Evidence map›Paper›PMID 38060088›Full record

ArticlePsicologia, reflexao e critica : revista semestral do Departamento de Psicologia da UFRGS2023

The factor structure of the Motivated Strategies for Learning Questionnaire (MSLQ): new methodological approaches and evidence.

Jhonys de Araujo, Cristiano Mauro Assis Gomes, Enio Galinkin Jelihovschi

Abstract read
In one paragraph

Article in Psicologia, reflexao e critica : revista semestral do Departamento de Psicologia da UFRGS, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Performance-based metacognitive tests versus self-report: what does prediction tell us?Psicologia, reflexao e critica : revista semestral do Departamento de Psicologia da UFRGS · 2025
    Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Jhonys de AraujoDepartment of Psychology, Laboratory for Cognitive Architecture Mapping (LAICO), Universidade Federal de Minas Gerais (UFMG), Campus Pampulha. Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte, MG, CEP: 31270-901, Brazil. jhonys.bio@gmail.com.ORCID http://orcid.org/0000-0002-7936-7440
Cristiano Mauro Assis GomesDepartment of Psychology, Laboratory for Cognitive Architecture Mapping (LAICO), Universidade Federal de Minas Gerais (UFMG), Campus Pampulha. Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte, MG, CEP: 31270-901, Brazil.ORCID https://orcid.org/0000-0003-3939-5807
Enio Galinkin JelihovschiDepartment of Exact and Technological Sciences, Universidade Estadual de Santa Cruz (UESC), Campus Soane Nazaré de Andrade. Nazaré de Andrade Rodovia Ilhéus-Itabuna km, Ilhéus, BA, CEP: 16.45.662-900, Brazil.ORCID https://orcid.org/0000-0002-7286-1198

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe 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.

objectiveOur study investigates the structural validity of MSLQ including all 15 scales and corrects relevant mistakes in the previous studies.

methodWe 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.

resultsOnly 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.

conclusionConsidering 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.

Indexed as

Factor analysisQuestionnaireSelf-regulated learningStructural validity

Identifiers

PMID38060088
PMCPMC10704012

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.