Cross-national patterns of gender differences in mathematics: a meta-analysis.

A gender gap in mathematics achievement persists in some nations but not in others. In light of the underrepresentation of women in careers in science, technology, mathematics, and engineering, increasing research attention is being devoted to understanding gender differences in mathematics achievement, attitudes, and affect. The gender stratification hypothesis maintains that such gender differences are closely related to cultural variations in opportunity structures for girls and women. We meta-analyzed 2 major international data sets, the 2003 Trends in International Mathematics and Science Study and the Programme for International Student Assessment, representing 493,495 students 14-16 years of age, to estimate the magnitude of gender differences in mathematics achievement, attitudes, and affect across 69 nations throughout the world. Consistent with the gender similarities hypothesis, all of the mean effect sizes in mathematics achievement were very small (d < 0.15); however, national effect sizes showed considerable variability (ds = -0.42 to 0.40). Despite gender similarities in achievement, boys reported more positive math attitudes and affect (ds = 0.10 to 0.33); national effect sizes ranged from d = -0.61 to 0.89. In contrast to those of previous tests of the gender stratification hypothesis, our results point to specific domains of gender equity responsible for gender gaps in math. Gender equity in school enrollment, women's share of research jobs, and women's parliamentary representation were the most powerful predictors of cross-national variability in gender gaps in math. Results are situated within the context of existing research demonstrating apparently paradoxical effects of societal gender equity and highlight the significance of increasing girls' and women's agency cross-nationally.

[1]  Katherine Ariemma Lessons Learned: What International Assessments Tell Us about Math Achievement , 2012 .

[2]  Janet E. Mertz,et al.  Gender, culture, and mathematics performance , 2009, Proceedings of the National Academy of Sciences.

[3]  Joshua Aronson,et al.  Stereotype and social identity threat , 2009 .

[4]  Stephen Machin,et al.  Global Sex Differences in Test Score Variability , 2008, Science.

[5]  Andrew M. Penner,et al.  Gender Differences in Extreme Mathematical Achievement: An International Perspective on Biological and Social Factors1 , 2008, American Journal of Sociology.

[6]  Marcia C. Linn,et al.  Gender Similarities Characterize Math Performance , 2008, Science.

[7]  Alexander W. Wiseman A Culture of (in)Equality?: A Cross-National Study of Gender Parity and Gender Segregation in National School Systems , 2008 .

[8]  Paola Sapienza,et al.  Culture, Gender, and Math , 2008, Science.

[9]  S. Fukuda‐Parr The Human Development Report 2003 , 2008 .

[10]  Ce Shen,et al.  The paradoxical relationship between student achievement and self-perception: a cross-national analysis based on three waves of TIMSS data , 2008 .

[11]  M. Voracek,et al.  Why can't a man be more like a woman? Sex differences in Big Five personality traits across 55 cultures. , 2008, Journal of personality and social psychology.

[12]  D. Geary,et al.  PSYCHOLOGICAL SCIENCE IN THE PUBLIC INTEREST The Science of Sex Differences in Science and Mathematics , 2022 .

[13]  Serge Guimond,et al.  Culture, gender, and the self: variations and impact of social comparison processes. , 2007, Journal of personality and social psychology.

[14]  Alice M. Agogino,et al.  Beyond Bias and Barriers: Fulfilling the Potential of Women in Academic Science and Engineering , 2007 .

[15]  Wendy M. Williams,et al.  Why aren't more women in science?: Top researchers debate the evidence. , 2007 .

[16]  Kelsey E. Medeiros,et al.  Beyond Bias and Barriers : Fulfilling the Potential of Women in Academic Science and Engineering , 2007 .

[17]  R. Hausmann,et al.  The global gender gap report 2007 , 2007 .

[18]  D. Schüler The Uses and Misuses of the Gender‐related Development Index and Gender Empowerment Measure: A Review of the Literature , 2006 .

[19]  Marilyn E. Strutchens,et al.  A Closer Look at Gender in NAEP Mathematics Achievement and Affect Data: Intersections with Achievement, Race/Ethnicity, and Socioeconomic Status. , 2006 .

[20]  D. Hutchison,et al.  Comparisons Between PISA and TIMSS – Are We the Man with Two Watches ? , 2006 .

[21]  Laura D'Andrea Tyson,et al.  The global gender gap report , 2006 .

[22]  A. G. Dijkstra Towards a Fresh Start in Measuring Gender Equality: A Contribution to the Debate , 2006 .

[23]  A. Ryan,et al.  Sex differences in math performance: The role of children's approach to schoolwork. , 2006, Developmental psychology.

[24]  E. Spelke Sex differences in intrinsic aptitude for mathematics and science?: a critical review. , 2005, The American psychologist.

[25]  S. Schwartz,et al.  Sex differences in value priorities: cross-cultural and multimethod studies. , 2005, Journal of personality and social psychology.

[26]  J. Hyde,et al.  The Gender Similarities Hypothesis , 2005 .

[27]  N. Newcombe,et al.  How Important Is the Digital Divide? The Relation of Computer and Videogame Usage to Gender Differences in Mental Rotation Ability , 2005 .

[28]  R. McCrae,et al.  Personality profiles of cultures: aggregate personality traits. , 2005, Journal of personality and social psychology.

[29]  Deevia Bhana "I'm the best in maths. Boys rule, girls drool." Masculinities, mathematics and primary schooling , 2005 .

[30]  L. Hedges,et al.  The Social Organization of Schooling , 2005 .

[31]  James C. Kaufman,et al.  Gender Differences in Mathematics: An Integrative Psychological Approach , 2005 .

[32]  M. Biernat Standards and Expectancies: Contrast and Assimilation in Judgments of Self and Others , 2005 .

[33]  Michael O. Martin,et al.  IEA's TIMSS 2003 International Report on Achievement in the Mathematics Cognitive Domains: Findings from a Developmental Project. , 2005 .

[34]  Antony S R Manstead,et al.  Gender and culture differences in emotion. , 2004, Emotion.

[35]  P. Davis-Kean,et al.  “I can, but I don’t want to” The impact of parents, interests, and activities on gender differences in math , 2004 .

[36]  Gender Differences in Mathematics: Gender Differences in Math: Cognitive Processes in an Expanded Framework , 2004 .

[37]  Susanne Langenbach ["I can, but I don't want to"]. , 2004, Krankenpflege. Soins infirmiers.

[38]  E. Pomerantz,et al.  Making the Grade but Feeling Distressed: Gender Differences in Academic Performance and Internal Distress , 2002 .

[39]  Jennifer A. Fredricks,et al.  Children's competence and value beliefs from childhood through adolescence: growth trajectories in two male-sex-typed domains. , 2002, Developmental psychology.

[40]  A. G. Dijkstra Revisiting UNDP's GDI and GEM: Towards an Alternative , 2002 .

[41]  Andrew C. Porter,et al.  Methodological advances in cross-national surveys of educational achievement , 2002 .

[42]  M. Turshen Development as Freedom , 2001 .

[43]  P. Costa,et al.  Gender differences in personality traits across cultures: robust and surprising findings. , 2001, Journal of personality and social psychology.

[44]  J. Church Human Development Report , 2001 .

[45]  Jim Blascovich,et al.  African Americans and High Blood Pressure: The Role of Stereotype Threat , 2001, Psychological science.

[46]  Sheryl A. Sorby A COURSE IN SPATIAL VISUALIZATION AND ITS IMPACT ON THE RETENTION OF FEMALE ENGINEERING STUDENTS , 2001 .

[47]  A. Bandura,et al.  Self-efficacy beliefs as shapers of children's aspirations and career trajectories. , 2001, Child development.

[48]  Mark W. Lipsey,et al.  Practical Meta-Analysis , 2000 .

[49]  Sheryl A. Sorby,et al.  The Development and Assessment of a Course for Enhancing the 3‐D Spatial Visualization Skills of First Year Engineering Students , 2000 .

[50]  H. Stevenson,et al.  Attitudes, beliefs, and mathematics achievement of German and Japanese high school students , 2000 .

[51]  A. Manstead,et al.  The relation between gender and emotion in different cultures , 2000 .

[52]  T. Little,et al.  Gender effects in children's beliefs about school performance: a cross-cultural study. , 2000, Child development.

[53]  A. Fischer Gender and emotion: Social psychological perspectives , 2000 .

[54]  A Bandura,et al.  Social cognitive theory of gender development and differentiation. , 1999, Psychological review.

[55]  Qing Li,et al.  Teachers' beliefs and gender differences in mathematics: a review , 1999 .

[56]  E. Pinel,et al.  Stigma consciousness: the psychological legacy of social stereotypes. , 1999, Journal of personality and social psychology.

[57]  S. Spencer,et al.  Stereotype Threat and Women's Math Performance , 1999 .

[58]  Jack L. Vevea,et al.  Fixed- and random-effects models in meta-analysis. , 1998 .

[59]  J. Eccles,et al.  Parents' influence on children's achievement-related perceptions. , 1998, Journal of personality and social psychology.

[60]  M. Casey,et al.  Mediators of gender differences in mathematics college entrance test scores: a comparison of spatial skills with internalized beliefs and anxieties. , 1997, Developmental psychology.

[61]  S. Cross,et al.  Models of the self: self-construals and gender. , 1997, Psychological bulletin.

[62]  C. Steele A threat in the air. How stereotypes shape intellectual identity and performance. , 1997, The American psychologist.

[63]  C. Dwyer,et al.  Grades, accomplishments, and correlates. , 1997 .

[64]  N. Cole,et al.  Gender and fair assessment , 1997 .

[65]  B. Lazerick Third international mathematics and science study , 1997 .

[66]  Gerald E. Larson,et al.  Gender differences in dynamic spatial abilities , 1996 .

[67]  Geoffrey McNicoll,et al.  Human Development Report 1995. , 1995 .

[68]  L. Hedges,et al.  Sex differences in mental test scores, variability, and numbers of high-scoring individuals. , 1995, Science.

[69]  Susan D. Voyer,et al.  Magnitude of sex differences in spatial abilities: a meta-analysis and consideration of critical variables. , 1995, Psychological bulletin.

[70]  Jacquelynne S. Eccles,et al.  Understanding Women's Educational And Occupational Choices: Applying the Eccles et al. Model of Achievement-Related Choices , 1994 .

[71]  Frank M. Pajares,et al.  Role of self-efficacy and self-concept beliefs in mathematical problem solving: A path analysis. , 1994 .

[72]  P. Frensch,et al.  Effects of video game playing on measures of spatial performance: Gender effects in late adolescence. , 1994 .

[73]  David P. Baker,et al.  Creating Gender Equality: Cross-National Gender Stratification and Mathematical Performance. , 1993 .

[74]  T. Roberts,et al.  Gender and the influence of evaluations on self-assessments in achievement settings. , 1991, Psychological bulletin.

[75]  Carolyn Hopp,et al.  Gender Comparisons of Mathematics Attitudes and Affect: A Meta-Analysis , 1990 .

[76]  E. Fennema,et al.  Gender differences in mathematics performance: a meta-analysis. , 1990, Psychological bulletin.

[77]  Jacquelynne S. Eccles,et al.  Predictors of math anxiety and its influence on young adolescents' course enrollment intentions and performance in mathematics , 1990 .

[78]  T. P. Carpenter,et al.  Teachers' attributions and beliefs about girls, boys, and mathematics , 1990 .

[79]  M. Kimball A new perspective on women's math achievement. , 1989 .

[80]  Marcia C. Linn,et al.  The Psychology of Gender: Advances through Meta-Analysis , 1989 .

[81]  A. Eagly,et al.  The origins of sex differences in human behavior: Evolved dispositions versus social roles , 1987 .

[82]  A. Eagly Sex differences in social behavior : a social-role interpretation , 1987 .

[83]  M. H. Matthews Sex Differences in Spatial Competence: the ability of young children to map ‘primed’ unfamiliar environments , 1987 .

[84]  M. H. Matthews The Influence of Gender on the Environmental Cognition of Young Boys and Girls , 1986 .

[85]  Betsy Jane Becker,et al.  Statistical methods in the meta-analysis of research on gender differences , 1986 .

[86]  M. Linn,et al.  Emergence and characterization of sex differences in spatial ability: a meta-analysis. , 1985, Child development.

[87]  A. Bandura Social Foundations of Thought and Action: A Social Cognitive Theory , 1985 .

[88]  J. Meece,et al.  Sex Differences in Math Achievement: Toward a Model of Academic Choice. , 1982 .

[89]  Sydney Gregory,et al.  Culture's consequences: international differences in work-related values , 1982 .

[90]  G. Hofstede,et al.  Culture′s Consequences: International Differences in Work-Related Values , 1980 .

[91]  E. Fennema,et al.  Sex-Related Differences in Mathematics Achievement, Spatial Visualization and Affective Factors , 1977 .

[92]  A. Maslow Motivation and Personality , 1954 .

[93]  L. Frank The Society for Research in Child Development , 1935 .