Risky decline? Exploring the determinants of pupil's proficiency development over time
Year: 2025
Type: article
Study design: Observational Study
Abstract: The early identification of at-risk students and of factors influencing proficiency development are crucial in education policy. This study investigates how students' fluctuations in academic performance during primary school impact the probability of being at-risk in Mathematics and Reading by the end of lower secondary school. Leveraging longitudinal data from 278,765 students in Italy, this study employs a multilevel multinomial model with Markov chain Monte Carlo (MCMC) techniques to explore personal, class, and school-related factors steering shifts between proficiency and non-proficiency. Findings highlight the importance of these transitions in predicting at-risk students at grade 8, emphasizing the role of peers' academic achievements and the variation across schools in shaping proficiency development. • Improved primary school performance reduces risk in math and reading by grade 8. • Early academic transitions are key predictors of later at-risk status. • High-achieving peers significantly boost individual student proficiency. • Proficiency development varies greatly across different schools.
Source: Socio-Economic Planning Sciences
Institutions: Politecnico di Milano, University of Milan
Language: English
Subfield: Education
Field: Social Sciences
Domain: Social Sciences
SDG: Quality education
Open Access status: hybrid
Estimated APC paid: $3,550
OpenAlex ID: W4408675581
