Relations of mathematics self-concept and its calibration with mathematics achievement: Cultural differences among fifteen-year-olds in 34 countries

Abstract We examined the effects of mathematics self-concept (MSC) and MSC calibration on mathematics achievement through multilevel analyses of the mathematics tests and questionnaire responses of 88,590 15-year olds who participated in the Organization for Economic Cooperation and Development's (OECD) Program for International Student Assessment (PISA). Students with higher MSC or MSC calibration had higher mathematics scores. Students' MSC was more strongly linked to mathematics achievement in countries that were wealthier, more egalitarian, more tolerant of uncertainty, or more flexible regarding gender roles. Calibration of MSC was more strongly linked to mathematics achievement for boys, for low-achievers, and for students in countries that were wealthier, more egalitarian, or more tolerant of uncertainty. Students overestimating their mathematics competence often had low mathematics scores.

[1]  Jianjun Wang.  An Empirical Study of Gender Difference in the Relationship between Self‐Concept and Mathematics Achievement in a Cross‐Cultural Context , 2005 .

[2]  Rosemary Baker,et al.  Item response theory , 1985 .

[3]  Craig K. Enders,et al.  Missing Data in Educational Research: A Review of Reporting Practices and Suggestions for Improvement , 2004 .

[4]  S. Heine,et al.  Positive Self-views: Understanding Universals and Variability Across Cultures , 2004 .

[5]  Douglas J. Hacker,et al.  The Influence of Overt Practice, Achievement Level, and Explanatory Style on Calibration Accuracy and Performance , 2005 .

[6]  Ming Ming Chiu,et al.  Family and motivation effects on mathematics achievement: Analyses of students in 41 countries , 2008 .

[7]  Adrian Furnham,et al.  Culture-Level Dimensions of Social Axioms and Their Correlates across 41 Cultures , 2004 .

[8]  Stacey D. Wolman,et al.  Determinants and validity of self-estimates of abilities and self-concept measures. , 2007, Journal of experimental psychology. Applied.

[9]  Jacquelynne S. Eccles,et al.  Development of achievement motivation. , 2007 .

[10]  I. Dermitzaki,et al.  Relations between young students' strategic behaviours, domain-specific self-concept, and performance in a problem-solving situation , 2009 .

[11]  T. A. Warm.  Weighted likelihood estimation of ability in item response theory , 1989 .

[12]  S. Harter.  The development of self-representations. , 1998 .

[13]  Shinobu Kitayama,et al.  A Collective Fear of the Collective: Implications for Selves and Theories of Selves , 1994 .

[14]  Jeffrey B Vancouver,et al.  When self-efficacy negatively relates to motivation and performance in a learning context. , 2006, The Journal of applied psychology.

[15]  H. Marsh,et al.  Structure, stability, and development of young children's self-concepts: a multicohort-multioccasion study. , 1998, Child development.

[16]  Y. Benjamini,et al.  Adaptive linear step-up procedures that control the false discovery rate , 2006 .

[17]  Michael Harris Bond,et al.  Social Psychology Across Cultures , 1993 .

[18]  D. Treiman,et al.  A standard international socio-economic index of occupational status , 1992 .

[19]  Harry C. Triandis,et al.  Individualism and collectivism: Theory, method, and applications. , 1996 .

[20]  H. Marsh,et al.  Explaining Paradoxical Relations Between Academic Self-Concepts and Achievements: Cross-Cultural Generalizability of the Internal/External Frame of Reference Predictions Across 26 Countries. , 2004 .

[21]  S. Pong.  The School Compositional Effect of Single Parenthood on 10th-Grade Achievement. , 1998 .

[22]  R. Inglehart,et al.  Modernization, Cultural Change, and the Persistence of Traditional Values , 2000, American Sociological Review.

[23]  C. Stone,et al.  The Accuracy of Academic Self-Evaluations in Adolescents with Learning Disabilities , 2002, Journal of learning disabilities.

[24]  K. Aunola,et al.  Cross-lagged relations between task motivation and performance in arithmetic and literacy in kindergarten , 2009 .

[25]  A. Elliot,et al.  A motivational analysis of defensive pessimism and self-handicapping. , 2003, Journal of personality.

[26]  David P. Baker,et al.  Socioeconomic Status, School Quality, and National Economic Development: A Cross‐National Analysis of the “Heyneman‐Loxley Effect” on Mathematics and Science Achievement , 2002, Comparative Education Review.

[27]  J. B. Vancouver,et al.  The changing signs in the relationships among self-efficacy, personal goals, and performance. , 2001, The Journal of applied psychology.

[28]  H. Markus,et al.  Culture and the self: Implications for cognition, emotion, and motivation. , 1991 .

[29]  R. Bradley,et al.  Socioeconomic status and child development. , 2002, Annual review of psychology.

[30]  I. Sigel,et al.  HANDBOOK OF CHILD PSYCHOLOGY , 2006 .

[31]  Bonnie Wing-Yin Chow,et al.  Universals and specifics in learning strategies: Explaining adolescent mathematics, science, and reading achievement across 34 countries ☆ , 2007 .

[32]  Frank M. Pajares,et al.  Self-efficacy beliefs of adolescents , 2006 .

[33]  Mimi Bong,et al.  Academic Self-Concept and Self-Efficacy: How Different Are They Really? , 2003 .

[34]  M. Strube,et al.  Self-enhancement, self-assessment, and self-evaluative task choice. , 1985, Journal of personality and social psychology.

[35]  J. Kruger,et al.  Unskilled and unaware of it: how difficulties in recognizing one's own incompetence lead to inflated self-assessments. , 1999, Journal of personality and social psychology.

[36]  C. Chiu,et al.  The Influence of Culture and Context on Students’ Motivational Orientation and Performance , 2001 .

[37]  Shawn Van Etten,et al.  Big theories revisited , 2004 .

[38]  Gail Crombie,et al.  Predictors of Young Adolescents’ Math Grades and Course Enrollment Intentions: Gender Similarities and Differences , 2005 .

[39]  Ming Ming Chiu,et al.  Effects of Resources, Inequality, and Privilege Bias on Achievement: Country, School, and Student Level Analyses , 2005 .

[40]  D. Stipek.  Motivation To Learn , 1982 .

[41]  M. Chiu,et al.  Gender, Context, and Reading: A Comparison of Students in 43 Countries , 2006 .

[42]  Geert Hofstede,et al.  Uncommon Sense About Organizations: Cases, Studies, and Field Observations , 1994 .

[43]  M. Chiu.  Families, economies, cultures, and science achievement in 41 countries: country-, school-, and student-level analyses. , 2007, Journal of family psychology : JFP : journal of the Division of Family Psychology of the American Psychological Association.

[44]  Frank Pajares,et al.  Achievement goal orientations in writing:a developmental perspective , 2003 .

[45]  Cristina C. Williams,et al.  Overconfidence and the Big Five , 2004 .

[46]  H. Marsh,et al.  Tracking, grading, and student motivation : Using group composition and status to predict self-concept and interest in ninth-grade mathematics , 2006 .

[47]  B. Byrne,et al.  On the Structure of Adolescent Self-Concept. , 1986 .

[48]  Kitayama Shinobu,et al.  Culture and the Self , 2012 .

[49]  S. Schwartz,et al.  Cultural Values, Sources of Guidance, and their Relevance to Managerial Behavior , 2002 .

[50]  Judith Ireson,et al.  Academic self-concepts in adolescence: Relations with achievement and ability grouping in schools , 2009 .

[51]  A. Efklides,et al.  Aspects of self-concept and their relationship to language performance and verbal reasoning ability. , 2000, The American journal of psychology.

[52]  H. Goldstein.  Multilevel Statistical Models , 2006 .

[53]  William E. Tunmer,et al.  Early reading-related skills and performance, reading self-concept, and the development of academic self-concept : A longitudinal study , 2000 .

[54]  G. Hofstede,et al.  Measuring organizational cultures: A qualitative and quantitative study across twenty cases. , 1990 .

[55]  Miguel Basáñez,et al.  Human Beliefs and Values , 2004 .

[56]  J. Suls,et al.  Flawed Self-Assessment , 2004, Psychological science in the public interest : a journal of the American Psychological Society.

[57]  R. Little.  A Test of Missing Completely at Random for Multivariate Data with Missing Values , 1988 .

[58]  Frank M. Pajares,et al.  The development of academic self-efficacy. , 2002 .

[59]  K. White,et al.  Culture and Social Comparison Seeking: The Role of Self-Motives , 2005, Personality & social psychology bulletin.

[60]  Eric M. Anderman,et al.  Motivation and Schooling in the Middle Grades , 1994 .

[61]  Ming Ming Chiu,et al.  Calibration of reading self-concept and reading achievement among 15-year-olds: Cultural differences in 34 countries , 2009 .

[62]  G. Oettingen,et al.  Culture and self-efficacy in adolescents , 2006 .