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Stacey von Winckelmann – ProQuest LLC, 2023
The research problem addressed in this study is that racial bias programmed into predictive algorithm recommendations negatively impacts students in historically underrepresented groups. The purpose of this qualitative descriptive study was to explore the perception of algorithm accuracy among data professionals in higher education and explore the…
Descriptors: Prediction, Algorithms, Racism, Accuracy
Michael Wade Ashby – ProQuest LLC, 2024
Whether machine learning algorithms effectively predict college students' course outcomes using learning management system data is unknown. Identifying students who will have a poor outcome can help institutions plan future budgets and allocate resources to create interventions for underachieving students. Therefore, knowing the effectiveness of…
Descriptors: Artificial Intelligence, Algorithms, Prediction, Learning Management Systems
Yiming Zhang – ProQuest LLC, 2023
In higher education, significant efforts have been made to improve student success outcomes. In this dissertation, two important problems related to student academic success are considered. The curriculum plays a crucial role in shaping student success. Curricular complexity has been shown to be inversely related to the graduation rate of…
Descriptors: College Curriculum, Curriculum Design, Higher Education, Curriculum Development