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Students' multidimensional profiles of math engagement

Predictors and outcomes from a self-system motivational perspective

Bibliographic Data

ID5265502
AuthorsChyna J Miller (0000-0001-7477-3725, Department of Educational Psychology and Higher Education College of Education University of Nevada, Las Vegas Nevada USA), H Nimal Perera (0000-0002-9115-3648, Department of Educational Psychology and Higher Education College of Education University of Nevada, Las Vegas Nevada USA, corresponding author), A Maghsoudlou (0000-0002-6458-5648, Department of Educational Psychology and Higher Education College of Education University of Nevada, Las Vegas Nevada USA)
Year2021
Volume91
Issue1
Pages261-285
Publication date2021-03-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueBritish Journal of Educational Psychology (JOURNAL)
Journal identifiersISSN: 0007-0998 • E-ISSN: 2044-8279
PublisherWiley (PUBLISHER • GB)
DOI10.1111/bjep.12358
PMID32567681
OpenAlexW3036513055
LanguageEN
Citations received15
References cited76

BackgroundMath engagement research has been largely limited to examining the unique and additive relations of engagement dimensions with outcomes. However, an emerging perspective is that students may simultaneously invest varying degrees of their distinct energetic resources (e.g., cognitive vs. emotional) in their interactions with the math learning environment.AimsAdopting a person-centred perspective, we examined unique latent subpopulations of adolescents' multidimensional math engagement. Importantly, we did so while accounting for generality and specificity in engagement data, including general engagement and specific cognitive, emotional, and social engagement dimensions. Additionally, we examined students' math self-efficacy, outcome expectations, and gender as predictors, and math achievement indices as outcomes, of profile membership.SampleThe sample comprised 400 Australian school students taking mandatory math classes.MethodsData on students' multidimensional engagement, math self-efficacy, math outcome expectations, and demographic characteristics were collected at the beginning of the academic semester. Standardized test scores and class grades were retrieved at the end of the semester.ResultsLatent profile analyses, based on preliminary bifactor exploratory structural equation models intended to tease apart generality from specificity in engagement data, revealed 'Minimally Engaged', 'Emotionally Disengaged', and 'Moderately-to-Highly Engaged' profiles. Additionally, math self-efficacy, outcome expectations, and gender were found to predict the likelihood of profile membership. Finally, class grades, but not standardized test scores, were found to significantly differ across the profiles, accounting for prior achievement, gender, and grade level.ConclusionsThe findings replicate previous work that has shown profiles of student engagement and extend this work by (1) accounting for known generality and specificity in engagement data and (2) obtaining evidence for relations of profile membership with gender, self-beliefs, and achievement

Academic achievement · Class (philosophy) · Cognition · Developmental psychology · Generality · Mathematics education · Perspective (graphical) · Statistics · Structural equation modeling · Student engagement · Test (biology) · Early Childhood Education and Development · Education, Achievement, and Giftedness · Grit, Self-Efficacy, and Motivation · Mathematics · Psychology · Social Psychology

  • The transition of latent classes of children’s learning engagement in primary school against the background of the “double reduction” policy

    Jingyuan Yang, Xiao Yu et al.•Acta Psychologica Sinica•2024

  • Towards Clarification of the Second Language Learner Engagement Construct

    Open Access•Vo Ngoc Hoi•Applied Linguistics•2024

  • The Relationship Between Problematic Mobile Phone Use and Mental Health Among College Students

    Open Access•Junqiang Dong, Yan Li et al.•International Journal of Mental…•2026

  • Impacts of different gamified problem-solving integration approaches on elementary math

    Zilong Pan, Shan Li et al.•Journal of Research on Technology…•2026

  • Measuring Saudi Arabian Students' Engagement in Synchronous Online Learning of Chinese as a Foreign Language

    Open Access•Peijian Paul Sun, Zeqi Ren et al.•Journal of Computer Assisted…•2025

  • The influence of social media literacy on student engagement in online learning

    Open Access•Quoc Hoa Tran-Duong, Ngoc‐Tram Vo‐Thi•Journal of Computer Assisted…•2023

  • The structure of student engagement in online learning

    Open Access•Vo Ngoc Hoi, Ho Le Hang•Journal of Computer Assisted…•2021

  • Identifying key predictors of resilience in mathematics engagement

    Open Access•Xu Wei, Yuxin Liu et al.•British Educational Research…•2026

  • Transitioning from school to university

    Vo Ngoc Hoi•Educational Review•2024

  • Personal agency among students from low socio-economic backgrounds

    Open Access•Rebecca J Collie, Andrew J Martins et al.•Social Psychology of Education•2023

  • Profiles of motivation and engagement in foreign language learning

    Open Access•Jiajing Li, Ronnel B King et al.•System•2022

  • Teacher support, growth language mindset, and academic engagement

    Open Access•Majid Sadoughi, Yahya Hejazi•Studies In Educational Evaluation•2023

  • Longitudinal Dynamics of Student Engagement in Vocational High School

    Open Access•Yabo Ge, Xiaolong Ren et al.•Journal of Youth and Adolescence•2026

  • Profiles of Chinese primary School Students’ Enjoyment and Anxiety in Foreign Language Learning

    Open Access•Li Wang, Jie Huang et al.•SAGE Open•2025

  • A multidimensional, person‐centred perspective on teacher engagement

    Open Access•H Nimal Perera, Sündüs Yerdelen et al.•British Journal of Educational…•2021

  • Analysis of Incomplete Multivariate Data

    Joseph L Schafer•Analysis of Incomplete…•1997

  • Handbook of Motivation at School

    Kathryn R Wentzel, David B Miele•Handbook of motivation at school•2009

  • Teacher-student support, effortful engagement, and achievement

    Jan N Hughes, Wen Luo et al.•Journal of Educational Psychology•2008

  • Key questions regarding work engagement

    Arnold B Bakker, Simon L Albrecht et al.•European Journal of Work and…•2011

  • Do student self-efficacy and teacher-student interaction quality contribute to emotional and social engagement in fifth grade math?

    Open Access•Daniel P Martin, Sara E Rimm‐kaufman•Journal of School Psychology•2015

  • Multiple-Group Analysis of Similarity in Latent Profile Solutions

    Open Access•Alexandre J S Morin, J-P Meyer et al.•Organizational Research Methods•2016

  • Teacher self-efficacy profiles

    Open Access•H Nimal Perera, Celeste Calkins et al.•Contemporary Educational Psychology•2019

  • Engagement and disaffection in the classroom

    Ellen A Skinner, Ellen Skinner et al.•Journal of Educational Psychology•2008

  • Self-discipline gives girls the edge

    Angela L Duckworth, Martin E P Seligman•Journal of Educational Psychology•2006

  • Engagement in Academic Work

    Open Access•Raymond B Miller, Barbara A Greene et al.•Contemporary Educational Psychology•1996

  • Disentangling Shape from Level Effects in Person-Centered Analyses

    Alexandre J S Morin, Herbert W Marsh•Structural Equation Modeling: A…•2015

  • Using qualitative methods to develop a survey measure of math and science engagement

    Open Access•Jennifer A Fredricks, Ming-Te Wang et al.•Learning and Instruction•2016

  • To what extent do teacher–student interaction quality and student gender contribute to fifth graders’ engagement in mathematics learning?

    Sara E Rimm‐kaufman, Alison E Baroody et al.•Journal of Educational Psychology•2015

  • Relations between teachers’ emotional exhaustion and students’ educational outcomes.

    A Katrin Arens, Alexandre J S Morin•Journal of Educational Psychology•2016

  • The relationship of mathematics self-efficacy expectations to the selection of science-based college majors

    Open Access•Nancy E Betz, Gail Hackett•Journal of Vocational Behavior•1983

  • Social Cognitive Theory and Motivation

    Dale Schunk, Dale H Schunk et al.•The Oxford handbook of human…•2012

  • The Math and Science Engagement Scales

    Open Access•Ming-Te Wang, Jennifer A Fredricks et al.•Learning and Instruction•2016

  • A person‐in‐context approach to student engagement in science

    Open Access•Jennifer A Schmidt, Joshua M Rosenberg et al.•Journal of Research in Science…•2018

  • Teachers’ self-efficacy beliefs for teaching math

    Open Access•H Nimal Perera, Jennifer E John•Contemporary Educational Psychology•2020

  • The Role of Self-Efficacy Beliefs Instudent Engagement and Learning Intheclassroom

    Elizabeth A Linnenbrink, Paul R Pintrich•Reading & Writing Quarterly•2003

  • The murky distinction between self-concept and self-efficacy

    Herbert W Marsh, Reinhard Pekrun et al.•Journal of Educational Psychology•2019

  • Relations among teachers’ self-efficacy beliefs, engagement, and work satisfaction

    Open Access•Helena Granziera, H Nimal Perera•Contemporary Educational Psychology•2019

  • Investigating the multidimensionality of engagement

    Open Access•Adar Ben-Eliyahu, Adar Ben‐Eliyahu et al.•Contemporary Educational Psychology•2018

  • Detecting Mixtures From Structural Model Differences Using Latent Variable Mixture Modeling

    James M Henson, Steven P Reise et al.•Structural Equation Modeling: A…•2007

  • Social Cognitive Career Theory at 25

    Open Access•Steven D Brown, Robert W Lent•Journal of Career Assessment•2019

  • Statistical Power to Detect the Correct Number of Classes in Latent Profile Analysis

    Jenn‐yun Tein, Jenn-Yun Tein et al.•Structural Equation Modeling: A…•2013

  • The assessment of school engagement

    Open Access•Ming-Te Wang, John B Willett et al.•Journal of School Psychology•2011

  • Teacher support and math engagement

    Open Access•Ru‐de Liu, Ru-De Liu et al.•Educational Psychology•2018

  • Influences on Achievement

    Open Access•Barbara A Greene, Raymond B Miller•Contemporary Educational Psychology•1996

  • Using the Delta Method for Approximate Interval Estimation of Parameter Functions in SEM

    Tenko Raykov, George A Marcoulides•Structural Equation Modeling: A…•2004

  • Academic motivation, self‐concept, engagement, and performance in high school

    Open Access•Joan Pegueroles, Jasmine Green et al.•Journal of Adolescence•2012

  • A Bifactor Exploratory Structural Equation Modeling Framework for the Identification of Distinct Sources of Construct-Relevant Psychometric Multidimensionality

    Alexandre J S Morin, A Katrin Arens et al.•Structural Equation Modeling: A…•2016

  • Distributional Assumptions of Growth Mixture Models

    Daniel J Bauer, Patrick J Curran•Psychological Methods•2003

  • School context, achievement motivation, and academic engagement

    Ming-Te Wang, Jacquelynne S Eccles•Learning and Instruction•2013

  • Self-Efficacy

    Albert Bandura, W H Freeman et al.•Journal of Cognitive Psychotherapy•1999

  • Toward a Unifying Social Cognitive Theory of Career and Academic Interest, Choice, and Performance

    Open Access•Robert W Lent, Steven D Brown et al.•Journal of Vocational Behavior•1994

  • Species Richness of Parasite Assemblages

    Richard Poulin, Robert Poulin•Annual Review of Ecology and…•1997

  • Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling

    Karen Nylund‐gibson, Karen L Nylund et al.•Structural Equation Modeling: A…•2007

  • Exploratory Structural Equation Modeling

    Tihomir Asparouhov, Bengt Muthén•Structural Equation Modeling: A…•2009

  • How Many Imputations are Really Needed? Some Practical Clarifications of Multiple Imputation Theory

    Open Access•John W Graham, J A Graham et al.•Prevention Science•2007

  • School Engagement

    Open Access•Jennifer A Fredricks, Phyllis C Blumenfeld et al.•Review of Educational Research•2004

  • Auxiliary Variables in Mixture Modeling

    Tihomir Asparouhov, Bengt Muthén•Structural Equation Modeling: A…•2014

  • A Test of Missing Completely at Random for Multivariate Data with Missing Values

    Roderick J A Little, Roderick J Little•Journal of the American…•1988

  • Psychological Conditions of Personal Engagement and Disengagement at Work.

    William A Kahn•Academy of Management Journal•1990

  • Career Development and Counseling

    Steven Brown, Robert W Lent et al.•Career Development and Counseling•2020

  • Multiple Imputation for Nonresponse in Surveys

    Open Access•Donald B Rubin•Multiple Imputation for…•1987

  • A Comparison of Bifactor and Second-Order Models of Quality of Life

    Fangfang Chen, Fang Fang Chen et al.•Multivariate Behavioral Research•2006

  • Reliability and Validity Evidence for the Middle School Self-Efficacy Scale

    Nadya A Fouad, Philip L Smith et al.•Measurement and Evaluation in…•1997

  • Interrelations of Behavioral, Emotional, and Cognitive School Engagement in High School Students

    Open Access•Yibing Li, Richard M Lerner•Journal of Youth and Adolescence•2013

  • Adolescent educational success and mental health vary across school engagement profiles

    Ming-Te Wang, Stephen C Peck•Developmental Psychology•2013

  • Student Engagement in Instructional Activity

    Open Access•Helen M Marks•American Educational Research…•2000

  • Adolescents’ Perceptions of School Environment, Engagement, and Academic Achievement in Middle School

    Open Access•Ming-Te Wang, Rebecca Holcombe•American Educational Research…•2010

  • Latent Class Modeling with Covariates

    Open Access•Jeroen K Vermunt•Political Analysis•2010

  • Conservation of resources

    Stevan E Hobfoll•American Psychologist•1989

  • A threat in the air

    Claude M Steele•American Psychologist•1997

Unique citing works15
Citations per year3
Citation span2021 - 2026 (6)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 14

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