Modeling of university dropout using Markov chains

 

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Autores: González-Campos, José Alejandro, Carvajal-Muquillaza, Cristian Manuel, Aspeé-Chacón, Juan Elías
格式: artículo original
狀態:Versión publicada
Fecha de Publicación:2020
實物特徵:Access to higher education is only a first step in achieving equity in education; the following step is improving student retention, or lowering dropout rates, which is the same thing. The present study focused on the definition of an index as an estimator of the risk of individuals dropping out of a university using a Markov chain model, based on the randomness of the occurrence of dropping out. The suggested index was applied to a sample of 5,700 university students from the 2012-2015 annual cohorts of 8 university departments of a public regional university in Chile. The results indicate that the highest average probability of dropping out (slightly more than 39%) occurs in the first 2 semesters of university studies, and then decreases through time. This indicates the need for institutional retention policies that pay particular attention to the first year of university studies. Having this index also allows a formal estimation of changes or temporary variations in the risk, as well as quantifying the impact of interventions, not only for the case under study but for the entire higher education system.
País:Portal de Revistas UNA
機構:Universidad Nacional de Costa Rica
Repositorio:Portal de Revistas UNA
語言:Español
OAI Identifier:oai:ojs.www.una.ac.cr:article/12555
在線閱讀:https://www.revistas.una.ac.cr/index.php/uniciencia/article/view/12555
Palabra clave:dropout
higher education
Markov chains
Chile
abandono de estudios
deserción
educación superior
cadenas de Markov