Universals and specifics in learning strategies: Explaining adolescent mathematics, science, and reading achievement across 34 countries ☆

We examined whether strategies of memorization, transfer through elaboration, and metacognition accounted for reading, science, and mathematics achievement across 34 countries. 158,848 fifteen-year-olds completed a reading literacy test and a questionnaire. Of these students, 88,401 completed a science test, and 88,590 completed a mathematics test. We analyzed the data using multi-level regressions of Rasch-estimated test scores and modeled differences across countries and across schools. Students who reported using memorization strategies often scored lower in all subjects. Transfer through elaboration was not significantly linked to any achievement scores. Lastly, students reporting greater use of metacognitive strategies often scored higher. Compared to students in individualistic societies, to achievement scores of students in collective cultures were linked more strongly to schoolmates' use of metacognitive strategies and less strongly to their own use of metacognitive strategies. These results highlight how cultural contexts can moderate the links between adolescents' learning strategies and their academic achievement.

[1]  Richard E. Mayer,et al.  Elaboration techniques that increase the meaningfulness of technical text: An experimental test of the learning strategy hypothesis. , 1980 .

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

[3]  B. Bloom,et al.  Taxonomy of Educational Objectives. Handbook I: Cognitive Domain , 1966 .

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

[5]  Sandra Graham,et al.  Motivational influences on cognition : task involvement, ego involvement, and depth of information processing , 1991 .

[6]  F. Samejima.  Estimation of latent ability using a response pattern of graded scores , 1968 .

[7]  Richard C. Anderson,et al.  Taking different perspectives on a story. , 1977 .

[8]  J. Vermunt,et al.  Patterns in Student Learning: Relationships Between Learning Strategies, Conceptions of Learning, and Learning Orientations , 2004 .

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

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

[11]  S. Holm.  A Simple Sequentially Rejective Multiple Test Procedure , 1979 .

[12]  S. B. Nolen,et al.  Reasons for studying: Motivational orientations and study strategies. , 1988 .

[13]  Donald F. Dansereau,et al.  The Generation and Recall of Personally Relevant Information , 1998 .

[14]  H. Cooper,et al.  The Relation Between Self-Beliefs and Academic Achievement: A Meta-Analytic Review , 2004 .

[15]  Y. Hochberg.  A sharper Bonferroni procedure for multiple tests of significance , 1988 .

[16]  Anthony S. Bryk,et al.  Hierarchical Linear Models: Applications and Data Analysis Methods , 1992 .

[17]  L. Vygotsky,et al.  The collected works of L.S. Vygotsky , 1987 .

[18]  D. Halpern.  Sex Differences in Cognitive Abilities , 1986 .

[19]  B. Zimmerman,et al.  Student Differences in Self-Regulated Learning: Relating Grade, Sex, and Giftedness to Self-Efficacy and Strategy Use. , 1990 .

[20]  J. Chapman.  Cognitive-motivational characteristics and academic achievement of learning disabled children: A longitudinal study. , 1988 .

[21]  R. Bénabou.  Equity and Efficiency in Human Capital Investment: The Local Connection , 1996 .

[22]  Michael Harris Bond,et al.  The handbook of Chinese psychology. , 1996 .

[23]  David Crookall,et al.  Language Learning Strategies, the Communicative Approach, and their Classroom Implications , 1989 .

[24]  J. Chapman,et al.  A longitudinal study of beginning reading achievement and reading self-concept. , 1997, The British journal of educational psychology.

[25]  G. Hofstede.  Culture′s Consequences: Comparing Values, Behaviors, Institutions and Organizations Across Nations , 2001 .

[26]  B. Bloom.  Taxonomy of educational objectives , 1956 .

[27]  H. Marsh.  Academic self-concept: Theory, measurement, and research. , 1993 .

[28]  Roland G. Tharp,et al.  Psychocultural variables and constants: Effects on teaching and learning in schools. , 1989 .

[29]  B. Zimmerman,et al.  Self-Motivation for Academic Attainment: The Role of Self-Efficacy Beliefs and Personal Goal Setting , 1992, American Educational Research Journal.

[30]  Douglas J. Hacker,et al.  Metacognition in educational theory and practice. , 1998 .

[31]  A. Portes,et al.  Educational progress of children of immigrants: The roles of class, ethnicity, and school context. , 1996 .

[32]  Regina M. F. Wong,et al.  The Effects of Self-Explanation Training on Students' Problem Solving in High-School Mathematics. , 2002 .

[33]  K. Rowe,et al.  Norms for Parental Ratings on Conners' Abbreviated Parent-Teacher Questionnaire: Implications for the Design of Behavioral Rating Inventories and Analyses of Data Derived from Them , 1997, Journal of abnormal child psychology.

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

[35]  Nm Breeze,et al.  Tools for learning , 2003 .

[36]  Harris Cooper,et al.  Locus of control and academic achievement: A literature review. , 1983 .

[37]  H. Marsh,et al.  Longitudinal multilevel models of the big-fish-little-pond effect on academic self-concept: counterbalancing contrast and reflected-glory effects in Hong Kong schools. , 2000, Journal of personality and social psychology.

[38]  Michel Boivin,et al.  Academic Self-concept and Educational Attainment Level: A Ten-year Longitudinal Study , 2004 .

[39]  Matthew W. Lewis,et al.  Self-Explonations: How Students Study and Use Examples in Learning to Solve Problems , 1989, Cogn. Sci..

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

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

[42]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[43]  M. Chi,et al.  Eliciting Self‐Explanations Improves Understanding , 1994 .

[44]  D. Halpern.  Teaching critical thinking for transfer across domains. Dispositions, skills, structure training, and metacognitive monitoring. , 1998, The American psychologist.

[45]  Z. Mevarech,et al.  The effects of metacognitive training versus worked-out examples on students' mathematical reasoning. , 2003, The British journal of educational psychology.

[46]  F. Craik,et al.  The role of rehearsal in short-term memory , 1973 .

[47]  H. Marsh,et al.  Multilevel Causal Ordering of Academic Self-Concept and Achievement: Influence of Language of Instruction (English Compared With Chinese) for Hong Kong Students , 2002 .

[48]  Saouma BouJaoude.  The relationship between students' learning strategies and the change in their misunderstandings during a high school chemistry course , 1992 .

[49]  John D. Bransford,et al.  Constraints on effective elaboration , 1978 .

[50]  Dong-ho Kang.  Assessing Korean Middle School Students' Language Learning Strategies in Input-Poor Environments. , 1997 .

[51]  John D. Bransford,et al.  Teaching Thinking and Problem Solving. , 1986 .

[52]  R. Gunstone,et al.  Conscious knowledge of learning: accessing learning strategies in a final year high school biology class , 2004 .

[53]  S. Heyneman,et al.  The Effect of Primary-School Quality on Academic Achievement Across Twenty-nine High- and Low-Income Countries , 1983, American Journal of Sociology.

[54]  F. Lord.  Applications of Item Response Theory To Practical Testing Problems , 1980 .

[55]  D. Halpern.  Teaching critical thinking for transfer across domains. , 1998 .

[56]  Kristy J. Lauver,et al.  Do psychosocial and study skill factors predict college outcomes? A meta-analysis. , 2004, Psychological bulletin.

[57]  John R. Weisz,et al.  Perceived Personal Control and Academic Achievement , 1981 .

[58]  Carol Bellamy,et al.  The State of the World's Children 2001: Early Childhood , 2001 .

[59]  Douglas J. Hacker.  Definitions and Empirical Foundations , 1998 .

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

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

[62]  I. Veen,et al.  Relations between adolescents’ self-evaluations, time perspectives, motivation for school and their achievement in different countries and at different ages , 2005 .

[63]  P. Pintrich.  A Process-Oriented View of Student Motivation and Cognition. , 1988 .

[64]  R. Bosker.  Boekbespreking van "A.S. Bryk & S.W. Raudenbusch - Hierarchical linear models: Applications and data analysis methods" : Sage Publications, Newbury Parki, London/New Delhi 1992 , 1995 .

[65]  D. Chan,et al.  Motivational Characteristics of Under-achievers in Hong Kong , 2001 .

[66]  H. Goldstein,et al.  Using Examination Results as Indicators of School and College Performance , 1996 .

[67]  S. K. Teong.  The effect of metacognitive training on mathematical word-problem solving , 2003, J. Comput. Assist. Learn..

[68]  Annemarie S. Palincsar,et al.  Group processes in the classroom. , 1996 .

[69]  Jacob Cohen,et al.  Applied multiple regression/correlation analysis for the behavioral sciences , 1979 .

[70]  Fons Trompenaars,et al.  National Culture and the Values of Organizational Employees , 1996 .

[71]  L. Baker.  Metacognition, comprehension monitoring, and the adult reader , 1989 .

[72]  Ruth Garner,et al.  When Children and Adults Do Not Use Learning Strategies: Toward a Theory of Settings , 1990 .

[73]  Ali Yildirim,et al.  Relationship Between Achievement Goal Orientations and Use of Learning Strategies , 1999 .

[74]  William M. Carroll,et al.  Strategies for Basic-Facts Instruction. , 1999 .

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

[76]  P. Bourdieu,et al.  The Field of Cultural Production , 1993 .

[77]  Li-tze Hu,et al.  Academic self-efficacy and first year college student performance and adjustment. , 2001 .

[78]  Robert L. Politzer,et al.  An Exploratory Study of Learning Behaviors and Their Relationship to Gains in Linguistic and Communicative Competence , 1985 .

[79]  D. Rubin.  Multiple Imputation After 18+ Years , 1996 .

[80]  A. Greenwald,et al.  Psychological perspectives on the self , 1982 .

[81]  M. Bond,et al.  Social psychology: Across cultures, 2nd ed. , 1999 .

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

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

[84]  Diane F. Halpern,et al.  Sex Differences in Cognitive Abilities. Third Edition. , 2000 .

[85]  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.

[86]  Charles W. Stansfield,et al.  Language Aptitude Reconsidered , 1990 .

[87]  B. Bracken,et al.  Positive self-concept: An equal opportunity construct. , 2003 .

[88]  Verlin B. Hinsz,et al.  The emerging conceptualization of groups as information processors. , 1997, Psychological bulletin.

[89]  David W. Chan,et al.  Reading strategy use and motivation among Chinese good and poor readers in Hong Kong , 2003 .

[90]  A. Fuligni.  The academic achievement of adolescents from immigrant families: the roles of family background, attitudes, and behavior. , 1997, Child development.

[91]  Joyce M. Kincannon,et al.  The Effects of Metacognitive Training on Performance and Use of Metacognitive Skills in Self-Directed Learning Situations. , 1999 .

[92]  Keith Morrison,et al.  Testing to Destruction: A problem in a small state , 2002 .

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

[94]  John D. Bransford,et al.  Teaching thinking and problem solving: Research foundations. , 1986 .