterns. Interactive Learning Environments. doi:https://doi.org/10.1080/10494820.2019.1568263.
   Web of Science ®Google Scholar
• Hwang, G. J., Hsu, T. C., Lai, C. L., & Hsueh, C. J. (2017). Interaction of problem-based gaming and learning anxiety in language students’ English listening performance and progressive behavioral patterns. Computer & Education, 106, 26–42.
   Web of Science ®Google Scholar
• Hwang, G. J., Lai, C. L., & Wang, S. Y. (2015). Seamless flipped learning: A mobile technology-enhanced flipped classroom with effective learning strategies. Journal of Computers in Education, 2(4), 449–473.
   Web of Science ®Google Scholar
• Jamaludin, R., & Osman, S. Z. M. (2014). The use of flipped classroom to enhance engagement and promote active learning. Journal of Education and Practice, 5(2), 124–131.
   Google Scholar
• Jensen, J. L., Kummer, T. A., & Godoy, P. D. D. M. (2015). Improvements from a flipped classroom may simply be the fruits of active learning. CEB-Life Sciences Education, 14(1), 1–12.
   Web of Science ®Google Scholar
• Jeong, A. C. (2003). The sequential analysis of group interaction and critical thinking in online. American Journal of Distance Education, 17(1), 25–43. doi:https://doi.org/10.1207/S15389286AJDE1701_3.
   Google Scholar
• Jeong, A. C. (2005). A guide to analyzing message–response sequences and group interaction patterns in computer-mediated communication. Distance Education, 26(3), 367–383. doi:https://doi.org/10.1080/01587910500291470.
   Google Scholar
• Jeong, A. C., & Davidson-Shivers, G. V. (2006). The effects of gender interaction patterns on student participation in computer-supported collaborative argumentation. Educational Technology Research and Development, 54(6), 543–568. doi:https://doi.org/10.1007/11423-006-0636-4.
   Web of Science ®Google Scholar
• Jonassen, D. H. (2000). Computers as mind tools for schools: Engaging critical thinking (2nd ed.). Boston, MA: Allyn and Bacon.
   Google Scholar
• Kang, N. (2015). The comparison between regular and flipped classrooms for EFL Korean adult learners. Multimedia-Assisted Language Learning, 18(3), 41–72.
   Google Scholar
• Krathwohl, D. (2002). A revision of Bloom's Taxonomy: An overview. Theory into Practice, 41(4), 212–218.
   Web of Science ®Google Scholar
• LaFee, S. (2013). Flipped learning. School Administrator, 3(70), 19–25.
   Google Scholar
• Lage, M. J., Platt, G. J., & Tregalia, M. (2000). Inverting the classroom: A gateway to creating an inclusive learning environment. Journal of Economic Education, 31(1), 30–43.
   Web of Science ®Google Scholar
• Lai, K. W. (2011). Digital technology and the culture of teaching and learning in higher education. Australasian Journal of Educational Technology, 27(8), 1263–1275.
   Google Scholar
• Lai, C. L., & Hwang, G. J. (2016). A self-regulated flipped classroom approach to improving students’ learning performance in a mathematics course. Computers & Education, 100, 126–140.
   Web of Science ®Google Scholar
• Leonard, N. H., Scholl, R. W., & Kowalski, K. B. (1999). Information Processing style and decision making. Journal of Organizational Behavior, 20(3), 407–420.
   Web of Science ®Google Scholar
• Liu, Z, Zhang, H, Liu, H, & Liu, S. (2018). Learning behavioral differences among students and ethical issues in a university cloud classroom system. In A. Blackburn, I. L. Chen, & R. Pfeffer (Eds.), Emerging Trends in Cyber Ethics and Education. USA: IGI Global. doi:https://doi.org/10.4018/978-1-5225-5933-7.ch009
   Google Scholar
• McBride, C. (2015). Students’ attitudes and success during my first attempts at flipping. International Journal for Cross-Disciplinary Subjects in Education, 6(2), 2174–2183.
   Google Scholar
• Millard, E. (2012). Five reasons flipped classrooms work. University Business, 15(11), 26–29.
   Google Scholar
• Milman, N. B. (2012). The flipped classroom strategy: What is it and how can it best be used? Distance Learning, 9(3), 85.
   Google Scholar
• Moravec, M., Williams, A., Aguilar-Roca, N., & O’ Dowd, D. K. (2010). Learn before lecture: A strategy that improves learning outcomes in a large introductory biology class. CBE-Life Sciences Education, 9(04), 473–481.
   PubMedGoogle Scholar
• O'Flaherty, J., & Phillips, C. (2015). The use of flipped classrooms in higher education: A scoping review. The Internet and Higher Education, 25, 85–95.
   Web of Science ®Google Scholar
• Redekop, M. W., & Ragusa, G. (2013). Evaluating flipped classroom strategies and tools for computer engineering, in Proceedings of ASEE Annual Conference, Atlanta, GA.
   Google Scholar
• Roehl, S., Reddy, S. L., & Shannon, G. J. (2013). The flipped classroom: An opportunity to engage millennial students through active learning strategies. Journal of Family & Consumer Sciences, 105(2), 44–49.
   Google Scholar
• Ryback, D., & Sanders, J. (1980). Humanistic versus traditional teaching styles and student satisfaction. Journal of Humanistic Psychology, 20(87), 87–90.
   Google Scholar
• Sackett, G. P. (1978). Observing behavior: Data collection and analysis methods. Baltimore, MD: University Park Press.
   Google Scholar
• Sadler-Smith, E., & Badger, B. (1998). Cognitive style, learning and Innovation. Technology Analysis and Strategic Management, 10(2), 247–265.
   Web of Science ®Google Scholar
• Sahin, A., Cavlazoglu, B., & Zeytuncu, Y. E. (2015). Flipping a college calculus course: A case study. Educational Technology & Society, 18(3), 142–152.
   Web of Science ®Google Scholar
• Schultz, D., Duffield, S., Rasmussen, S. C., & Wageman, J. (2014). Effects of the flipped classroom model on student performance for advanced placement high school chemistry students. Journal of Chemical Education, 91(9), 1334–1339.
   Web of Science ®Google Scholar
• See, S., & Conry, J. (2014). Flip my class! A faculty development demonstration of a flipped classroom. Currents in Pharmacy Teaching and Learning, 6(4), 585–588.
   Google Scholar
• Siemens, G., & Long, P. (2011). Penetrating the fog: Analytics in learning and education. EDUCAUSE Review, 46(5), 30.
   Google Scholar
• Sun, J. C. Y., Hwang, G. J., Lin, Y. Y., Yu, S. J., Pan, L. C., & Chen, A. Y. Z. (2018). A votable concept mapping approach to promoting students’ attentional behavior: An analysis of sequential behavioral patterns and brainwave data. Educational Technology & Society, 21(2), 177–191.
   Web of Science ®Google Scholar
• Sun, J. C.-Y., Kuo, C. Y., Hou, H. T., & Lin, Y. Y. (2017). Exploring learners’ sequential behavioral patterns, flow experience, and learning performance in an anti-phishing educational game. Educational Technology & Society, 20(1), 45–60.
   Web of Science ®Google Scholar
• Sung, K. (2015). A case study on a flipped classroom in an EFL content course. Multimedia-Assisted Language Learning, 18(2), 159–187.
   Google Scholar
• Sung, H. Y., Hwang, G. J., Wu, P. H., & Lin, D. Q. (2018). Facilitating deep-strategy behaviors and positive learning performances in science inquiry activities with a 3D experiential gaming approach. Interactive Learning Environment, 26(8), 1053–1073. doi.org/https://doi.org/10.1080/10494820.2018.1437049.
   Web of Science ®Google Scholar
• Sweet, D. R. (2014). Microlectures in a flipped classroom: Application, creation, and resources. Mid-Western Educational Researcher, 26(1), 52–59.
   Google Scholar
• Taylor, D. (2019). Cognitive Styles vs. Learning Styles, Synonym, 22 May 2019. Retrieved from https://classroom.synonym.com/cognitive-styles-vs-learning-styles-8109736.html
   Google Scholar
• Tucker, B. (2012). The flipped classroom: Online instruction at home frees class time for learning. Education Next, 12(1), 82–83.
   Google Scholar
• Wallace, A. (2014). Social learning platforms and the flipped classroom. International Journal of Information and Education Technology, 4(4), 293–296.
   Google Scholar
• Wang, F. H. (2017). An exploration of online behavior engagement and achievement in flipped classroom supported by learning management system. Computers & Education, 114, 79–91.
   Web of Science ®Google Scholar
• Warter-Perez, N., & Dong, J. (2012). Flipping the classroom: How to embed inquiry and design projects into a digital engineering lecture. In Proceedings of the 2012 ASEE PSW Section Conference.
   Google Scholar
• Ye, X. D., Chang, Y. H., & Lai, C. L. (2018). An interactive problem-posing guiding approach to bridging and facilitating pre- and in-class learning for flipped classrooms. Interactive Learning Environments. doi:https://doi.org/10.1080/10494820.2018.1495651.
   Google Scholar
• Yu, F. Y. (2011). Multiple peer-assessment modes to augment online student question-generation processes. Computers & Education, 56(2), 484–494.
   Web of Science ®Google Scholar