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Loyola University Chicago

Dissertations

Higher Education

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Full-Text Articles in Education

Comparative Analysis Of Classification Performance For U.S. College Enrollment Predictive Modeling Using Four Machine Learning Algorithms (Artificial Neural Network, Decision Tree, Support Vector Machine, Logistic Regression), Anna Kye Jan 2023

Comparative Analysis Of Classification Performance For U.S. College Enrollment Predictive Modeling Using Four Machine Learning Algorithms (Artificial Neural Network, Decision Tree, Support Vector Machine, Logistic Regression), Anna Kye

Dissertations

Every year, the national high school graduation rate is declining and impacting the number of students applying to colleges. Moreover, the majority of students are applying to more than one college. This makes a lot of colleges to be highly competitive in student recruitment for enrollment and thus, the necessity for institutions to anticipate uncertainties related to budgets expected from student enrollment has increased. Hence enrollment management has become a pivotal sector in higher education institutions. Data and analytics are now a crucial part of enhancing enrollment management. Through big data analytics-driven solutions, institutions expect to improve enrollment by identifying …


"Stop Giving Up On Us": The Experiences Of First-Generation Latinx Students In Their College Choice Process, Lillianna Shantey Franco Carrera Jan 2021

"Stop Giving Up On Us": The Experiences Of First-Generation Latinx Students In Their College Choice Process, Lillianna Shantey Franco Carrera

Dissertations

To improve college access for racially minoritized populations, such as first-generation Latinx students, current practices must be assessed to ensure equitability. The purpose of this phenomenological study was to learn about the experiences of first-generation Latinx students who chose to attend one of two institutions, a private 4-year institution and a private 2-year institution. I collected their reflections on their high school college choice process via interviews to understand their personal experiences and why they led them to the institution they chose. I also considered the support their high school counselors offered them in their college choice process. This study …


The Practice Of Assessment Data Use In Student Affairs: The Need For An Expanded Conceptualization, Mark D. Manderino Jan 2019

The Practice Of Assessment Data Use In Student Affairs: The Need For An Expanded Conceptualization, Mark D. Manderino

Dissertations

Over the past three decades, student affairs assessment, as an organized functional area, has matured and established itself as an essential and expected component within higher education in the United States (Elkins, 2015; Ewell, 2002; Henning & Roberts, 2016). While professionals know that data use is part of the process of assessment (Banta & Blaich, 2010), there has not been sufficient evidence of what use of assessment looks like both in higher education and specifically student affairs, or how best practice strategies encourage assessment data use (Kinzie, Hutchings, Jankowski, 2015). There is a dearth of empirical evidence related to use …