Skip to main content
Log in

(Latent) transitions to learning at university: A latent profile transition analysis of first-year Japanese students

  • Published:
Higher Education Aims and scope Submit manuscript

Abstract

During the past decade, quantitative researchers have examined the first-year university experience from both variable-centred and person-centred perspectives. These studies have, however, generally been cross-sectional and therefore often failed to address how student learning changes during this transition. Furthermore, research has been undertaken chiefly with Western students, creating a significant gap considering the fact that students from a Confucian cultural heritage are a significant portion of the international higher education population. The present study seeks to address these weaknesses in the existing literature by employing a longitudinal person-centred approach to understanding the latent subgroups within a first-year student population at one Japanese university. Survey and achievement data from students (n = 920) attending one private university in western Japan at the beginning and end of their first academic year were analysed. Latent profile transition analysis (LPTA) identified three latent groups at time 1 and at time 2. LPTA mover-stayer modelling highlighted a pattern of students moving towards less adaptive groups over time. In particular, the least adaptive group increased in size, and no students from the low group managed to transition to the highest group during the course of their first year at a university.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

References

  • Akaike, H. (1987). Factor analysis and AIC. Psychometrika, 52, 317–332.

    Article  Google Scholar 

  • Amano, I. (1986). Shiken to gakureki [examination and credentialization]. Tokyo: Recruit.

    Google Scholar 

  • Amano, I. (2014). Globalization and higher education reforms in Japan: the obstacles to greater international competitiveness. Retrieved from : http://www.nippon.com/en/in-depth/a02801/

  • Amano, I., & Poole, G. S. (2005). The Japanese university in crisis. High Educ. doi:10.1007/s10734-004-6372-y.

    Google Scholar 

  • Baeten, M., Kyndt, E., Struyven, K., & Dochy, F. (2010). Using student-centred learning environments to stimulate deep approaches to learning: factors encouraging or discouraging their effectiveness. Educational Research Review. doi:10.1016/j.edurev.2010.06.001.

    Google Scholar 

  • Bernardo, A. B., & King, R. B. (2016). Asian learners: retrospect and prospect. The Psychology of Asian Learners (pp. 653–664): Springer.

  • Biggs, J. B. (1987). Student approaches to learning and studying. Hawthorne, Victoria: Australian Council for Educational Research.

    Google Scholar 

  • Biggs, J. B., Kember, D., & Leung, D. Y. P. (2001). The revised two-factor study process questionnaire: R-SPQ-2F. The British Journal of Educational Psychology. doi:10.1348/000709901158433.

  • Briggs, A. R. J., Clark, J., & Hall, I. P. (2012). Building bridges: understanding student transition to university. Qual High Educ. doi:10.1080/1343822.2011.614468.

    Google Scholar 

  • Browne, M., & Cudeck, R. (1992). Alternative ways of assessing model fit. Sociol Methods Res, 21, 230–258. doi:10.1177/0049124192021002005.

    Article  Google Scholar 

  • Celeux, G., & Soromenho, G. (1996). An entropy criterion for assessing the number of clusters in a mixture model. J Classif, 13, 195–212.

  • Coertjens, L., Donche, V., De Maeyer, S., Vanthournout, G., & Van Petegem, P. (2013). Modeling change in learning strategies throughout higher education: a multi-indicator latent growth perspective. PLoS One. doi:10.1371/journal.pone.0067854.t005.

    Google Scholar 

  • Crawford, K., Gordon, S., Nicholas, J., & Prosser, M. (1998). Qualitatively different experiences of learning mathematics at university. Learning and Instruction 8(5), 455–468.

  • Cummings, W. (1994). From knowledge seeking to knowledge creation: the Japanese university’s challenge. Higher Education, 27, 399–415. doi:10.1007/FBF01384901.

  • Devellis, R. F. (2012). Scale development: theory and application (3rd ed.). Thousand Oaks, CA: Sage.

    Google Scholar 

  • Diseth, Å. (2007). Approaches to learning, course experience and examination grade among undergraduate psychology students: testing of mediator effects and construct validity. Studies in Higher Education, 32, 373–388. doi:10.1080/03075070701346949.

  • Doyon, P. (2001). A review of higher education reform in modern Japan. Higher Education. doi:10.1023/a:1017502308832.

  • Elphinstone, L. J. (1989). Development of the course experience questionnaire. (Masters), Melbourne University, Melbourne.

  • Entwistle, N., & McCune, V. (2013). The disposition to understand for oneself at university: integrating learning processes with motivation and metacognition. The British Journal of Educational Psychology. doi:10.1111/bjep.12010.

  • Entwistle, N., & Ramsden, P. (1983). Understanding student learning. London: Croom Helm.

    Google Scholar 

  • Fryer, L. K., Van den Broeck, A., Ginns, P., & Nakao, K. (2016). Understanding students’ instrumental goals, motivation deficits and achievement: through the lens of a latent profile analysis. Psychologia Belgica.

  • Fryer, L. K., Ginns, P., & Walker, R. (2014). Between students’ instrumental goals and how they learn: goal content is the gap to mind. The British Journal of Educational Psychology, 84, 612–630. doi:10.1111/bjep.12052.

  • Fryer, L. K. (2013). Motivated study and learning strategies: cross-sectional and longitudinal investigations. (Ph.D. Educational Psychology), Sydney University.

  • Fryer, L. K., Ginns, P., Walker, R. A., & Nakao, K. (2012). The adaptation and validation of the CEQ and the R-SPQ-2F to the Japanese tertiary environment. The British Journal of Educational Psychology, 82, 549–563. doi:10.1111/j.2044-8279.2011.02045.x.

  • Frost, P. (1991). Examination hell. Windows on Japanese Education. London: Greenwood press.

    Google Scholar 

  • Hagenaars, J. A., & McCutcheon, A. L. (2002). Applied latent class analysis. Cambridge: Cambridge University Press.

    Book  Google Scholar 

  • Hayes, L. D. (1997). Higher education in Japan. The Social Science Journal. doi:10.1016/S0362-3319(97)90030-6.

  • Heikkilä, A., Lonka, K., Nieminen, J., & Niemivirta, M. (2012). Relations between teacher students’ approaches to learning, cognitive and attributional strategies, well-being, and study success. Higher Education. doi:10.1007/s10734-012-9504-9.

  • Heikkilä, A., Niemivirta, M., Nieminen, J., & Lonka, K. (2010). Interrelations among university students’ approaches to learning, regulation of learning, and cognitive and attributional strategies: a person oriented approach. Higher Education. doi:10.1007/s10734-010-9346-2.

  • Itoh, A. (2002). Higher education reform in perspective: the Japanese experience. Higher Education. doi:10.1023/A:1012995409254.

  • Jöreskog, K. G., & Sörbom, D. (2006). LISREL 8.80. Chicago, IL: Scientific Software International, Inc..

    Google Scholar 

  • Kariya, T. (2011). Credential inflation and employment in ‘universal’higher education: enrolment, expansion and (in) equity via privatisation in Japan. Journal of Education and Work, 24, 69–94.

  • Kariya, T. (2012). Higher education and the Japanese disease. Retrieved from http://www.nippon.com/en/in-depth/a00602/

  • Kember, D. (2000). Misconceptions about the learning approaches, motivation and study practices of Asian students. Higher Education. doi:10.4324/9780203464045.

  • King, R. B. (2015). Sense of relatedness boosts engagement, achievement, and well-being: a latent growth model study. Contemporary Educational Psychology. doi:10.1016/j.cedpsych.2015.04.002.

  • Lindblom-Ylänne, S., Parpala, A., & Postareff, L. (2015). Methodological challenges in measuring change in students’ learning processes. In L. D. Hill & F. J. Levine (Eds.), World education research 2015 (pp. 160–183). New York: Routledge.

    Google Scholar 

  • Lizzio, A., Wilson, K. L., & Simons, R. (2002). University students’ perceptions of the learning environment and academic outcomes: implications for theory and practice. Studies in Higher Education. doi:10.1080/03075070120099359.

  • Lo, Y., Mendell, N., & Rubin, D. (2001). Testing the number of components in a normal mixture. Biometrika. doi:10.1093/biomet/88.3.767.

    Google Scholar 

  • Magidson, J., & Vermunt, J. K. (2004). Latent class models. Handbook of quantitative methodology for the social sciences (pp. 345–368). Newbury Park, CA: Sage Publications.

  • Marsh, H. W., Ludtke, O., Trautwein, U., & Morin, A. J. S. (2009). Classical latent profile analysis of academic self-concept dimensions: synergy of person- and variable-centered approaches to theoretical models of self-concept. Structural Equation Modeling-a Multidisciplinary Journal. doi:10.1080/10705510902751010.

    Google Scholar 

  • Marton, F. (1975). On non-verbatim learning: II—the erosion effect of a task-induced learning algorithim. The British Journal of Educational Psychology. doi:10.1111/j.2044-8279.1976.tb02304.x.

  • Marton, F., & Säljö, R. (1976a). On qualitative differences in learning I: outcome and processes. The British Journal of Educational Psychology. doi:10.1111/j.2044-8279.1976.tb02980.x.

  • Marton, F., & Säljö, R. (1976b). On qualitative differences in learning II: outcome as a function of the learner’s conception of the task. The British Journal of Educational Psychology. doi:10.1111/j.2044-8279.1976.tb02304.x.

  • Marton, F., & Säljö, R. (1984). Approaches to learning. In F. Marton, D. J. Hounsell, & N. Entwistle (Eds.), The experience of learning (pp. 36–55). Edinburgh: Scottish Academic Press.

    Google Scholar 

  • Marton, F., Wen, Q., & Wong, K. C. (2005). ‘Read a hundred times and the meaning will appear?’ ‘Changes in Chinese university students’ views of the temporal structure of learning. Higher Education, 49, 291–318. doi:10.1007/s10734-004-6667-z.

  • McDonald, R. P., & Marsh, H. W. (1990). Choosing a multivariate model—noncentrality and goodness of fit. Psychological Bulletin. doi:10.1037/0033-2909.107.2.247.

    Google Scholar 

  • Morishima, M. (1982). Why has Japan succeeded?: Western technology and the Japanese ethos: Cambridge Univ Press.

  • Muthén, L. K., & Muthén, B. O. (1998-2013). Mplus user’s guide (Sixth ed.). Los Angeles, CA: Muthén & Muthén.

    Google Scholar 

  • Nguyen, D. N., Yanagawa, Y., & Miyazaki, S. (2005). University education and employment in Japan. Quality Assurance in Education.

  • Ning, H. K., & Downing, K. (2015). A latent profile analysis of university students’ self-regulated learning strategies. Studies in Higher Education. doi:10.1080/03075079.2014.880832.

  • Nylund, K. L., Muthén, B., Nishina, A., Bellmore, A., & Graham, S. (2006). Stability and instability of peer victimization during middle school: using latent transition analysis with covariates, distal outcomes, and modeling extensions. Unpublished manuscript.

  • Nylund-Gibson, K., Grimm, R., Quirk, M., & Furlong, M. (2014). A latent transition mixture model using the three-step specification. Structural Equation Modeling: A Multidisciplinary Journal, 21, 439–454.

  • OECD. (2001). Knowledge and skills for life: first results from PISA 2000.

  • OECD. (2004). Learning for tomorrow’s world—first results from PISA 2003

  • OECD. (2007). PISA 2006: science competencies for tomorrow’s world.

  • OECD. (2008). Education at a Glance 2008: Citeseer.

  • OECD. (2012). Country note: Japan.

  • OECD. (2014). Education at a Glance 2014: Citeseer.

  • Okano, K., & Tsuchiya, M. (1999). Education in contemporary Japan: inequality and diversity. Cambridge: Cambridge University press.

    Google Scholar 

  • Parpala, A., Lindblom-Ylänne, S., Komulainen, E., Litmanen, T., & Hirsto, L. (2010). Students’ approaches to learning and their experiences of the teaching–learning environment in different disciplines. The British Journal of Educational Psychology, 80(2), 269–282.

  • Pascarella, E. T., Pierson, C. T., Wolniak, G. C., & Terenzini, G. T. (2004). First-generation college students: additional evidence on college experiences and outcomes. The Journal of Higher Education. doi:10.1353/jhe.2004.0016.

    Google Scholar 

  • Pascarella, E. T., & Terenzini, P. (2005). How college affects students: a third decade of research. San Francisco: Jossey-Bass Higher & Adult Education.

    Google Scholar 

  • Postareff, L., Parpala, A., & Lindblom-Ylänne, S. (2015). Factors contributing to changes in a deep approach to learning in different learning environments. Learning Environments Research. doi:10.1007/s10984-015-9186-1.

  • Prosser, M., Ramsden, P., Trigwell, K., & Martin, E. (2003a). Dissonance in experience of teaching and its relation to the quality of student learning. Studies in Higher Education. doi:10.1080/03075070309299.

  • Prosser, M., Ramsden, P., Trigwell, K., & Martin, E. (2003b). Dissonance in experience of teaching and its relation to the quality of student learning. Studies in Higher Education, 28, 37–48.

  • Prosser, M., & Trigwell, K. (2014). Qualitative variation in approaches to university teaching and learning in large first-year classes. Higher Education. doi:10.1007/s10734-013-9690-0.

  • Ramsden, P. (1991). A performance indicator of teaching quality in higher education: the course experience questionnaire. Studies in Higher Education. doi:10.1080/03075079112331382944.

  • Ramsden, P., & Entwistle, N. J. (1981). Effects of academic departments on students’ approaches to studying. British Educational Research Journal. doi:10.1111/j.2044-8279.1981.tb02493.x.

  • Ramsden, P. (1979). Student learning and perceptions of the learning environment. Higher Education. doi:10.1007/BF01680529.

  • Reiko, Y. (2001). University reform in the post-massification era in Japan: analysis of government education policy for twenty-first century. Higher Education Policy. doi:10.1016/S0952-8733(01)00022-8.

  • Richardson, J. T. E. (1994). Cultural specificity of approaches to studying in higher education: a literature survey. Higher Education, 27, 449–468. doi:10.1007/BF01384904.

  • Richardson, J. T. E. (2005). Students’ perceptions of academic quality and approaches to studying in distance education. British Educational Research Journal. doi:10.1080/0141192052000310001.

  • Richardson, J. T. E. (2010). Percieved academic quality and approaches to studying in higher education: evidence from Danish students of occupational therapy. Scandinavian Journal of Psychology. doi:10.1080/00313831003637972.

  • SAS. (2007-2011). JMP Version 9.01. Cary, NC: SAS Institute.

  • Schwartz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 6, 461–464.

  • Tait, H., & Entwistle, N. J. (1995). The revised approaches to studying inventory. Edinburgh: Centre for Research on Learning and Instruction, University of Edinburgh.

    Google Scholar 

  • Tait, H., Entwistle, N., & McCune, V. (1998). ASSIST: a reconceptualization of the approaches to learning inventory Improving student learning (pp. 262–271). Oxford: Oxford Center for staff and learning development.

  • Takeuchi, Y. (1997). The self-activating entrance examination system: its hidden agenda and its correspondence with the Japanese “salary man”. Higher Education. doi:10.1023/A:1012988721975.

  • Teichler, U. (1997). Higher education in Japan: a view from outside. High Educ. doi:10.1023/A:1003032909075.

    Google Scholar 

  • Trigwell, K., & Ashwin, P. (2006). Undergraduate students’ experience of learning at the University of Oxford. Oxford: Unpublished report. University of Oxford.

    Google Scholar 

  • Trigwell, K., Ashwin, P., & Millan, E. S. (2012). Evoked prior learning experience and approach to learning as predictors of academic achievement. The British Journal of Educational Psychology. doi:10.1111/j.2044-8279.2012.02066.x.

  • Vuong, Q. (1989). Likelihood ratio tests for model selection and non-nested hypotheses. Econometrica, doi:http://www.jstor.org/stable/1912557

  • Watkins, D., & Hattie, J. (1985). A longitudinal study of the approach to learning of Australian tertiary students. Human Learning, 4, 127–142.

    Google Scholar 

  • Watkins, D., & Regmi. (1992). How universal are student conceptions of learning? A Nepalese investigation. Psychologia, 35, 101–110.

  • Watkins, D., & Biggs, J. B. (1996). The Chinese learner: cultural, psychological, and contextual influences. In Hong Kong / Melbourne: Comparative Education Research Centre. Council for Educational Research: The University of Hong Kong/Australian.

  • Watkins, D., & Biggs, J. B. (2001). Teaching the Chinese learner: psychological and pedagogical perspectives. Hong Kong and Melbourne: Comparative Education Research Centre, University of Hong Kong, and the Australian Council for Educational Research.

    Google Scholar 

  • Wilson, K. L., Lizzio, A., & Ramsden, P. (1997). The development, validation and application of the course experience questionnaire. Studies in Higher Education, 22, 33–53. doi:10.1080/03075079712331381121.

  • Yano, M. (1997). Higher education and employment. Higher Education. doi:10.1023/A:1003089017197.

  • Yoneyama, S. (1999). The Japanese high school: silence and resistance. London: Routledge.

    Google Scholar 

  • Yonezawa, A. (2002). The quality assurance system and market forces in Japanese higher education. Higher Education. doi:10.1023/A:1012988721975.

  • Yoshida, A. (2002). The curriculum reforms of the 1990s: what has changed? Higher Education. doi:10.1023/A:1012959913797.

  • Zeegers, P. (2001). Approaches to learning in science: a longitudinal study. The British Journal of Educational Psychology. doi:10.1348/000709901158424.

Download references

Acknowledgements

This article was made possible by a Thomas and Ethel Mary Ewing Scholarship.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Luke K. Fryer.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Fryer, L.K. (Latent) transitions to learning at university: A latent profile transition analysis of first-year Japanese students. High Educ 73, 519–537 (2017). https://doi.org/10.1007/s10734-016-0094-9

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10734-016-0094-9

Keywords

Navigation