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Frank Lee; Alex Algarra – Information Systems Education Journal, 2025
This case study examines employee attrition, its detrimental effects on businesses, and the potential of data analytics to address this challenge. By employing Latent Dirichlet Allocation (LDA), a sophisticated NLP technique, we delve into the underlying reasons for employee departures. Additionally, we explore using RapidMiner to develop…
Descriptors: Labor Turnover, Data Analysis, Natural Language Processing, Employees
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Eric Richardson; Jean Gordon; Richard Ginnetti; Rachel Carroll; Randyl Cochran; Laura Morris; Valerena Candy; Margaret Brown – Journal of Education Human Resources, 2025
Beyond informing human resources (HR) policies and practices, information gleaned from predictive analytics, visualized via dashboards, can increase awareness and prompt employee and management actions based on identified variables often related to intent to leave and employee wellness. While considerable research, relevant measurements, and tools…
Descriptors: Higher Education, Employee Attitudes, Labor Turnover, Occupational Mobility
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Rinke, Carol R.; Mawhinney, Lynnette – Teaching Education, 2017
This article examines the career pathways of US teacher leavers, individuals who have voluntarily left classroom teaching prior to retirement. Based on the perspective that teachers construct their own career pathways through an ongoing negotiation among intrinsic and extrinsic factors, this research captures the experiences of 24 teacher leavers…
Descriptors: Teacher Persistence, Faculty Mobility, Labor Turnover, Career Development
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Regional Educational Laboratory Central, 2020
These are the appendixes for the report, "Retention, Mobility, and Attrition among School and District Leaders in Colorado, Missouri, and South Dakota." In collaboration with educators in those states, the Regional Educational Laboratory Central used administrative data for 2015/16 to 2018/19 to identify the percentages of school and…
Descriptors: Labor Turnover, Occupational Mobility, Principals, Assistant Principals
Walker, Susan K. – ProQuest LLC, 2017
Employees who choose to leave employment cause significant challenges for organizations. Compounded challenges exist when employee retention strategies are not effective, affecting job satisfaction and personnel replacement costs as the organization continues to lose qualified and valuable staff. This single case study, built on a psychological…
Descriptors: College Faculty, Teacher Persistence, Labor Turnover, School Holding Power
Mehrotra, Sarah; Morgan, Ivy S.; Socol, Allison – Education Trust, 2021
While new teachers bring energy and passion into their classrooms and schools, they can find themselves incredibly challenged as they learn how to plan and implement lessons, collect and use data to inform their instructional practices, build relationships with students and families, manage classroom behavior, and meet the varying academic,…
Descriptors: African American Students, Experienced Teachers, Educational Quality, Teacher Competencies
Mehrotra, Sarah; Morgan, Ivy S.; Socol, Allison – Education Trust, 2021
While new teachers bring energy and passion into their classrooms and schools, they can find themselves incredibly challenged as they learn how to plan and implement lessons, collect, and use data to inform their instructional practices, build relationships with students and families, manage classroom behavior, and meet the varying academic,…
Descriptors: Experienced Teachers, Educational Quality, Teacher Competencies, Beginning Teachers
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Charlton, Cade T.; Sabey, Christian V.; Dawson, Melanie Rees; Pyle, Daniel; Lund, Emily M.; Ross, Scott W. – Journal of Positive Behavior Interventions, 2018
State and national educational leaders encourage the use of an integrated multitiered system of supports (MTSS) to improve services to students with academic and social behavior problems. Implementing and sustaining MTSS is facilitated by support from leaders in state education agencies (SEAs). The purpose of this study was to identify the…
Descriptors: Critical Incidents Method, Social Behavior, Behavior Problems, Academic Support Services
National Center on Schoolwide Inclusive School Reform: The SWIFT Center, 2017
Inclusive Behavior Instruction features universal or schoolwide positive behavior interventions and supports in a multi-tiered system of support. Many schools use School-Wide Positive Behavior Intervention and Supports (SWPBIS; Horner et al., 2009) for this purpose. Andreau, McIntosh, Ross, and Kahn describe thirteen characteristics of…
Descriptors: Positive Behavior Supports, Intervention, Student Behavior, School Personnel
DeArmond, Michael; Ouijdani, Monica – Center on Reinventing Public Education, 2012
When people talk about human capital or talent in public education, they generally focus on teachers, not principals. That's a mistake. School districts and states generally don't take a strategic approach toward managing their principal workforce. Often, they lack even the most basic information about who is leading their schools: Where do most…
Descriptors: Retirement, Principals, Human Capital, Public Education
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Marshall, Sarah M.; Gardner, Megan Moore; Hughes, Carole; Lowery, Ute – Journal of Student Affairs Research and Practice, 2016
Attrition of student affairs professionals is an issue of concern for the profession. This mixed methods study highlights reasons why participants left their student affairs careers. Seven general themes emerged from the study, including burnout, salary issues, career alternatives, work/family conflict, limited advancement, supervisor issues and…
Descriptors: Student Personnel Workers, Attrition (Research Studies), Labor Turnover, Mixed Methods Research
Curry, Kath – National Centre for Vocational Education Research (NCVER), 2010
To what extent do local governments use vocational education and training as a staff retention strategy? Human resources personnel from a selection of councils around Australia believed that a lack of career development or training opportunities might cause an employee to leave their organisation. They had some reservations about the quality and…
Descriptors: Foreign Countries, Local Government, Data Analysis, Educational Opportunities
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Monks, James – Journal of Higher Education Policy and Management, 2012
This paper examines job turnover among US university presidents from 2001-2006. Using data from the American Council of Education's Survey of American College Presidents, this analysis finds that public (state supported) university presidents' odds of leaving office over a five-year period are approximately 50 per cent higher than are their…
Descriptors: Occupational Mobility, College Presidents, Labor Turnover, Persistence
Vandiver, Bert – ProQuest LLC, 2011
The purpose of this mixed methods study was to examine the impact of the quality of facilities on the educational environment in high schools located in northeast Texas. The intent of this research study was to determine the relationship between school facilities and the school-learning environment. This study was a mixed method research that used…
Descriptors: Educational Environment, Teacher Persistence, Facilities Management, Data Analysis
Finster, Matthew – Teacher Incentive Fund, US Department of Education, 2015
To effectively address teacher turnover, Teacher Incentive Fund (TIF) grantees need to follow an approach that entails aligning the tracking, diagnosing, and intervening processes. Unfortunately, too often retention strategies are implemented without regard to the various types of teacher turnover and specific data about the causes of turnover.…
Descriptors: Teacher Persistence, Faculty Mobility, Labor Turnover, Incentive Grants
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