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Soltys, Michael; Dang, Hung D.; Reyes Reilly, Ginger; Soltys, Katharine – Strategic Enrollment Management Quarterly, 2021
A Machine Learning framework for predicting enrollment is proposed. The framework consists of Amazon Web Services SageMaker together with standard Python tools for data analytics, including Pandas, NumPy, MatPlotLib, and ScikitLearn. The tools are deployed with Jupyter Notebooks running on AWS SageMaker. Based on three years of enrollment history,…
Descriptors: Enrollment Management, Strategic Planning, Prediction, Computer Software
Sara Adan; Amparo Diaz; Nadia Leal-Carrillo; Allison Beer; Valerie Lundy-Wagner; Aisha Lowe – New Directions for Community Colleges, 2024
Across the nation, community colleges have expanded dual enrollment programs to increase college enrollment and completion, particularly among historically underserved populations. The California Community College system--the largest system in the nation--is no different and recently expanded its dual enrollment programming to include College and…
Descriptors: Community Colleges, Dual Enrollment, Equal Education, Student Participation
Barton, Scott W. H. – Journal of Continuing Higher Education, 2022
As higher education continues to face declining enrollment and financial pressures from decreased funding, colleges and universities must find innovative ways to differentiate themselves from competing institutions through niche marketing initiatives in an effort to continue meeting the needs and wants of the shifting population of students. Niche…
Descriptors: Marketing, Enrollment Management, Competition, Student Recruitment
Phan, Vinhthuy; Wright, Laura; Decent, Bridgette – Journal of Educational Data Mining, 2022
The allocation of merit-based awards and need-based aid is important to both universities and students who wish to attend the universities. Current approaches tend to consider only institution-centric objectives (e.g. enrollment, revenue) and neglect student-centric objectives in their formulations of the problem. There is lack of consideration to…
Descriptors: Student Financial Aid, Access to Education, Merit Scholarships, Artificial Intelligence