Predicting Academic Difficulty Among First-Semester College Students

Higher education retention research has taken on renewed importance in recent years with support for standardized entrance exams waning and student loan debts commanding social and political attention. Economic pressures have further exasperated college attrition and push researchers to better iden...

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Main Author: David Shields
Format: Article
Language:English
Published: University of Minnesota Libraries Publishing 2023-05-01
Series:Journal of College Orientation, Transition, and Retention
Subjects:
Online Access:https://pubs.lib.umn.edu/index.php/jcotr/article/view/4804
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author David Shields
author_facet David Shields
author_sort David Shields
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description Higher education retention research has taken on renewed importance in recent years with support for standardized entrance exams waning and student loan debts commanding social and political attention. Economic pressures have further exasperated college attrition and push researchers to better identify at-risk students before they experience academic difficulty. The purpose of this study was to evaluate the predictive quality of precollege academic motivation, self-efficacy for learning, learner autonomy, and perceived social support on first-semester academic outcome. Participants completed established surveys assessing the four variables prior to the start of the Fall 2021 semester. Fall semester academic outcome was obtained at the conclusion of the semester with students naturally differentiating into one of two categories: satisfactory academic standing or academic probation. Discriminant analysis was performed to determine if the four predictor variables could reliably predict first-semester academic outcome. Results indicated that the variables could accurately predict first-semester academic outcomes with 77.8% classification accuracy. Academic motivation was found to have a negligible predictive impact with self-efficacy for learning, learner autonomy, and perceived social support maintaining the same predictive accuracy in its absence. Implications for admissions and academic support practice are discussed.
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spelling doaj.art-4b72c801ffc6499ba3b62001413ee1ee2023-05-04T18:53:07ZengUniversity of Minnesota Libraries PublishingJournal of College Orientation, Transition, and Retention1534-22632690-45352023-05-01301Predicting Academic Difficulty Among First-Semester College StudentsDavid Shields0University of Mount Olive Higher education retention research has taken on renewed importance in recent years with support for standardized entrance exams waning and student loan debts commanding social and political attention. Economic pressures have further exasperated college attrition and push researchers to better identify at-risk students before they experience academic difficulty. The purpose of this study was to evaluate the predictive quality of precollege academic motivation, self-efficacy for learning, learner autonomy, and perceived social support on first-semester academic outcome. Participants completed established surveys assessing the four variables prior to the start of the Fall 2021 semester. Fall semester academic outcome was obtained at the conclusion of the semester with students naturally differentiating into one of two categories: satisfactory academic standing or academic probation. Discriminant analysis was performed to determine if the four predictor variables could reliably predict first-semester academic outcome. Results indicated that the variables could accurately predict first-semester academic outcomes with 77.8% classification accuracy. Academic motivation was found to have a negligible predictive impact with self-efficacy for learning, learner autonomy, and perceived social support maintaining the same predictive accuracy in its absence. Implications for admissions and academic support practice are discussed. https://pubs.lib.umn.edu/index.php/jcotr/article/view/4804academic successstudent retentionacademic probationacademic motivationself-efficacy for learninglearner autonomy
spellingShingle David Shields
Predicting Academic Difficulty Among First-Semester College Students
Journal of College Orientation, Transition, and Retention
academic success
student retention
academic probation
academic motivation
self-efficacy for learning
learner autonomy
title Predicting Academic Difficulty Among First-Semester College Students
title_full Predicting Academic Difficulty Among First-Semester College Students
title_fullStr Predicting Academic Difficulty Among First-Semester College Students
title_full_unstemmed Predicting Academic Difficulty Among First-Semester College Students
title_short Predicting Academic Difficulty Among First-Semester College Students
title_sort predicting academic difficulty among first semester college students
topic academic success
student retention
academic probation
academic motivation
self-efficacy for learning
learner autonomy
url https://pubs.lib.umn.edu/index.php/jcotr/article/view/4804
work_keys_str_mv AT davidshields predictingacademicdifficultyamongfirstsemestercollegestudents