THE MEDIATING ROLE OF STUDENT’S ACADEMIC SELF-BELIEFS IN STUDYING EDUCATIONAL EQUITY A comparison between Sweden and Ukraine in TIMSS 2011
Abstract
Aim: The aim of this study is to enrich the understanding of student-level mechanisms
involved in shaping (in)equity in educational outcomes among eight-graders in Sweden
and Ukraine by examining the role of academic self-beliefs in science, represented by
motivational constructs of self-concept, interest and utility value, as mediators of the
association between student socioeconomic status (SES) and achievement in science.
Theory: Expectancy-value theory (EVT) of achievement motivation (Eccles (Parsons) et al.,
1983) laid out the fundament for the author’s empirical model. Their perspective was
used to identify within TIMSS 2011 two sets of hierarchical self-beliefs constructing
academic identity. To further establish them as the mediators between SES and
academic achievement and thus build a conceptual framework, the reference to Eccles’
EVT model, Bandura’s sociocognitive perspective (2012) and Krapohl & Plomin’s
(2015) finding on genetical mediation along with a literature study were used.
Method: Structural Equation Modeling (SEM) is applied in this study to TIMSS 2011 data for
Sweden and Ukraine using Mplus version 7.4 software. Only single-level model with
complex option is fit into data for reporting results, as the author’s focus is on studentlevel
mediating constructs. Intraclass correlation coefficients are represented to support
this choice. It was initially planned that five latent indices would be used within the
specified model, however, one latent mediator representing student’s interest in science
was excluded due to multicollinearity issues. Measurement invariance was performed
to check for parameter estimates' comparability across Sweden and Ukraine.
Results: Only academic self-concept or self-confidence in science was found to be a significant
non-cognitive mediating factor in the interplay between student socioeconomic status
and science achievement in both Sweden and Ukraine. In Sweden, the total indirect
effect of two academic self-beliefs makes up for ¼ of SES – science achievement
relationship, whereas academic self-concept alone mediates one third of this
relationship. In Ukraine, half of SES – science achievement association is mediated by
the effect of academic self-concept. Students’ value of science (utility) had a nonsignificant
indirect effect, although it added up to self-concept indirect effect in Ukraine
and reduced the total indirect effect in Sweden by .01 points. Interest had to be excluded
from the structural model due to its high correlation with both measures discussed
above. The finding confirms that in order to get a fair image of educational equity in
the country it is important to go from the individual level up to family, classroom,
school and society, and no other way around, as they are additional layers built up
around the individual’s non-cognitive and cognitive characteristics.
Degree
Student Essay
Collections
View/ Open
Date
2019-12-20Author
Mittal, Oleksandra
Keywords
Academic self-beliefs
Science self-concept
Interest and Utility
Socioeconomic status mediators
Structural Equation Modelling with multiple mediators
Educational Equity
Sweden
Ukraine
TIMSS 2011
Series/Report no.
Master
HT19 IPS PDA184
Language
eng