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Book2U and students’ learning styles: the effect of learning styles on intention to use a social media-enabled tool

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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

  1. Andrews, J.D.W.: Teaching format and student style: their interactive effects on learning. Res. High. Educ. 14(2), 161–178 (1981)

    Article  Google Scholar 

  2. 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)

    Google Scholar 

  3. Balakrishnan, V.: Using social networks to enhance teaching and learning experiences in higher learning institutions. Innov. Educ. Teach. Int. 51(6), 595–606 (2014)

    Article  Google Scholar 

  4. Bandura, A.: Self-efficacy: toward a unifying theory of behavioral change. Psychol. Rev. 84(2), 191–215 (1977)

    Article  Google Scholar 

  5. Battalio, J.: Success in distance education: Do learning styles and multiple formats matter? Am. J. Distance Educ. 23, 71–87 (2009)

    Article  Google Scholar 

  6. Bostrom, R.P., Olfman, L., Sein, M.K.: The importance of learning style in end-user training. MIS Q. 14(1), 101–119 (1990)

    Article  Google Scholar 

  7. 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)

    Article  Google Scholar 

  8. Clifton, A., Mann, C.: Can YouTube enhance student nurse learning? Nurse Educ. Today 31, 311–313 (2010)

    Article  Google Scholar 

  9. Dede, C.: Planning for neomillennial learning styles. Educ. Q. 28(1), 7–12 (2005)

    MathSciNet  Google Scholar 

  10. 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)

    Article  Google Scholar 

  11. 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

  12. Dunn, R., Carbo, M.: Modalities: an open letter to Walter Barbe, Michael Milone, and Raymond Swassing. Educ. Leadersh. 38(5), 381–382 (1981)

    Google Scholar 

  13. 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)

    Google Scholar 

  14. 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)

    Article  Google Scholar 

  15. Everson, M., Gundlach, E., Miller, J.: Social media and the introductory statistics course. Comput. Hum. Behav. 29(5), 69–81 (2013)

    Article  Google Scholar 

  16. Felder, R.M.: Matters of style. ASEE Prism 6, 18–23 (1996)

    Google Scholar 

  17. Felder, R.M., Silverman, L.K.: Learning and teaching styles in engineering education. Engine Educ. 78(7), 674–681 (1988)

    Google Scholar 

  18. 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)

    Article  Google Scholar 

  19. Fleming, N: The VARK Modalities, http://www.vark-learn.com/english/page.asp?p=categories (2011). Accessed Feb 2014

  20. Fornell, C., Larcker, D.F.: Evaluating structural equation models with unobservable variables and measurement error. J. Market. Res. 18(1), 39–50 (1981)

    Article  Google Scholar 

  21. Franz, A.K.: Organic chemistry YouTube writing assignment for large lecture classes. J. Chem. Educ. 89(4), 497–501 (2011)

    Article  Google Scholar 

  22. Galagan, P.: Slash, burn, and learn. T + D 63(5), 28–31 (2009)

    Google Scholar 

  23. Grasha, A.F.: Teaching With Style: A Practical Guide to Enhancing Learning by Understanding Teaching and Learning Style. Alliance Publishers, Pittsburgh (1996)

    Google Scholar 

  24. 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)

    Article  Google Scholar 

  25. 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)

  26. Hair, J.F., Christian, M.R., Sarstedt, M.: PLS-SEM: indeed a silver bullet. J. Market. Theory Pract. 19(2), 139–151 (2011)

    Article  Google Scholar 

  27. Jaffar, A.A.: YouTube: an emerging tool in anatomy education. Anat. Sci. Educ. 5(3), 158–164 (2012)

    Article  Google Scholar 

  28. James, W.B., Gardner, D.L.: Learning Styles: Implications for Distance Learning. (ERIC Document Reproduction Service No. EJ 514 356) (1995)

  29. Jonassen, D.H.: Thinking technology: toward a constructivist design model. Educ. Technol. 34(4), 34–37 (1994)

    Google Scholar 

  30. Junco, R.: The relationship between frequency of Facebook use, participation in Facebook activities, and student engagement. Comput. Educ. 58, 162–171 (2011)

    Article  Google Scholar 

  31. 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)

    Article  Google Scholar 

  32. Kirschner, P.A., Karpinski, A.C.: Facebook® and academic performance. Comput. Hum. Behav. 26(6), 1237–1245 (2010)

    Article  Google Scholar 

  33. Kolb, D.A.: Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall, New Jersey (1984)

    Google Scholar 

  34. 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)

    Article  Google Scholar 

  35. Marriott, P.: A longitudinal study of undergraduate accounting students’ learning style preferences at two UK universities. Acc. Educ. 11(1), 43–62 (2002)

    Article  MathSciNet  Google Scholar 

  36. Minocha, S.: An empirically-grounded study on the effective use of social software in education. Education+. Training 51(5/6), 381–394 (2009)

    Article  Google Scholar 

  37. 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)

    Article  Google Scholar 

  38. Mohd Shuib, N.L., Abdullah, R.: LSIST: learning style based information seeking tool. RNIS Res. Notes Inf. Sci. 13, 40–45 (2013)

    Google Scholar 

  39. 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)

  40. 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)

  41. 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

  42. Pempek, T.A., Yermolayeva, Y.A., Calvert, S.L.: College students’ social networking experiences on Facebook. J. Appl. Dev. Psychol. 30, 227–238 (2009)

    Article  Google Scholar 

  43. 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)

    Article  Google Scholar 

  44. Robertson, J.: The educational affordances of blogs for self-directed learning. Comput. Educ. 57(2), 1628–1644 (2011)

    Article  Google Scholar 

  45. 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)

    Article  Google Scholar 

  46. Sadler-Smith, E.: Learning style: frameworks and instruments. Educ. Psychol. 17, 51–63 (1997)

    Article  Google Scholar 

  47. 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)

    Google Scholar 

  48. 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)

  49. 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)

    Google Scholar 

  50. Wankel, C.: Management education using social media. Org. Manag. J. 6(4), 251–262 (2009)

    Article  Google Scholar 

  51. Wanpen, S.: The relationship between learning styles and the social network use of tertiary level students. Procedia Soc. Behav. Sci. 88, 334–339 (2013)

    Article  Google Scholar 

  52. 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)

    Article  Google Scholar 

  53. 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)

    Article  Google Scholar 

  54. Zapalska, A., Brozik, D.: Learning styles and online education. Campus-Wide Inf. Syst. 23, 325–335 (2006)

    Article  Google Scholar 

  55. 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)

  56. Zhang, L.F., Sternberg, R.: A threefold model of intellectual styles. Educ. Psychol. Rev. 17, 1–53 (2005)

    Article  Google Scholar 

Download references

Acknowledgments

The author extends her gratitude to University of Malaya for supporting this study (RP028A-14AET).

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Correspondence to Vimala Balakrishnan.

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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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