Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

The factor structure of the Motivated Strategies for Learning Questionnaire (MSLQ)

New Methodological Approaches and Evidence

Bibliographic Data

ID4407009
AuthorsJennifer De Araújo (0000-0002-7936-7440, Universidade Federal de Minas Gerais, corresponding author), Cristiano Mauro Assis Gomes (0000-0003-3939-5807, Universidade Federal de Minas Gerais), Enio Galinkin Jelihovschi (0000-0002-7286-1198, Universidade Estadual de Santa Cruz)
Year2023
Volume36
Issue1
Pages38-38
Publication date2023-12-07
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenuePsicologia Reflexão e Crítica (JOURNAL)
Journal identifiersISSN: 0102-7972 • E-ISSN: 1678-7153
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.1186/s41155-023-00280-0
PMID38060088
OpenAlexW4389438422
LanguageEN
Citations received7
References cited36

Background The area of self-regulated learning integrates the fields of metacognition and self-regulation and assumes that the student is an active processor of information capable of self-regulating his learning by putting together the cognitive, metacognitive, and motivational components. The Motivated Strategies for Learning Questionnaire (MSLQ) is a benchmark for the measurement of self-regulated learning. However, the field of study does not show adequate evidence of its structural validity. The vast majority of studies involving this question present serious methodological mistakes, compromising the evidence of validity. Objective Our study investigates the structural validity of MSLQ including all 15 scales and corrects relevant mistakes in the previous studies. Method We tested different models through item confirmatory factor analysis in a convenience sample of 670 college students (M = 22.8 years, SD = 5.2) from a public Brazilian university in the technological area. The models with the ML, MLR, MLM and WLMSV estimators. Results Only WLSMV produced models with acceptable fit. The final model has a bi-factor structure with a general factor (self-regulated learning), 15 components as first-order factors, and four broad components as second-order factors. Twelve first-order components, all second-order components and the general factor had acceptable reliability. The components' elaboration, intrinsic goal orientation and metacognitive self-regulation, did not show acceptable reliability, in terms of McDonald's omega. Conclusion Considering the worldwide importance of the MSLQ, we do not recommend the use of the measurement of these components for clinical practice and psychoeducational diagnosis until new studies show that this low reliability only occurs in our sample. Our study shows new evidence, correcting many previous methodological mistakes and producing initial evidence favorable to the factor structure of the MSLQ

Cognition · Cognitive psychology · Confirmatory factor analysis · Machine learning · Mathematics education · Metacognition · Reliability (semiconductor) · Sample (material) · Self-regulated learning · Structural equation modeling · Applied Psychology · Computer Science · Educational and Psychological Assessments · Innovative Teaching and Learning Methods · Motivation and Self-Concept in Sports · Psychology · Social Psychology

  • Factorial Reduction of the Main Scales of the Motivated Strategies for Learning Questionnaire (MSLQ) in Mexican Health Sciences University Students

    Open Access•Aniel Jessica Leticia Brambila‐Tapia, Edgar Ulises Velarde-Partida et al.•European Journal of Investigation…•2025

  • Self‐ and peer‐assessment in upper secondary schools. A quasi‐experimental study to investigate the educational effectiveness of formative assessment

    Open Access•Davide Parmigiani, Elisabetta Nicchia et al.•British Educational Research…•2025

  • Training in-service subject teachers to implement formative assessment through action research

    Open Access•Davide Parmigiani, Elisabetta Nicchia et al.•Frontiers in Education•2025

  • The synergy between artificial intelligence and experiential learning in enhancing students’ creativity through motivation

    Open Access•Erni Murniarti, Goklas Siahaan•Frontiers in Education•2025

  • Validation and proposal of a short version of the Motivated Strategies for Learning Questionnaire (MSLQ) for Portuguese adolescent students

    Open Access•Eva Morais, Anabela Caetano Santos et al.•Frontiers in Education•2025

  • A conceptual and methodological framework for clustering and correlation analyses of the approaches and study skills inventory for students

    Open Access•Sotiris Kotsiantis, Martha Georgiou et al.•Higher Education•2025

  • Performance-based metacognitive tests versus self-report

    Open Access•Jennifer De Araújo, Cristiano Mauro Assis Gomes et al.•Psicologia Reflexão e Crítica•2025

  • Handbook of Self-Regulation of Learning and Performance

    Barry J Zimmerman, Dale H Schunk et al.•Handbook of Self-Regulation of…•2017

  • A meta-analytic review of the Motivated Strategies for Learning Questionnaire

    Open Access•Marcus Credé, L A Phillips•Learning and Individual Differences•2011

  • Making Reliability Reliable

    Open Access•Eunseong Cho•Organizational Research Methods•2016

  • Assessing self-regulated learning in higher education

    Open Access•Anne Roth, Sabine Ogrin et al.•Educational Assessment,…•2016

  • Bifactor Models and Rotations

    Steven P Reise, Tyler M Moore et al.•Journal of Personality Assessment•2010

  • Focusing the Conceptual Lens on Metacognition, Self-regulation, and Self-regulated Learning

    Open Access•Daniel L Dinsmore, Patricia A Alexander et al.•Educational Psychology Review•2008

  • Scaled and Adjusted Restricted Tests in Multi-Sample Analysis of Moment Structures

    Albert Satorra•Innovations in Multivariate…•2000

  • Self-regulated learning strategies & academic achievement in online higher education learning environments

    Open Access•Jaclyn Broadbent, W L Poon•The Internet and Higher Education•2015

  • Confirmatory factor analysis with ordinal data

    Open Access•Cheng-Hsien Li•Behavior Research Methods•2016

  • Motivated Strategies for Learning Questionnaire (MSLQ)

    Open Access•Faming Wang, Chunlian Jiang et al.•Psychology in the Schools•2023

  • Revisiting the Motivated Strategies for Learning Questionnaire

    Open Access•Karee E Dunn, Wen-Juo Lo et al.•Educational and Psychological…•2012

  • Construct Validity of the Motivated Strategies for Learning Questionnaire

    Open Access•Ryan Hamilton, Richard J Hamilton et al.•Psychological Reports•2009

  • Psychometric properties of the Cognitive and Metacognitive Learning Strategies Scales among preservice physical education teachers

    Open Access•Jiling Liu, Ping Xiang et al.•European Physical Education Review•2018

  • The Making of the Motivated Strategies for Learning Questionnaire

    Teresa Duncan, Teresa Garcia Duncan et al.•Educational Psychologist•2005

  • Evidence for the Latent Factor Structure of the MSLQ

    Open Access•Jonathan C Hilpert, Jennifer Stempien et al.•SAGE Open•2013

  • Validação da Escala de Abordagens de Aprendizagem (Eabap) em uma amostra brasileira

    Open Access•Cristiano Mauro Assis Gomes, Hudson Fernandes Golino et al.•Psicologia Reflexão e Crítica•2011

Unique citing works7
Citations per year7
Citation span2025 - 2025 (1)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 5

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae