Abstract
This study investigated the effects of students’ learning styles on intention to use a social media-enabled tool, entitled Book2U. The focus was on three learning styles, that is, collaborative, independent and participative. Book2U was developed using the Push–Pull–Mooring theory, whilst the questionnaire used for data collection was based on five factors: Academic Reasons, Social Networking, Convenience, Self-efficacy and Ease of Use. Multi-group path modelling was administered on each group of learning styles. Social Networking, Self-efficacy and Convenience were found to have significant direct effects on intention to use Book2U for learning, regardless of the learning styles. No significant differences were observed for Convenience between the groups; however, independent learners emphasized more on Social Networking and Self-efficacy than the rest of the groups. Academic Reasons were found to be significant only among the independent learners, whilst Ease of Use had insignificant impact on intention to use Book2U across all the groups. The findings show that varying learning styles have differing effects in using Book2U for learning, suggesting the need for tools or platforms that cater to diverse groups of students. Understanding the different driving factors of such tools for students with different learning styles will also be beneficial for educators to effectively use any social media tools to assist students in their academic endeavours.
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References
Andrews, J.D.W.: Teaching format and student style: their interactive effects on learning. Res. High. Educ. 14(2), 161–178 (1981)
Amir, R., Zalizan, M.J., Saemah, R.: Learning styles of university students: implications for teaching and learning. World Appl. Sci. J. 14, 22–26 (2011). (Special Issue of Innovation and Pedagogy for Diverse Learners)
Balakrishnan, V.: Using social networks to enhance teaching and learning experiences in higher learning institutions. Innov. Educ. Teach. Int. 51(6), 595–606 (2014)
Bandura, A.: Self-efficacy: toward a unifying theory of behavioral change. Psychol. Rev. 84(2), 191–215 (1977)
Battalio, J.: Success in distance education: Do learning styles and multiple formats matter? Am. J. Distance Educ. 23, 71–87 (2009)
Bostrom, R.P., Olfman, L., Sein, M.K.: The importance of learning style in end-user training. MIS Q. 14(1), 101–119 (1990)
Chen, N.S., Wei, C.W., Wu, K.T., Uden, L.: Effects of high level prompts and peer assessment on online learners’ reflection levels. Comput. Educ. 52(2), 283–291 (2008)
Clifton, A., Mann, C.: Can YouTube enhance student nurse learning? Nurse Educ. Today 31, 311–313 (2010)
Dede, C.: Planning for neomillennial learning styles. Educ. Q. 28(1), 7–12 (2005)
Diaz, D.P., Cartnal, R.B.: Students’ learning styles in two classes: online distance learning and equivalent on-campus. Coll. Teach. 47(4), 130–135 (1999)
Duggan, M, Smith, A: Social media Update 2013, Pew Research Center. http://www.pewinternet.org/files/2014/01/Social_Networking_2013.pdf (2013). Accessed April 2014
Dunn, R., Carbo, M.: Modalities: an open letter to Walter Barbe, Michael Milone, and Raymond Swassing. Educ. Leadersh. 38(5), 381–382 (1981)
Ellison, N.B., Wu, Y.: Blogging in the classroom: a preliminary exploration of student attitudes and impact on comprehension. J. Educ. Multimed. Hypermedia 17(1), 99–122 (2008)
Escobar-Rodríguez, T., Carvajal-Trujillo, E., Monge-Lozano, P.: Factors that influence the perceived advantages and relevance of Facebook as a learning tool: an extension of the UTAUT. Australas. J. Educ. Technol. 30(2), 136–151 (2014)
Everson, M., Gundlach, E., Miller, J.: Social media and the introductory statistics course. Comput. Hum. Behav. 29(5), 69–81 (2013)
Felder, R.M.: Matters of style. ASEE Prism 6, 18–23 (1996)
Felder, R.M., Silverman, L.K.: Learning and teaching styles in engineering education. Engine Educ. 78(7), 674–681 (1988)
Ferrari, J.R., Wesley, J.C., Wolfe, R.N., Erwin, C.N., Bamonto, S.M., Beck, B.L.: Psychometric properties of the revised Grasha-Riechmann Student Learning Style Scales. Educ. Psychol. Meas. 56, 166–172 (1996)
Fleming, N: The VARK Modalities, http://www.vark-learn.com/english/page.asp?p=categories (2011). Accessed Feb 2014
Fornell, C., Larcker, D.F.: Evaluating structural equation models with unobservable variables and measurement error. J. Market. Res. 18(1), 39–50 (1981)
Franz, A.K.: Organic chemistry YouTube writing assignment for large lecture classes. J. Chem. Educ. 89(4), 497–501 (2011)
Galagan, P.: Slash, burn, and learn. T + D 63(5), 28–31 (2009)
Grasha, A.F.: Teaching With Style: A Practical Guide to Enhancing Learning by Understanding Teaching and Learning Style. Alliance Publishers, Pittsburgh (1996)
Grosseck, G.H.: Teacher education in 140 characters-microblogging implications for continuos education, training, learning and personal development. Procedia Soc. Behav. Sci. 11, 160–164 (2011)
Gee, D.G.: The Impact of Students’ Preferred Learning Style Variables in a Distance Education Course: A Case Study. Portales: Eastern New Mexico University. (ERIC Document Reproduction Service No. ED 358 836) (1990)
Hair, J.F., Christian, M.R., Sarstedt, M.: PLS-SEM: indeed a silver bullet. J. Market. Theory Pract. 19(2), 139–151 (2011)
Jaffar, A.A.: YouTube: an emerging tool in anatomy education. Anat. Sci. Educ. 5(3), 158–164 (2012)
James, W.B., Gardner, D.L.: Learning Styles: Implications for Distance Learning. (ERIC Document Reproduction Service No. EJ 514 356) (1995)
Jonassen, D.H.: Thinking technology: toward a constructivist design model. Educ. Technol. 34(4), 34–37 (1994)
Junco, R.: The relationship between frequency of Facebook use, participation in Facebook activities, and student engagement. Comput. Educ. 58, 162–171 (2011)
Kalpidou, M., Costin, D., Morris, J.: The relationship between Facebook and the well-being of undergraduate college students. Cyberpsychol. Behav. Soc. Netw. 14, 183–189 (2011)
Kirschner, P.A., Karpinski, A.C.: Facebook® and academic performance. Comput. Hum. Behav. 26(6), 1237–1245 (2010)
Kolb, D.A.: Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall, New Jersey (1984)
Lee, C.Y., Chen, M.P.: A computer game as a context for non-routine mathematical problem solving: the effects of type of question prompt and level of prior knowledge. Comput. Educ. 52, 530–542 (2009)
Marriott, P.: A longitudinal study of undergraduate accounting students’ learning style preferences at two UK universities. Acc. Educ. 11(1), 43–62 (2002)
Minocha, S.: An empirically-grounded study on the effective use of social software in education. Education+. Training 51(5/6), 381–394 (2009)
Miyazoe, T., Anderson, T.: Learning outcomes and students’ perceptions of online writing: simultaneous implementation of a forum, blog, and wiki in an EFL blended learning setting. System 38(2), 185–199 (2010)
Mohd Shuib, N.L., Abdullah, R.: LSIST: learning style based information seeking tool. RNIS Res. Notes Inf. Sci. 13, 40–45 (2013)
Moran, M., Seaman, J., Tinti-Kane, H.: Teaching, Learning, and Sharing: How Today’s Higher Education Faculty Use Social Media. Babson Survey Research Group. Pearson Learning Solutions, Boston, MA (2011)
Munoz, C., Towner, T.: Opening facebook: how to use facebook in the college classroom. In: Gibson, I. et al. (eds.) Proceedings of Society for Information Technology and Teacher Education International Conference, pp. 2623–2627 (2009)
Patterson, J.G.: Understanding and promoting effective online student learning styles: an action research study. http://teach.valdosta.edu/are/Artmanscrpt/vol1no1/patterson_am.pdf (2003). Accessed 13 July 2015
Pempek, T.A., Yermolayeva, Y.A., Calvert, S.L.: College students’ social networking experiences on Facebook. J. Appl. Dev. Psychol. 30, 227–238 (2009)
Popescu, E.: Adaptation provisioning with respect to learning styles in a Web-based educational system: an experimental study. J. Comput. Assist. Learn. 26, 243–257 (2010)
Robertson, J.: The educational affordances of blogs for self-directed learning. Comput. Educ. 57(2), 1628–1644 (2011)
Roblyer, M.D., McDaniel, M., Webb, M., Herman, J., Witty, J.: Findings on Facebook in higher education: a comparison of college faculty and student uses and perceptions of social networking sites. Internet High. Educ. 13, 134–140 (2010)
Sadler-Smith, E.: Learning style: frameworks and instruments. Educ. Psychol. 17, 51–63 (1997)
Shah, A.A., Ravana, S.D.: Enhancing collaborative learning in Wikis through an iterative model by supporting various user roles. Malays. J. Comput. Sci. 27(4), 240–260 (2014)
Umrani-Khan, F., Iyer, S.: ELAM: a model for acceptance and use of e-Learning by teachers and students. In: Proceedings of the International Conference on e-Learning, pp. 475–485. Institute of Technology Bombay, Mumbai, India (2009)
Veletsianos, G., Navarrete, C.: Online social networks as formal learning environments: learner experiences and activities. Int. Rev. Res. Open Distance Learn. 13(1), 144–166 (2012)
Wankel, C.: Management education using social media. Org. Manag. J. 6(4), 251–262 (2009)
Wanpen, S.: The relationship between learning styles and the social network use of tertiary level students. Procedia Soc. Behav. Sci. 88, 334–339 (2013)
Willems, J.: Using learning styles data to inform e-learning design: a study comparing undergraduates, postgraduates and e-educators. Australas. J. Educ. Technol. 27(6), 863–880 (2011)
Yang, C., Chang, Y.S.: Assessing the effects of interactive blogging on student attitudes towards peer interaction, learning motivation, and academic achievements. J. Comput. Assist. Learn. 28(2), 126–135 (2012)
Zapalska, A., Brozik, D.: Learning styles and online education. Campus-Wide Inf. Syst. 23, 325–335 (2006)
Zengyan, C., Yinping, Y., Lim, J.: Cyber migration: an empirical investigation on factors affecting users’ switch intentions in social network sites. In: Paper presented at the Proceedings of the 42nd Hawaii International Conference on System Sceicnes—2009, Hawaii, China (2009)
Zhang, L.F., Sternberg, R.: A threefold model of intellectual styles. Educ. Psychol. Rev. 17, 1–53 (2005)
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The author extends her gratitude to University of Malaya for supporting this study (RP028A-14AET).
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Balakrishnan, V. Book2U and students’ learning styles: the effect of learning styles on intention to use a social media-enabled tool. Univ Access Inf Soc 16, 325–335 (2017). https://doi.org/10.1007/s10209-016-0460-5
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DOI: https://doi.org/10.1007/s10209-016-0460-5