This section brings together academic work published by researchers of the International Group on Metacognition in collaboration across institutions in the Americas and Europe. Publications are grouped by year, from most recent to oldest. Each entry includes the full reference and a link to the article in the original journal.
2026
Metacognitive awareness in Colombian engineering students: A comparative analysis
Murillo-Rendón, S., Montoya Londoño, D. M., & Gutiérrez de Blume, A. (2026). Metacognitive awareness in Colombian engineering students: A comparative analysis. Actualidades en Psicología, 40(140), 38–49.
The study administered the Metacognitive Awareness Inventory to 194 Food Engineering and Systems Engineering students in Manizales, Colombia. The results show significant differences in metacognitive skills between the two programs, and profiles that differ from those described in psychology and education.
Read the full summary of “Metacognitive awareness in Colombian engineering students”
The research starts from an observation: explicit teaching of self-regulation strategies is more common in social sciences and humanities programs than in engineering, where reflection on one’s own learning process tends to take a back seat. To explore this gap, the team administered the MAI to students from two engineering programs with different curricular structures and compared the results using multivariate analysis of variance.
Food Engineering students scored higher on most regulation scales, with marked differences in planning, organization, and debugging. Systems Engineering students, by contrast, showed stronger correlations among planning, monitoring, and evaluation, suggesting a more integrated development of these skills. The authors interpret these differences as a reflection of the distinct cognitive demands and curricular structures of each discipline, and argue for incorporating explicit metacognitive training into engineering curricula.
Read the article in Actualidades en Psicología (Murillo-Rendón et al., 2026)
Emotional regulation and metacognitive strategies in Psychology students at a private university in Arequipa, Peru
Arias Gallegos, W. L., Rivera, R., Palma Mamani Huamán, L., & Monroy Valdivia, L. (2026). Regulación emocional y estrategias metacognitivas en estudiantes de Psicología de una universidad privada de Arequipa, Perú. Actualidades en Psicología, 40(140), 103–123.
With a sample of 247 Peruvian university students, the study examines how cognitive-emotional regulation strategies predict the use of metacognitive strategies. Blaming others and catastrophizing are negatively associated with metacognition; refocusing on planning, positively.
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Although affective processes are known to play a role in metacognition, few studies integrate both variables, and research on self-regulated learning in Peru remains limited. This work addresses that gap by administering the 18-item short form of the Cognitive Emotion Regulation Questionnaire together with the Metacognitive Strategies Inventory, both previously validated in the Peruvian population.
The analysis used structural equation modeling with maximum likelihood estimation. The results indicate that two maladaptive strategies, blaming others and catastrophizing, are inversely related to metacognitive performance, while refocusing on planning shows the strongest positive association. The authors link the first finding to locus of control theory and conclude that university education should include training in both metacognitive strategies and emotional regulation.
Read the article in Actualidades en Psicología (Arias Gallegos et al., 2026)
Perceived stressors, social and emotional competences and metacognition in Argentine secondary school teachers
Giuliani, M. F., & Urquijo, S. (2026). Perceived stressors, social and emotional competences and metacognition in Argentine secondary school teachers: Qualitative description and identification of profiles. Actualidades en Psicología, 40(140), 145–167.
PENDING: short summary.
Read the article in Actualidades en Psicología (Giuliani & Urquijo, 2026)
2025
Relationship between personality factors and metacognitive knowledge and regulation in university students from different Spanish-speaking countries
Gutierrez de Blume, A. P., Montoya Londoño, D. M., Daset, L., Cuadro, A., Molina Delgado, M., Morán Núñez, O., Urquijo, S., & Giuliani, M. F. (2025). Relación entre factores de personalidad y el conocimiento y la regulación metacognitiva en una muestra de estudiantes universitarios de diferentes países de habla hispana. Ciencias Psicológicas, 19(1), e-4122.
A cross-cultural study of 692 students from Argentina, Colombia, Costa Rica, Panama, and Uruguay. Openness to experience and conscientiousness consistently predict metacognitive knowledge and regulation across all five national samples.
Read the full summary of “Relationship between personality factors and metacognitive regulation”
The relationship between personality traits and metacognitive performance has received little attention, even though it could explain part of the variability observed in metacognitive intervention programs. This work addresses the question by administering the Metacognitive Awareness Inventory and the Adjective Checklist for Personality Assessment to undergraduate students from five Latin American countries, with multiple regression analyses conducted separately for each national sample.
Despite cultural and linguistic differences, two factors emerged consistently: openness to new experiences predicted conditional knowledge in all samples and, together with conscientiousness, predicted different components of metacognitive regulation, although the specific pattern varied by country. In the Costa Rican sample, the relationship extended to debugging, information management, and evaluation, which the authors link to the country’s educational policies on metacognition. The hypothesis of a negative relationship between neuroticism and metacognition was not confirmed.
Read the article in Ciencias Psicológicas (Gutierrez de Blume et al., 2025)
Psychometric validation of a reading comprehension and metacognitive awareness test for university students
Puente, A., Gutiérrez-de-Blume, A. P., Calderón, J., & Rojas, L. (2025). Validación psicométrica de un test de comprensión lectora y conciencia metacognitiva en estudiantes universitarios. Ocnos, 24(2).
Presents the development and psychometric validation of the University Reading Strategies and Comprehension test (ELCU, for its Spanish acronym), administered to 507 first-year Chilean students. Item Response Theory analysis confirms its internal validity and its ability to distinguish levels of reading skill.
Read the full summary of “Psychometric validation of a reading comprehension test”
Many students enter university with a limited repertoire of reading strategies and little awareness of their own reading performance, which affects their achievement in programs that require critical reading of scientific and argumentative texts. The tests available in Spanish for young adults have limitations in ecological validity and in their alignment with the kinds of texts read at university.
The instrument was analyzed using the Rasch model, assessing unidimensionality, item difficulty, and item discrimination. The results support the internal structure of the test, with adequate separation reliability indices for both items and persons. Some items did not show sufficient fit and were discarded. The authors propose the ELCU as an early diagnostic tool to help institutions identify reading strengths and weaknesses at the start of university studies.
Read the article in Ocnos (Puente et al., 2025)
2024
Psychometric properties of the Metacognitive Awareness Inventory (MAI): Standardization to an international Spanish with 12 countries
Gutierrez de Blume, A. P., Montoya, D. M., Jiménez, V., Morán, O., Cuadro, A., Daset, L., Molina, M., García, C., Beltrán, M. B., Puente, A., Urquijo, S., & Arias, W. L. (2024). Psychometric properties of the Metacognitive Awareness Inventory (MAI): Standardization to an international Spanish with 12 countries. Metacognition and Learning, 19, 793–825.
Validation of the Metacognitive Awareness Inventory in international Spanish, carried out by the International Group on Metacognition with 1,622 university students from 12 Spanish-speaking countries. The results support the original two-factor structure and measurement invariance across countries.
Read the full summary of “Psychometric properties of the Metacognitive Awareness Inventory (MAI)”
Metacognition is defined as a higher-order thinking skill that enables people to monitor, control, and regulate their thinking and behavior. It is especially relevant in education, since students need to self-regulate their learning behaviors in order to learn in a sustained way throughout life. It is therefore essential that both teachers and students know their own metacognitive skills, and that researchers have robust and valid quantitative measures.
No measure is used more often for this purpose than the Metacognitive Awareness Inventory. In this study, the International Group on Metacognition validated the MAI using a standard international Spanish, with a sample of 1,622 undergraduate students from 12 Spanish-speaking countries.
The results revealed a robust confirmatory factor analysis model for all 12 countries, supporting the original two-factor structure described in English-speaking samples from the United States. Multigroup measurement invariance analyses showed that, although five parameters varied slightly in some countries, chi-square difference tests did not indicate a significant improvement of the comparison model over the constrained model, supporting measurement invariance across countries. The authors conclude that this international Spanish version of the MAI is a valid and reliable tool for measuring metacognitive awareness in Spanish-speaking countries.
Read the article in Metacognition and Learning (Gutierrez de Blume et al., 2024)
Metacognitive judgments in learning processes in higher education: A systematic review, 2018–2023
Zapata Zapata, A., Vesga Bravo, G. J., Puente Ferreras, A., & Alvarado Izquierdo, J. M. (2024). Juicios metacognitivos en los procesos de aprendizaje en la educación superior: una revisión sistemática 2018-2023. Revista Latinoamericana de Psicología, 56, 147–155.
A systematic review of 61 articles on metacognitive judgments in university students. Judgments made after the test prove to be the most accurate, while concurrent judgments are the least studied and have the lowest predictive value.
Read the full summary of “Metacognitive judgments in higher education”
The review followed the PRISMA statement and searched the Science Direct, Scopus, and Springer databases, starting from 711 full-text studies and applying inclusion criteria that left 61 articles for analysis. The studies were classified into three categories: predictive, concurrent, and postdictive judgments.
The findings indicate that postdictive judgments account for half of the research in the period and tend to be more accurate, since students have more information after completing the task. Predictive judgments influence academic performance, although their effectiveness varies with the context and the learner’s characteristics. Concurrent judgments are the least studied and may even distract students by requiring several metacognitive functions at once. The authors recommend integrating all three types of judgment into educational processes and improving the instruments that measure them.
Read the article in Revista Latinoamericana de Psicología (Zapata Zapata et al., 2024)
2023
Normative data and standardization of an international protocol for the evaluation of metacognition in Spanish-speaking university students: A cross-cultural analysis
Gutierrez de Blume, A. P., Montoya, D. M., Daset, L., Cuadro, A., Molina, M. M., Morán, O., García de la Cadena, C., Beltrán, M. B., Arias, N., Ramírez, A., Jiménez, V., Puente, A., Urquijo, S., Arias, W. L., Rivera, L. I., Schulmeyer, M., & Rivera-Sanchez, J. (2023). Normative data and standardization of an international protocol for the evaluation of metacognition in Spanish-speaking university students: A cross-cultural analysis. Metacognition and Learning, 18, 495–526.
The International Group on Metacognition developed a standard international protocol for measuring metacognition in Spanish-speaking university students, administered to 1,461 participants from 12 cultures in Latin America and Spain. The results reveal significant differences across cultures, especially in the vocabulary domain.
Read the full summary of “Normative data and standardization of an international protocol”
Understanding the factors that influence metacognition is especially pressing in today’s digital age, when information circulates constantly and rapidly. With that purpose, the study explored the role of culture as a mediator of how people experience metacognitive phenomena.
The International Group on Metacognition developed a rigorous international protocol for measuring metacognition in Spanish-speaking university students (N = 1,461) from 12 cultures in Latin America and Spain. The protocol combines a subjective measure of metacognitive awareness, the Metacognitive Awareness Inventory, with several objective metacognitive monitoring metrics across three learning domains: vocabulary, probabilities (mathematical reasoning), and paper folding (visual-spatial reasoning).
The data were compared across cultures using as outcomes subjective metacognitive awareness and the raw frequencies of the four mutually exclusive cells of the 2 × 2 performance-by-judgment matrix. The results revealed significant differences in the macro-level components of subjective metacognitive awareness, in both knowledge and regulation of cognition. Significant differences by culture also emerged in the raw frequencies of the four cells, most markedly in the vocabulary domain, where differences between cultures appeared in all four cells.
Read the article in Metacognition and Learning (Gutierrez de Blume et al., 2023) · Free-access version shared by the authors (Gutierrez de Blume et al., 2023)
An application of cognitive diagnostic models in the evaluation of reading comprehension in Chilean university students
Puente, A., Alvarado, J. M., Gutierrez de Blume, A., & Calderón Maureira, J. F. (2023). An application of cognitive diagnostic models in the evaluation of reading comprehension in Chilean university students. Suma Psicológica, 30(1), 40–47.
An assessment of the reading comprehension skills of 579 Chilean students using cognitive diagnostic models. More than half master all four skills assessed, but 15% master none of them.
Read the full summary of “Cognitive diagnostic models in the evaluation of reading comprehension”
The study administered the University Reading Strategies and Comprehension test through an automated platform, which made it possible to work with a large, representative sample from different regions of Chile. The instrument was designed from a cognitive diagnostic assessment approach that covers cognitive, metacognitive, and linguistic strategies.
The data were analyzed with two complementary approaches. The rejection of the linear logistic model indicates that the strategies assessed do not differ in cognitive complexity, while the good fit of the DINA model makes it possible to classify students according to the skills they have mastered. The authors note that the share of students admitted without having consolidated these basic skills justifies implementing remedial programs before university entry.
Read the article in Suma Psicológica (Puente et al., 2023)
2022
An exploratory study of the relation between cognitive style and metacognitive monitoring in a sample of Colombian university students
Gutierrez de Blume, A. P., Montoya Londoño, D. M., & Hederich-Martínez, C. (2022). An exploratory study of the relation between cognitive style and metacognitive monitoring in a sample of Colombian university students. Psicología desde el Caribe, 39(2), 36–56.
With 57 Colombian university students, the study examines how cognitive style relates to the accuracy of metacognitive monitoring. Students with an intermediate or field-independent style show greater accuracy and less bias than field-dependent students.
Read the full summary of “Cognitive style and metacognitive monitoring in Colombian university students”
Although research on metacognition and on cognitive styles is well established in each field separately, few studies have addressed them together. No previous study had examined specific aspects of metacognition, such as monitoring ability, in relation to cognitive style.
The study investigated measures of confidence, performance, and accuracy for three types of metacognitive judgments —predictive, concurrent, and postdictive— and three types of metacognitive questions: about the task, about oneself, and at different points in the process (before, during, and after). These measures were related to cognitive style, classified as field-dependent, intermediate, or field-independent, in a sample of 57 Colombian university students.
The results revealed differences in the accuracy and bias of metacognitive monitoring according to cognitive style, with similar findings across points in the process and types of judgment. Individuals with an intermediate or field-independent cognitive style reported greater monitoring accuracy and less bias than those with a field-dependent style. The article discusses implications for research, theory, and practice.
Read the article in Psicología desde el Caribe (Gutierrez de Blume et al., 2022)
2021
Differences in metacognitive skills among undergraduate students in Education, Psychology, and Medicine
Gutierrez de Blume, A. P., & Montoya, D. M. (2021). Differences in metacognitive skills among undergraduate students in Education, Psychology, and Medicine. Revista Colombiana de Psicología, 30(1), 111–130.
With a sample of 507 Colombian university students, the study examines whether metacognitive skills are domain-general or domain-specific. Significant differences were found in all skills except two, mainly supporting the domain-specificity hypothesis.
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Metacognitive skills, such as knowing when and why to apply a strategy according to task demands, or monitoring one’s own comprehension, are essential for effective learning. However, the debate over whether these skills are domain-general or domain-specific remains open among specialists. If they were domain-specific, significant differences should be observed between disciplines; if they were domain-general, they should not.
The study examined this question in a sample of 507 Colombian students of education (n = 156), psychology (n = 166), and medicine (n = 185), using the Spanish version of the Metacognitive Awareness Inventory. Eight scales were analyzed, grouped into knowledge of cognition (declarative, procedural, and conditional) and regulation of cognition (planning, information management, debugging, comprehension monitoring, and evaluation).
The results revealed significant differences in all skills except two, procedural knowledge and debugging, which mostly supports the domain-specificity hypothesis while partially supporting the domain-general view.
Read the article in Revista Colombiana de Psicología (Gutierrez de Blume & Montoya, 2021)
Validation and examination of the factor structure of the Metacognitive Awareness Inventory (MAI) in Spanish with a Colombian sample of university students
Gutiérrez de Blume, A. P., & Montoya Londoño, D. M. (2021). Validación y examen de la estructura factorial del Metacognitive Awareness Inventory (MAI) en español con una muestra colombiana de estudiantes universitarios. Psicogente, 24(46), 58–81.
The first study to examine whether the factor structure of the MAI holds when the instrument is administered in Spanish, providing empirical evidence on its practical use with Spanish-speaking university students.
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The Metacognitive Awareness Inventory was originally developed in English by Schraw and Dennison in 1994 to measure metacognitive skills. Since its initial validation it has become the most widely used self-report instrument in the world for assessing these skills, which is why it has been translated and used in several languages. Research on its psychometric structure has shown high internal consistency reliability and adequate construct validity.
However, no study had yet examined whether the instrument in its original form maintains, when used in Spanish, a factor structure consistent with the one described by Schraw and Dennison. This work addresses that question and also seeks to provide empirical evidence on the practical use of the instrument with Spanish-speaking university student populations.
Read the article in Psicogente (Gutiérrez de Blume & Montoya Londoño, 2021)
Exploring the relation between parenting style and children’s self-concept and subjective and objective metacognition
Gutiérrez de Blume, A. P., Montoya Londoño, D. M., García Gómez, M. E., Osorio Cárdenas, A. M., & González Benítez, L. (2021). Exploring the relation between parenting style and children’s self-concept and subjective and objective metacognition. Revista Latinoamericana de Estudios de Familia, 13(2), 11–37.
A correlational study of 196 schoolchildren examining whether mothers’ and fathers’ parenting styles and children’s self-concept predict metacognition. Both variables were predictors across the three learning domains assessed.
Read the full summary of “Parenting styles, self-concept, and children’s metacognition”
The study examined the relationship between mothers’ and fathers’ parenting styles, children’s self-concept, and both subjective and objective measures of metacognition, in order to determine whether self-concept and parenting style predict metacognitive performance.
The study used a convenience sample of 196 students from a public school and a quantitative correlational design. Ordinary least squares regression models were used to estimate the extent to which parenting styles and children’s self-concept predict subjective metacognitive awareness and objective metacognitive monitoring.
Parenting styles predicted metacognition in three learning domains —reading comprehension, mathematics, and similarities— although in different ways in each case. Children’s self-concept was also a predictor in all three domains. The authors conclude that education must extend beyond school to include the family, and that educational outreach initiatives should address not only how family life affects academic performance, but also how it shapes the development of metacognitive skills.
Read the article in Revista Latinoamericana de Estudios de Familia (Gutiérrez de Blume et al., 2021)
2020
The Metacognitive Awareness Inventory for Teachers (MAIT): Cultural adaptation and validation in a sample of Colombian teachers
Gutierrez de Blume, A. P., & Montoya Londoño, D. M. (2020). El Inventario de Conciencia Metacognitiva para Docentes (MAIT): adaptación cultural y validación en una muestra de docentes colombianos. Psychologia. Avances de la Disciplina, 14(1), 115–130.
Spanish cultural adaptation of the MAIT, a 24-item instrument originally developed by Balcikanli, and its validation with 755 Colombian teachers. After three items were removed, the 21-item version showed excellent fit to the data.
Read the full summary of “The Metacognitive Awareness Inventory for Teachers (MAIT)”
Understanding how unobservable constructs operate as a function of culture and language is an important goal for psychological research. Because language and culture strongly influence how psychological phenomena are experienced, latent constructs may not function universally across cultures and languages.
The purpose of the study was twofold. First, a cultural adaptation process was carried out for the Metacognitive Awareness Inventory for Teachers, a 24-item instrument originally developed by Balcikanli in 2011. Second, the translated instrument was tested and validated with a sample of Colombian teachers (N = 755), based on a factor structure modified from the one proposed in the original validation study.
The results showed that, after removing three items that did not fit the model, the factor structure proposed by the team for the 21-item MAIT-R version demonstrated excellent fit to the data.
Relationship between personality factors and metacognition in final-semester Education students in Colombia
Gutierrez, A., & Montoya, D. (2020). Relación entre factores de personalidad y metacognición en una muestra de estudiantes del último semestre de formación de programas de licenciatura en Educación en Colombia. Educación y Humanismo, 22(39), 1–20.
With 135 Colombian pre-service teachers, the study assesses the predictive value of personality factors for metacognitive knowledge and regulation. Conscientiousness was the only trait that positively predicted several metacognitive components.
Read the full summary of “Personality factors and metacognition in Education students”
Personality characteristics and self-regulated learning skills, such as metacognition, significantly influence everyday decisions ranging from whom to interact with to what to learn and at what pace. The aim of the study was to establish the predictive value of different personality factors for metacognitive knowledge and regulation in students in the final semester of teacher education programs.
The study involved 135 Colombian students from different undergraduate Education programs, who completed the Metacognitive Awareness Inventory for Teachers (MAIT) and the Adjectives for Personality Assessment instrument (AEP, for its Spanish acronym). The research questions were addressed by combining descriptive and inferential statistics.
The findings indicate that conscientiousness was the only personality characteristic that positively predicted declarative and conditional knowledge, as well as planning and monitoring, but not procedural knowledge or evaluation. The authors highlight the need for further research on how personality factors affect self-regulated learning skills, in order to strengthen students’ capacity for self-regulation and their future performance as teachers.
Read the article in Educación y Humanismo (Gutierrez & Montoya, 2020)
