From Critical Thinking to Well-Being: The Metacognitive Pathway in a Graphical-Causal Model
This study reanalyzes data from a previous investigation on critical thinking, metacognition, empathy, and psychological well-being by incorporating academic performance into a graphical-causal model. The aim was to compare two explanatory structures: a performance-mediated model, in which metacognition relates to psychological well-being through academic performance, and a direct metacognitive model, in which metacognition maintains a direct relation with well-being. The sample included 155 undergraduate psychology students. Critical thinking, metacognition, empathy, academic performance, and psychological well-being were modeled using directed acyclic graphs, conditional independence tests, Gaussian Bayesian networks, and bootstrap-based arc stability analysis. The initial performance-mediated DAG was not supported because the implied independence between metacognition and well-being conditional on performance was violated. The refined model, which included a direct metacognition–well-being path, was more compatible with the data. Metacognition showed the strongest estimated path to psychological well-being, whereas academic performance did not operate as the main mediating mechanism. Bootstrap results supported the stability of the metacognition–well-being adjacency. Overall, the findings suggest that critical thinking relates to psychological well-being mainly through metacognitive processes, under the assumptions of the specified DAG.
Authors
- Miguel H. Guamanga (ORCID: https://orcid.org/0000-0003-0835-376X)
- Silvia F. Rivas (ORCID: https://orcid.org/0000-0001-6871-5246)
- Cristiano Mauro Assis Gomes (ORCID: https://orcid.org/0000-0003-3939-5807)
- Carlos Saiz (ORCID: https://orcid.org/0000-0002-5243-958X)
Institutions
- Universidade Federal de Minas Gerais (BR)
- Universidad de Salamanca (ES)
- Icesi University (CO)
Publication Details
- Journal
- Journal of Intelligence
- Published
- 2026-09-01
- DOI
- https://doi.org/10.3390/jintelligence14090193
- Primary Topic
- Education and Critical Thinking Development
- Type
- article
- Field-Weighted Citation Impact
- 0.00