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Education and Information Technologies

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15-02-2019

Machine learning model to predict an adult learner’s decision to continue ESOL course

Authors: Mohammed R. Dahman, Hasan Dağ

Published in: Education and Information Technologies | Issue 4/2019

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Abstract

This study investigated the ability of the demographic and the affective variables to predict the adult learners’ decision to continue ESOL courser. 278 adult learners, enrolled on ESOL course at FLS institution in Istanbul, Turkey, participated in the study. The result showed that the continued or dropped out groups, demonstrated statistical differences in the demographic variable (the placement test score) with a magnitude of large effect size (.378). Additionally, the result showed the effect size in the perception of the affective variables (motivation, attitude, and anxiety), accounts for about 50% of the variation between the continuation and dropout groups. Following that, three machine learning models were proposed; all possible subset regression analysis was used to compare the three models. The adequate model, which fitted the demographic variable (the placement test score) and the affective variables (motivation, attitude, and anxiety), correctly predicted 83.3% of the adult learners’ decision to continue ESOL course. The model showed about 68% goodness-of-fit. The cultural implications of these findings are discussed, along with suggestions for future research.

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Title: Machine learning model to predict an adult learner’s decision to continue ESOL course
Authors: Mohammed R. Dahman
Hasan Dağ
Publication date: 15-02-2019
Publisher: Springer US
Published in: Education and Information Technologies / Issue 4/2019
Print ISSN: 1360-2357
Electronic ISSN: 1573-7608
DOI: https://doi.org/10.1007/s10639-019-09884-5

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