Skip to main content

Advertisement

Log in

Are teachers’ approaches to teaching responsive to individual student variation? A two-level structural equation modeling

  • Published:
European Journal of Psychology of Education Aims and scope Submit manuscript

Abstract

In the framework of teacher’s approaches to teaching, this study investigates the relationship between student-related variables (i.e., study time, class absence, domain knowledge, and homework completion), students’ approaches to learning, and teachers’ approaches to teaching using structural equation modeling (SEM) with two independent data samples. The participants were 61 biology teachers and their corresponding 1,518 high school students (12th grade). The first sample was used to fit the model, and the second sample was used to analyze the consistency of the data derived from the first sample. Using a two-level SEM analysis, we established whether the effects found at the individual level varied significantly at class level. The students’ approaches to learning were related to the teachers’ approaches to teaching as a function of the hypotheses established in the model, although the effect size was smaller than expected. However, approximately 48 % of the variance of the surface approach and 46 % of the deep approach sat at class level. At the individual level, the results of this study suggest that students’ approaches to learning significantly explain their teachers’ approaches to teaching and, thus, constitute important contextual variables. At the class level, the way students learn appears to be closely associated with class-related variables. Our data stresses the importance of promoting educational opportunities (e.g., school-based courses) for teachers to reflect upon the teaching methodologies used in class.

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

Similar content being viewed by others

References

  • Alexander, P., & Jetton, T. (2000). Learning from a text: a multidimensional and developmental perspective. In M. L. Kamil, P. B. Mosenthal, P. D. Pearson, & R. Barr (Eds.), Handbook of reading research (Vol. 3, pp. 285–310). Mahwah, NJ: Erlbaum.

    Google Scholar 

  • Alexander, P. A., Kulikowich, J. M., & Schulze, S. K. (1994). The influence of topic knowledge, domain knowledge, and interest on the comprehension of scientific exposition. Learning and Individual Differences, 6, 379–397.

    Article  Google Scholar 

  • Alexander, P. A., Murphy, P. K., Woods, B. S., Duhon, K. E., & Parker, D. (1997). College instruction and concomitant changes in students’ knowledge, interest, and strategy use: a study of domain learning. Contemporary Educational Psychology, 22, 125–146.

    Article  Google Scholar 

  • Ball, C., & Connolly, J. (2000). Educationally disaffected young offenders: youth court and agency responses to truancy and school exclusion. British Journal of Criminology, 40(4), 594–616.

    Article  Google Scholar 

  • Biggs, J. B., Kember, D., & Leung, D. (2001). The revised two-factor Study Process Questionnaire: R-SPQ-SF. British Journal of Educational Psychology, 71(1), 133–149.

    Article  Google Scholar 

  • Cooper, H. (Ed.). (1989). Homework. New York: Longman.

  • Cooper, H., & Valentine, J. C. (2001). Using research to answer practical questions about homework. Educational Psychologist, 36, 143–153.

    Article  Google Scholar 

  • Cooper, H., Robinson, J., & Patall, E. (2006). Does homework improve academic achievement? A synthesis of research, 1987-2003. Review of Educational Research, 76, 1–62.

    Article  Google Scholar 

  • De Jong, R., Westerhof, K. J., & Creemers, B. P. M. (2000). Homework and student math achievement in junior high schools. Educational Research and Evaluation, 6, 130–157.

    Article  Google Scholar 

  • Dettmers, S., Trautwein, U., & Lüdtke, O. (2009). The relationship between homework time and achievement is not universal: evidence from multilevel analyses in 40 countries. School Effectiveness and School Improvement, 20, 375–405.

    Article  Google Scholar 

  • Entwistle, N. J. (2009). Teaching for understanding at university: deep approaches and distinctive ways of thinking. Basingstoke: Palgrave Macmillan.

    Google Scholar 

  • Epstein, J. L., & Van Voorhis, F. L. (2001). More than minutes: teachers’ roles in designing homework. Educational Psychologist, 36, 181–193.

    Article  Google Scholar 

  • Finney S. J., & DiStefano C. (2006). Non-normal and categorical data in structural equation modelling. In: G. R. Hancock & R. O. Mueller (Eds.) Structural equation modelling. A second course (pp. 269-314). Greenwich, CT: Information Age Publishing.

  • Gortner-Lahmers, A., & Zulauf, C. R. (2000). Factors associated with academic time use and academic performance of college students: a recursive approach. Journal of College Student Development, 41, 544–556.

    Google Scholar 

  • Heck, R. H., & Thomas, S. L. (2009). An introduction to multilevel modeling techniques. London: Routledge.

    Google Scholar 

  • Jonanssen, C. (2011). The dynamics of absence behaviour: interrelations between absence from class and absence in class. Educational Research, 53(1), 17–32.

    Article  Google Scholar 

  • Kitsantas, A., & Zimmerman, B. (2009). College students’ homework and academic achievement: the mediating role of self-regulatory beliefs. Metacognition and Learning, 4, 97–110.

    Article  Google Scholar 

  • Lindblom-Ylӓnne, S., Trigwell, K., Nevgi, A., & Ashwin, P. (2006). How approaches to teaching are affected by discipline and teaching context. Studies in Higher Education, 31, 285–298.

    Article  Google Scholar 

  • Lueddeke, G. R. (2003). Professionalizing teaching practice in higher education: a study of disciplinary variation and ‘teaching scholarship’. Studies in Higher Education, 28, 213–228.

    Article  Google Scholar 

  • Maas, C. J. M., & Hox, J. J. (2005). Sufficient sample sizes for multilevel modeling. Methodology, 1, 86–92.

    Google Scholar 

  • Mehta, P. D., & Neale, M. C. (2005). People are variables too: multilevel structural equations modeling. Psychological Methods, 10, 259–284.

    Article  Google Scholar 

  • Meyer, J. H. F., & Eley, M. G. (2006). The approaches to teaching inventory: a critique of its development and applicability. British Journal of Educational Psychology, 76, 633–649.

    Article  Google Scholar 

  • Muthén, B. O. (1991). Multilevel factor analysis of class and student achievement components. Journal of Educational Measurement, 28, 338–354.

    Article  Google Scholar 

  • Muthén, L. K., & Muthén, B. O. (2008–2011). Mplus user’s guide. Los Angeles: Author.

    Google Scholar 

  • Nevgi, A., Postareff, L., & Lindblom-Ylӓnne, S. (2004, June). The effect of discipline on motivational and self-efficacy beliefs and on approaches to teaching of Finnish and English university teachers. A paper presented at the EARLI SIG Higher Education Conference.

  • Núñez, J. C., Suárez, N., Cerezo, R., Rosário, P., & Valle, A. (2013). Homework and academic achievement across Spanish compulsory education. Educational Psychology. DOI: 10.1080/01443410.2013.817537

  • Núñez, J. C., Suárez, N., Rosário, P., Vallejo, G., Cerezo, R. & Valle, A. (in press). Teachers’ feedback on homework, homework-related behaviors and academic achievement. The Journal of Educational Research.

  • Plant, E. A., Ericsson, K. A., Hill, L., & Asberg, K. (2005). Why study time does not predict grade point average across college students: implications of deliberate practice for academic performance. Contemporary Educational Psychology, 30, 96–116.

    Article  Google Scholar 

  • Postareff, L., & Lindblom-Ylӓnne, S. (2008). Variation in teachers’ descriptions of teaching: broadening the understanding of teaching in higher education. Learning and Instruction, 18, 109–120.

    Article  Google Scholar 

  • Prosser, M., & Trigwell, K. (1993), Development of an approaches to teaching questionnaire. Research and Development in Higher Education, 15, 468–473.

    Google Scholar 

  • Prosser, M., & Trigwell, K. (1999). Understanding learning and teaching. The experience in higher education. Buckingham: Open University Press.

    Google Scholar 

  • Prosser, M., & Trigwell, K. (2006). Confirmatory factor analysis of the approaches to teaching inventory. British Journal of Educational Psychology, 76, 405–419.

    Article  Google Scholar 

  • Prosser, M., Trigwell, K., & Taylor, P. (1994). A phenomenographic study of academics’ conceptions of science learning and teaching. Learning and Instruction, 4, 217–232.

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Ramsden, P. (2003). Learning to teach in higher education (2nd ed.). London: Routledge.

    Google Scholar 

  • Ramsden, P., Prosser, M., Trigwell, K., & Martin, E. (2007). University teachers’ experiences of academic leadership and their approaches to teaching. Learning and Instruction, 17, 140–155.

    Article  Google Scholar 

  • Reid, K. (2006). An evaluation of the views of secondary staff towards school attendance issues. Oxford Review of Education, 32(3), 303–324.

    Article  Google Scholar 

  • Richardson, J. (2013). Approaches to studying across the adult life span: evidence from distance education. Learning and Individual Differences, 26, 74–80.

    Article  Google Scholar 

  • Rosário, P., Núñez, J. C., González-Pienda, J. A., Valle, A., Trigo, L., & Guimarães, C. (2010). Enhancing self-regulation and approaches to learning in first-year college students: a narrative-based program assessed in the Iberian Peninsula. European Journal of Psychology of Education, 25, 411–428.

    Article  Google Scholar 

  • Rosário, P., Núñez, J. C., Valle, A., Paiva, O., & Polydoro, S. (2013a). Approaches to teaching in high school when considering contextual variables and teacher variables. Revista de Psicodidatica, 18, 25–45.

    Article  Google Scholar 

  • Rosário, P., Núñez, J. C., Ferrando, P., Paiva, O., Lourenço, A., Cerezo, R., et al. (2013b). The relationship between approaches to teaching and approaches to studying: a two-level structural equation model for biology achievement in high school. Metacognition and Learning, 8, 47–77. doi:10.1007/s11409-013-9095-6.

    Article  Google Scholar 

  • Shuell, T. J. (1986). Cognitive conceptions of learning. Review of Educational Research, 56, 411–436.

    Article  Google Scholar 

  • Stes, A., Gijbels, D., & Van Petegem, P. (2008). Student-focused approaches to teaching in relation to context and teacher characteristics. Higher Education, 55, 255–267.

    Article  Google Scholar 

  • Stes, A., Maeyer, S., & Van Petegem, P. (2010). Approaches to teaching in higher education: validation of a Dutch version of the approaches to teaching inventory. Learning Environment Research, 13, 59–73.

    Article  Google Scholar 

  • Struyven, K., Dochy, F., Janssens, S., & Gielen, S. (2006). On the dynamics of students’ approaches to learning: the effects of the teaching/learning environment. Learning and Instruction, 16, 279–294.

    Article  Google Scholar 

  • Trautwein, U. (2007). The homework-achievement relation reconsidered: differentiating homework time, homework frequency, and homework effort. Learning and Instruction, 17, 372–388.

    Article  Google Scholar 

  • Trautwein, U., & Koller, O. (2003). The relationship between homework and achievement—still much of a mystery. Educational Psychology Review, 15, 115–145.

    Article  Google Scholar 

  • Trautwein, U., Schnyder, I., Niggli, A., Neumann, M., & Lüdtke, O. (2009). Chameleon effects in homework research: the homework–achievement association depends on the measures used and the level of analysis chosen. Contemporary Educational Psychology, 34, 77–88.

    Article  Google Scholar 

  • Trigwell, K., & Prosser, M. (1991). Relating approaches to study and the quality of learning outcomes at the course level. British Journal of Educational Psychology, 61, 265–275.

    Article  Google Scholar 

  • Trigwell, K., & Prosser, M. (2003). Qualitative difference in university teaching. In M. Tight (Ed.), Access and exclusion (pp. 185–216). London: JAI Elsevier Science.

    Chapter  Google Scholar 

  • Trigwell, K., Prosser, M., & Waterhouse, F. (1999). Relations between teachers’ approaches to teaching and students’ approaches to learning. Higher Education, 37, 57–70.

    Article  Google Scholar 

  • Virtannen, V., & Lindblom-Ylänne, S. (2010). University students’ and teachers’ conceptions of teaching and learning in the biosciences. Instructional Science, 38, 355–370.

    Article  Google Scholar 

  • Walberg, H. J. (1991). Does homework help? The School Community Journal, 1, 13–15.

    Google Scholar 

  • West, S. G., Finch, J. F., & Curran, P. J. (1995). Structural equation models with non-normal variables: problems and remedies. In R. Hoyle (Ed.), Structural equation modelling: concepts, issues and applications (pp. 55–75). Newbury Park, CA: Sage.

    Google Scholar 

  • Willoughby, T., Wood, E., & Kraftcheck, E. R. (2003). When can a lack of structure facilitate strategic processing of information? British Journal of Educational Psychology, 73, 59–69.

    Article  Google Scholar 

  • Xu, J. (2010). Predicting homework time management at the secondary school level: a multilevel analysis. Learning and Individual Differences, 20, 34–39.

    Article  Google Scholar 

  • Xu, J., & Corno, L. (2006). Gender, family help, and homework management reported by middle school students. Journal of Research in Rural Education, 21, 1–13.

    Google Scholar 

  • Zimmerman, B. J. (2008). Investigating self-regulation and motivation: historical background, methodological developments, and future prospects. American Educational Research Journal, 45, 166–183.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Pedro Rosário.

Additional information

Pedro Rosário. Psychology Department of University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal.E-mail: prosario@psi.uminho.pt, Web site: www.guia-psi.com

Current themes of research:

Self-regulated learning. Programs to enhance self-regulation. Study skills and approaches to learning. Homework.

Most relevant publications in the field of Psychology of Education (max: 5):

Rosário, P., Lourenço, A., Paiva, O., Valle, A., & Tuero-Herrero, E. ( 2012). Predicción del rendimiento en matemáticas: efecto de variables personales, socioeducativas y del contexto escolar. Psicothema, 24(2), 289-295.

Rosário, P., Lourenço, A., Paiva, O., Núnez, J., González-Pienda, J. & Valle, A. (2012). Autoeficacia y utilidad percibida como condiciones necesarias para un aprendizaje académico autorregulado. Anales de Psicologia, 28 (1), 37-44.

Rosário, P. Mourão, R., Trigo, L., Suárez, N., Fernández, E. & Tuero-Herrero, E. (2011). Uso de diarios de tareas para casa en el inglés como lengua extranjera: evaluación de pros y contras en el aprendizaje autorregulado y rendimiento. Psicothema, 23(4), 881-887.

Rosário, P., Núñez, J. C., González-Pienda, J., Valle, A., Trigo, L., & Guimarães, C. (2010). Enhancing self-regulation and approaches in first-year college students: A narrative-based program assessed in the Iberian Peninsula. European Journal of Psychology of Education, 25, 411-428.

Rosário, P., Costa, M., Núñez, J.C., González-Pienda, J., Solano, P., & Valle, A. (2009). Academic Procrastination: Associations with personal, school, and family variables. Spanish Journal of Psychology, 12(1), 118-127.

José Carlos Núñez. Psychology Department of University of Oviedo, Plaza Feijoo s/n, 33003, Oviedo, España. E-mail: jcnunezperez@gmail.com;Web site: www.uniovi.es/zope/departamentos/Psicologia

Current themes of research:

Self-regulated learning. Motivation in higher education. Approaches to learning. Homework and school achievement. Assessment.

Most relevant publications in the field of Psychology of Education (max: 5):

Núnez, J. C., González-Pienda, J., Rodríguez, C., Valle, A., González-Cabanach, R. & Rosário, P. (2011). Multiple Goals Perspective in Adolescent Students with Learning Difficulties. Learning Disability Quarterly, 34, 273-286.

Núnez, J. Cerezo, R., González-Pienda, J., Rosário, P., Valle, A., Fernández, E. & Suárez, N. (2011). Implementation of training programs in self-regulated learning strategies in Moodle format: Results of a experience in higher education. Psicothema, 23(2), 274-281.

Rosário, P., Núñez, J. C., González-Pienda, J., Valle, A., Trigo, L., & Guimarães, C. (2010). Enhancing self-regulation and approaches in first-year college students: A narrative-based program assessed in the Iberian Peninsula. European Journal of Psychology of Education, 25, 411-428.

Valle, A., Cabanach, R.G., Rodríguez, S., Núñez, J.C., González-Pienda, J.A., Solano, P., & Rosário, P. (2007). A motivational perspective on the self-regulated learning in higher education. In P. B. Richards (Ed.), Global issues in higher education (pp. 99-125). New York: Nova Science Publishers.

Valle, A., Núñez, J. C., Cabanach, R., González-Pienda, J., Rodríguez, S., Rosário, P., Cerezo, R., & Muñoz-Cadavid, M. (2008). Self-Regulated Profiles and Academic Achievement. Psicothema, 20(4), 724-731.

Guillermo Vallejo. Psychology Department of University of Oviedo, Plaza Feijoo s/n, 33003, Oviedo, España. E-mail: gvallejoseco@gmail.com

Current themes of research:

Linear mixed models, with an emphasis on longitudinal data analysis. Specific areas of investigation include statistical approaches to assessing the effects of multicolineality. Heteroscedasticity on inference, selecting, and multilevel models.

Most relevant publications in the field of Psychology of Education (max: 5):

Núñez, J.C., Vallejo, G., Rosário, P., Tuero-Herrero, E., & Valle, A. (in press). Variables from the students, the teachers and the school context predicting academic achievement: A multilevel perspective. Journal of Psychodidactics.

Vallejo, G., Tuero-Herrero, E., Núñez, J. C. & Rosário, P. (in press). Performance evaluation of recent information criteria for selecting multilevel models in behavioral and social sciences. International Journal of Clinical and Health Psychology.

Núñez, J. C., Rosário, P., Vallejo, G. & González-Pienda, J. A. (2013). A longitudinal assessment of the effectiveness of a school-based mentoring program in middle school. Contemporary Educational Psychology, 38, 11-21.

Livacic-Rojas, P., Vallejo, G., Fernández, M. P. & Tuero-Herrero, E. (2013). Covariance structure selection and Type I error rates in split-plot designs. Methodology: Journal of Research Methods for the Behavioral and Social Sciences, 9, 129-136.

Vallejo, G., Fernández, M. P., Livacic-Rojas, P. E., & Tuero-Herrero, E. (2011). Comparison of modern methods for analyzing unbalanced repeated measures data with missing values. Multivariate Behavioral Research, 46, 900-937.

Olímpia Paiva. Psychology Department of Psychology, E-mail: olimpiapaiva0212@gmail.com; Web site: www.guia-psi.com

Current themes of research:

Self-regulated learning. Approaches to learning. Higher education.

Most relevant publications in the field of Psychology of Education (max: 5):

Rosário, P., González-Pienda, J. A., Pinto, R., Ferreira, P., Lourenço, A. & Paiva, O. (2010). Efficacy of the program “Testas’s (mis)adventures” to promote the deep approach to learning. Psicothema, 22 (4), 828-834.

Rosário, P., Lourenço, A., Paiva, O., Núnez, J., González-Pienda, J. & Valle, A. (2012). Autoeficacia y utilidad percibida como condiciones necesarias para un aprendizaje académico autorregulado. Anales de Psicologia, 28 (1), 37-44.

Rosário, P., Lourenço, A., Paiva, O.,Valle, A., & Tuero-Herrero, E. ( 2012). Predicción del rendimiento en matemáticas: efecto de variables personales, socioeducativas y del contexto escolar. Psicothema, 24(2), 289-295.

Antonio Valle. Department of Developmental and Educational Psychology, University of A Coruña, Campus de Elviña, 15071, A Coruña, España. E-mail: vallar@udc.es;Web site:http://www.udc.es/dep/psee

Current themes of research:

Goals. Self-regulated learning. Higher education. School achievement.

Most relevant publications in the field of Psychology of Education (max: 5):

Valle, A., Rodríguez, S., J. C. Núñez, J.C., Cabanach, R., González-Pienda, J. A. & Rosário, R. (2010). Motivación y Aprendizaje Autorregulado. Interamerican Journal of Psychology, 44, 1, 86-97.

Valle, A., Núñez, J.C., Cabanach, R., González-Pienda, J., Rodríguez, S., & Rosário, P. (2009). Academic Goals and Learning Quality in Higher Education Students. Spanish Journal of Psychology, 12(1), 96-105.

Valle, A., Núñez, J. C., Cabanach, R., Rodríguez, S., González-Pienda, J., & Rosário, P. (2009) Perfiles Motivacionales en Estudiantes de Secundaria: Análisis Diferencial en Estrategias Cognitivas, Estrategias de Autorregulación y Rendimiento Académico. Revista Mexicana de Psicología, 26 (1), 113-124.

Valle, A., Cabanach, R.G., Núñez, J.C., González-Pienda, J.A., Rodríguez, S., & Piñeiro, I. (2003). Multiple goals, motivation and academic learning. British Journal of Educational Psychology, 73, 71-87.

Núnez, J. C., González-Pienda, J., Rodríguez, C., Valle, A., González-Cabanach, R. & Rosário, P. (2011). Multiple Goals Perspective in Adolescent Students with Learning Difficulties. Learning Disability Quarterly, 34, 273-286.

Sonia Fuentes. Universidad Central de Chile, Toesca 1783 Santiago, Chile.

Current themes of research:

Self-regulated learning. Higher education. School achievement. Elementary school.

Most relevant publications in the field of Psychology of Education (max: 5):

Rosário, P.; Núñez, J. C., Trigo, L., Guimarães, C., Fernández, E., Cerezo, R.. Fuentes, S., Orellana, M., Santibáñez, A., Fulano, C., Ferreira, A., Figueiredo, M. (in press). Transcultural analysis of the effectiveness of a program to promote self-regulated learning in Mozambique, Chile, Portugal, and Spain. Higher Education Research and Development.

Rosário, P., Pereira, A., Núñez, J.C., Cunha, J., Fuentes, S., Polydoro, S., & Gaeta, M. (2013). Non-traditional university students at University: an explanatory model of the intention to continue studying. Psicothema.

Ricardo Pinto. Universidade do Minho. E-mail: rmnpslb@gmail.com.

Current themes of research:

Self-regulated learning. Approaches to learning. ICT.

Most relevant publications in the field of Psychology of Education (max: 5):

Rosário, P., González-Pienda, J. A., Pinto, R., Ferreira, P., Lourenço, A. & Paiva, O. (2010). Efficacy of the program “Testas’s (mis)adventures” to promote the deep approach to learning. Psicothema, 22 (4), 828-834.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Rosário, P., Núñez, J.C., Vallejo, G. et al. Are teachers’ approaches to teaching responsive to individual student variation? A two-level structural equation modeling. Eur J Psychol Educ 29, 577–601 (2014). https://doi.org/10.1007/s10212-014-0214-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10212-014-0214-9

Keywords

Navigation