Abstract
Institutions of higher education across the country have partnered with predictive analytics companies to improve data-informed decision making on campus. These institutions are making sweeping changes to decision making processes based on predictive algorithms with the goal of improving student persistence and graduation rates. The purpose of this qualitative inquiry was to explore the experience of leaders using predictive analytics software working at a midsized open access state college in the Southeast. Following a purposeful sampling process, interviews were conducted to gather data. Bolman and Deal's (2017) four-frame model was employed to understand how higher education leaders construct meaning around their experiences with data. Through a phenomenological analysis of leadership experiences, Bolman and Deal's (2017) four-frame leadership model helped uncover the ways in which leadership approaches emerged as part of a data-informed decision-making process. The questions addressed by this study relate to the effect of using predictive analytics as part of participants' administrative work analyzing data. The research participants and location were selected due to access and familiarity. Additionally, only a limited amount of research exploring the experiences of higher education leadership using predictive analytics exists. The findings of this study add to the emerging literature on the use of predictive analytics in higher education.
Notes
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Graduation Date
2021
Semester
Fall
Advisor
Cox, Thomas
Degree
Doctor of Education (Ed.D.)
College
College of Community Innovation and Education
Department
Educational Leadership and Higher Education
Degree Program
Educational Leadership; Higher Education Track
Identifier
CFE0009289; DP0026893
URL
https://purls.library.ucf.edu/go/DP0026893
Language
English
Release Date
June 2025
Length of Campus-only Access
3 years
Access Status
Doctoral Dissertation (Campus-only Access)
STARS Citation
Barnes, Elizabeth, "An Exploration of Higher Education Leaders Using Predictive Analytics Software at an Open Access State College" (2021). Electronic Theses and Dissertations, 2020-2023. 1318.
https://stars.library.ucf.edu/etd2020/1318
Restricted to the UCF community until June 2025; it will then be open access.