A structural equation modelling of the academic self-concept scale

Main Article Content

Musa Matovu


The study aimed at validating the academic self-concept scale by Liu and Wang (2005) in
measuring academic self-concept among university students. Structural equation modelling was
used to validate the scale which was composed of two subscales; academic confidence and
academic effort. The study was conducted on university students; males and females from
different levels of study and faculties. In this study the influence of academic self-concept on
academic achievement was assessed, tested whether the hypothesised model fitted the data,
analysed the invariance of the path coefficients among the moderating variables, and also,
highlighted whether academic confidence and academic effort measured academic selfconcept.
The results from the model revealed that academic self-concept influenced academic
achievement and the hypothesised model fitted the data. The results also supported the model
as the causal structure was not sensitive to gender, levels of study, and faculties of students;
hence, applicable to all the groups taken as moderating variables. It was also noted that
academic confidence and academic effort are a measure of academic self-concept. According
to the results the academic self-concept scale by Liu and Wang (2005) was deemed adequate
in collecting information about academic self-concept among university students.


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MATOVU, Musa. A structural equation modelling of the academic self-concept scale. International Electronic Journal of Elementary Education, [S.l.], v. 6, n. 2, p. 185-198, aug. 2017. ISSN 1307-9298. Available at: <https://iejee.com/index.php/IEJEE/article/view/40>. Date accessed: 21 july 2019.


Arbuckle, J. L., & Wothke, W. (1999). Amos 4.0 User’s Guide, Small Waters Corporation.
Chicago, IL.
Awad, G. (2007). The role of racial identity, academic self-concept, and self-esteem in the
prediction of academic outcomes for African American students. Journal of Black
Psychology, 33, 188-207.
Bagozzi, R. P., & Lee, K. H. (2002). Multiple routes for social influence: the role of compliance,
internalization, and social identity. Social Psychology Quarterly, 65, 226-47.
Barry, B., & Stewart, G. L. (1997). Composition, process, and performance in self-managed
groups: the role of personality. Journal of Applied Psychology, 82, 62-78.
Battle, J. (1981). Culture-free SEI: Self-Esteem Inventories for children and adults. Seattle:
Special Child Publications.
Bong, M. (2001). Between- and within-domain relations of academic motivation among middle
and high school students: Self-efficacy, task-value, and achievement goals. Journal of
Educational Psychology, 93, 23-34.
Bong, M., & Skaalvik, E. M. (2003). Academic self-concept and self-efficacy: How different are
they really? Educational Psychology Review, 15, 1-40.
Brown, T. A. (2006). Confirmatory Factor Analysis for Applied Research. New York: Guilford
Byrne, B. M. (1984). The general/academic self-concept nomological network: A review of
construct validation research. Review of Educational Research, 54, 427-456.
Byrne, B. M., & Shavelson, R. J. (1987). Adolescent self-concept: The assumption of
equivalent structure across gender. American Educational Research Journal, 24, 365-385.
Byrne, B. M. (1996). Measuring self-concept across the life span: Issues and instrumentation.
American Psychological Association.
Byrne, B. M. (2001). Structural Equation Modelling with AMOS: Basic Concepts, Applications
and Programming. Erlbaum Associates, Mahwah, NJ.
Byrne, B. M. (2002). Validating the Measurement and Structure of Self-Concept: Snapshots of
Past, Present, and Future Research. American Psychologist, 57, 897-909.
Byrne, B. M. (2010). Structural Equation Modelling with AMOS. Basic Concepts, Applications,
and Programming (2nd edn.). New York: Routledge.
Cokley, K. (2000). An investigation of academic self-concept and its relationship to Academic
achievement in African American college students. Journal of Black Psychology, 26, 148-
Cokley, K. (2002). Ethnicity, gender, and academic self-concept: A preliminary examination of
academic dis-identification and implications for psychologists. Cultural Diversity and Ethnic
Minority Psychology, 8, 378-388.
Eagly, A. H. (1987). Sex differences in social behaviour: A social-role interpretation. Hillsdale,
NJ: Erlbaum.
Eccles, J. (1987). Gender roles and women’s achievement-related decisions. Psychology of
Women Quarterly, 11, 135-172.
Eccles, J. S., (2005). Influences of parents’ education on their children’s educational
attainments: the role of parent and child perceptions. London Review of Education, 3, 191-
Ferla, J., Valcke, M., & Cai, Y. (2009). Academic self-efficacy and academic self-concept:
Reconsidering structural relationships. Learning and Individual Differences, 19, 499-505.
Fornell, C., & Larcker, D. (1981). Evaluating structural equation models with unobserved
variable and measurement error. Journal of Marketing Research 18, 39-50.
Guay, F., Marsh, H. W., & Boivin, M. (2003). Academic self-concept and achievement:
Developmental perspective on their causal ordering. Journal of Educational Psychology, 95,
Hair, J. F., Black, W. C., Babin, B. J., Anderson, R. E., & Tatham, R. L. (1998). Multivariate Data
Analysis. Pearson Education: Upper Saddle River, NJ.
Harter, S. (1999). He construction of the self: A developmental perspective. New York: Guilford
Hattie, J. (1992). Self-concept. Hillsdale, NJ: Erlbaum.
Ireson, J., & Hallam, S. (2001). Ability grouping in education. London: Chapman.
Jacob, J. E., Lanza., Osgood, D. W., Eccles, J. S., & Wigfield, A. (2002). Changes in children’s
self-competence and value: gender and domain differences across grades one through
twelve. Child Development, 73, 509-527.
Kling, K. C., Hyde, J. S., Showers, C. J. & Buswell, B. N. (1999). Gender differences in selfesteem:
A meta-analysis. Psychological Bulletin, 125, 470-500.
Lent, R. W., Brown, S. D., & Gore, P. A. (1997). Discriminant and predictive validity of academic
self-concept, academic self-efficacy, and mathematics-specific self-efficacy. Journal of
Counselling Psychology, 44, 307-315.
Lips, H. M. (2004). The Gender Gap in Possible Selves: Divergence of Academic Self-Views
Among High School and University Students. Sex Roles, 50, (5/6), 357-371.
Liu, W. C., & Wang, C. K. J. (2005). Academic Self-Concept: A Cross-Sectional Study of Grade
and Gender Differences in a Singapore Secondary School. Asia Pacific Education Review,
6(1), 20-27.
Marsh, H. W. (1989). Age and sex effects in multiple dimensions of self-concept:
Preadolescence to early adulthood. Journal of Educational Psychology, 81, 417-430.
Marsh, H. W. (1990). The structure of academic self-concept: The Marsh-Shavelson model.
Journal of Educational Psychology, 82, 623-636.
Marsh, H. W. (1993). Academic self-concept: Theory measurement and research. In J. Suls
(edn.). Psychological perspectives on the self. Hillsdale, NJ: Erlbaum.
Marsh, H. W. (2006). Self-concept theory, measurement and research into practice: The role of
self-concept in educational psychology. Unpublished manuscript, British Psychology Society,
25th Vernon- Wall lecture.
Marsh, H. W., & Yeung, A. S. (1997). The causal effects of academic self-concept on academic
achievement: Structural equation models of longitudinal data. Journal of Educational
Psychology, 89, 41-54.
Marsh, H. W., Byrne, B. M., & Shavelson, R. J. (1988). A multifaceted academic self-concept:
Its hierarchical structure and its relation to academic achievement. Journal of Educational
Psychology, 80, 366-380.
Marsh, H. W., Byrne, B. M., & Yeung, A. S. (1999). Causal ordering of academic self-concept
and achievement: Reanalysis of a pioneering study and revised recommendations.
Educational Psychologist, 34, 154-157.
Marsh, H. W., Ellis, L., & Craven, R. G. (2002). How do pre-school children feel about
themselves? Unravelling measurement and multidimensional self-concept structure.
Developmental Psychology, 38, 376-393.
Marsh, H. W., Trautwein, U., Lüdtke, O., Köller, O., & Baumert, J. (2005). Academic self
concept, interest, grades and standardized test scores: Reciprocal effects models of causal
ordering. Child Development, 76, 397-416.
Marsh, H. W., Walker, R., & Debus, R. (1991). Subject-specific components of academic selfconcept
and self-efficacy. Contemporary Educational Psychology, 16, 331-345.
Marsh, H.W., & Yeung, A. S. (1998). Top-down, bottom-up, and horizontal models: The
direction of causality in multidimensional, hierarchical self-concept models. Personality and
Social Psychology, 75, 509-527.
Marsh. H. W., Relich, J. D., & Smith, I. D. (1983). Self-concept: The construct validity of
interpretations based upon the SDQ. Journal of Personality and Social Psychology, 45(1),
Martin, M. O., Mullis, I. V. S., Gonzalez, E. J., & Chrostowski, S. J. (2004). Findings from IEA’s
Trends in International Mathematics and Science Study at the fourth and eighth
grades. Chestnut Hill, MA: TIMSS & PIRLS International Study Centre, Boston College.
Masrom, M., & Hussein, R. (2008). User Acceptance of Information Technology: Understanding
Theories and Model. Venton Publishing: Kuala Lumpur.
Matovu, M. (2012). Academic Self-Concept and Academic Achievement among University
Students. International Online Journal of Educational Sciences, 4(1), 107-116.
Pajares, F., & Miller, M. D. (1994). The role of self-efficacy and self-concept beliefs in
mathematical problem-solving: A path analysis. Journal of Educational Psychology, 86, 193-
Piers, E. V., & Harris, D. B. (1964). Age and other correlates of self-concept in children. Journal
of Educational Psychology, 55(2), 91-95.
Shavelson, R. J., Hubner, J. J., & Stanton, G. C. (1976). Self-concept: Validation of construct
interpretations. Review of Educational Research, 46, 407-441.
Shen, A. X. L., Cheung, C. M. K., Lee, M. K. O., & Chen, H. (2011). How social influence affects
we-intention to use instant messaging: The moderating effect of usage experience.
Information Systems frontier, 13, 157-169. DOI 10.1007/s10796-009-9193-9.
Shittu, A. T., Basha, K. M., AbdulRahman, N. S. N., & Ahmad, T. B. T. (2011). Investigating
students’ attitude and intention to use social software in higher education institution of
learning in Malaysia. Multicultural Education & Technology Journal, 5(3), 194-208.
Skaalvik, S., & Skaalvik, E. M. (2005). Self-concept, motivational orientation, and help seeking
behaviour in mathematics: A study of adults returning to high school. Social Psychology of
Education, 8, 285-302.
Steele, J., James, J. B., & Barnett, R. C. (2002). Learning in a man’s world: Examining the
perceptions of undergraduate women in male-dominated academic areas. Psychology of
Women Quarterly, 26, 46-50.
Tan, J. B., & Yates, S. M. (2007). A Rasch Analysis of the Academic Self-Concept
Questionnaire, International Educational Journal, 8(2), 470-484.
Trautwein, U., Lüdtke, O., Marsh, H. W., Köller, O., & Baumert, J. (2006). Tracking, grading, and
student motivation: Using group composition and status to predict self-concept and interest
in ninth-grade mathematics. Journal of Educational Psychology, 98(4), 788-806.
Wigfield, A., & Eccles, J. S. (2000). Expectancy-value theory of achievement motivation.
Contemporary Educational Psychology, 25, 68-81.
Wigfield, A., & Karpathian, M. (1991). Who am I and what can I do? Children's self concepts
and motivation in achievement situations. Educational Psychologist, 26, 233-261.
Wigfield, A., Battle, A., Keller, L. B., & Eccles, J. S. (2001). Sex differences in motivation, selfconcept,
career aspiration and career choice: implications for cognitive development. In
McGillicuddy-De Lisi, A., & De, R. (edn.). Biology, society, and behaviour: the development
of sex differences in cognition. Westport, CT: Greenwood.
Worrell, F. C., Latto, I. K., & Perlinski, M. A. (1999). The relationship of Risk Status to Self-
Esteem and Perceived Life Chances. The Journal of At-Risk Issues, 5(2), 33-38.