X. Ma et N. Kishor, ATTITUDE TOWARD SELF, SOCIAL-FACTORS, AND ACHIEVEMENT IN MATHEMATICS - A METAANALYTIC REVIEW, Educational psychology review, 9(2), 1997, pp. 89-120
This meta-analysis integrated 143 primary studies on the relationship
of attitude toward self and social factors with achievement in mathema
tics. Attitude was decomposed into self-concept about mathematics, per
ception of family support, and perception of mathematics as a male dom
ain. Major findings included: (a) self-concept, family support, and ma
thematics as a male domain were all related to achievement; (b) the th
ree relationships did not show significant gender differences; (c) the
three relationships consistently decreased from the junior high grade
s to the senior high grades; (d) the relationship between self-concept
and achievement varied as a function of ethnicity, whereas the relati
onship between family support and achievement was consistent across et
hnic background. (e) the three relationships all varied across sample
selection; (f) the relationship between self-concept and achievement v
aried with sample size, whereas the relationships of family support an
d mathematics as a male domain with achievement were sample-size invar
iant; (g) the relationship between self-concept and achievement increa
sed over time, whereas the relationships of family support and mathema
tics as a male domain with achievement remained almost unchanged over
time; and (h) there were no statistically significant interaction effe
cts among gender grade, and ethnicity for any of the three relationshi
ps.