ERIC Number: EJ1428539
Record Type: Journal
Publication Date: 2024
Pages: 18
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0144-3410
EISSN: EISSN-1469-5820
Available Date: N/A
Student Well-Being and Mathematical Literacy Performance in PISA 2018: A Machine-Learning Approach
Educational Psychology, v44 n3 p340-357 2024
One of the goals of the educational system is to promote the well-being of students due to its associated on their academic performance. This research aims to shed light on the main role of well-being variables (introduced by PISA 2018 for the first time, as far as our knowledge) in the mathematical competence throughout of the PISA 2018 evaluation with a sample of 35,943 Spanish students. Students ranged in age from 15 to 16 years old (SD = 0.288). Supervised learning techniques such as decision tree methodology, random forest, and a linear hierarchical model have been used throughout this study. The criterion variable was competency performance in mathematics, while the independent variables consisted of a total of 83 items extracted from the student well-being questionnaire. These predictors are grouped into five domains: physical, psychological, material, cognitive and social. We have proved that well-being plays an important role in mathematical understanding in PISA 2018. Specifically, social well-being is the most important variable in our study. To conclude, we observe that social well-being, contextualised in terms of the relationships that the students maintain with their teachers, peers and families, plays a detrimental role in mathematics achievement.
Descriptors: Well Being, Mathematics Skills, Student Attitudes, Foreign Countries, International Assessment, Secondary School Students, Achievement Tests, Mathematics Achievement, Mathematics Instruction, Item Analysis, Role, Teacher Student Relationship, Family Relationship, Peer Relationship, Predictor Variables
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Publication Type: Journal Articles; Reports - Research
Education Level: Secondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Assessments and Surveys: Program for International Student Assessment
Grant or Contract Numbers: N/A
Author Affiliations: N/A