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Scaling Student Success with Predictive Analytics: Reflections after Four Years in the Data Trenches
Wagner, Ellen; Longanecker, David – Change: The Magazine of Higher Learning, 2016
The metrics used in the US to track students do not include adults and part-time students. This has led to the development of a massive data initiative--the Predictive Analytics Reporting (PAR) framework--that uses predictive analytics to trace the progress of all types of students in the system. This development has allowed actionable,…
Descriptors: Predictor Variables, Reflection, Academic Achievement, Models
McKinney, Lyle; Novak, Heather – Community College Review, 2013
In 2007-2008, approximately 42% of community college students who were eligible to receive Pell grant funding did not file the Free Application for Federal Student Aid (FAFSA). Using data from the Beginning Postsecondary Student Study, this study examined the relationship between FAFSA filing status and persistence from the fall to spring…
Descriptors: Academic Persistence, Student Financial Aid, Community Colleges, Two Year College Students

Carver, M. Robert, Jr.; King, Thomas E. – Journal of Education for Business, 1994
An off-campus MBA program involved 467 nontraditional students in individual assignments and 2 intensive weekend classes. Graduate Management Admission Test (GMAT) scores, undergraduate grade point average, and work experience were the best predictors of success in the program. For those admitted as exceptions, GMAT score and undergraduate…
Descriptors: Admission Criteria, College Entrance Examinations, Extension Education, Higher Education
Siegel, Gerald – 1992
A study attempted to develop and test a questionnaire that could combine various sorts of demographic information to identify strong or weak students and forecast their course performance. The study determined if a significant relationship existed between students' personal and academic profiles and their final course grades in an introductory…
Descriptors: Academic Achievement, Business Communication, Factor Analysis, Higher Education
Cagiano, Annette; And Others – College Board Review, 1977
A statistical look is taken at the comparative levels of achievement of a sample of returning students at the University of Wisconsin-Madison, and the encouraging implications for expanded admissions and better grade prediction. (Author/LBH)
Descriptors: Academic Achievement, Admission Criteria, Adult Students, Bibliographies
Baumgart, Neil – CORE, 1977
Student responses to a questionnaire on 88 dropout prediction variables indicated that prevention of such wastage should be specific to student subgroup and should focus on colllege freshmen. (Available in microfiche from: Carfax Publishing Company, Haddon House, Dorchester-on-Thames, Oxford 0X9 8JZ, England.) (CP)
Descriptors: Academic Failure, Dropout Characteristics, Dropout Prevention, Foreign Countries
Kraetsch, Gayla A. – 1979
Two quantitative enrollment projection techniques and the methods used by researchers at the Ohio Board of Regents (OBR) are discussed. Two quantitative approaches that are typically used for enrollment projections are curve-fitting techniques and causal models. Many state forecasters use curve-fitting techniques, a popular approach because only…
Descriptors: College Students, Data Collection, Demography, Enrollment Projections

Bhatnagar, Joti – Journal of Experimental Education, 1978
Over 600 part-time evening undergraduate students were surveyed to investigate the relationship between precollege training and persistence. Having a high school diploma, having not repeated a year in high school, undertaking certain types of training, and delaying university entry by a year were conducive to persistence. (Author/GDC)
Descriptors: College Attendance, Dropout Characteristics, Dropouts, Educational Background
Sailes, Gary A. – 1990
Black student attrition and its causes were studied at Indiana University. Approximately 60% of black students do not graduate within 5 years of their initial enrollment, in comparison with 40% of white students. A mail survey identified 48 institutional factors and asked students to respond to each was sent to all African American students who…
Descriptors: Academic Persistence, Black Students, College Students, Education

Feldman, Mary Jane – Research in Higher Education, 1993
A study investigated pre-enrollment variables as predictors of 1-year retention of 1,140 first-time students at a community college. Risk of dropping out was associated with lower high school grade point average, 20-24 year age range, part-time attendance, and being a member of an ethnic minority other than Asian. (Author/MSE)
Descriptors: Academic Achievement, Academic Persistence, Age Differences, College Freshmen

McCook, Kathleen de la Pena; Moen, William E. – Journal of Education for Library and Information Science, 1992
A survey of master's students from 54 accredited library schools reveals that location and flexible scheduling were the prevailing reasons for the selection of a library program. Faculty, quality of programs, financial support, and costs were shown to be less important overall. (nine references) (EA)
Descriptors: College Choice, Decision Making, Financial Support, Full Time Students
Brewton, Deborah L.; Hurst, Emily E. – 1984
Academic persistence at the University of Alabama in Birmingham (UAB) was studied from fall 1979 through spring 1983. Attention was directed to the school's graduation rate and correlations between sex, race, major, grade point average (GPA) and persistence. Of the 1,043 students who were beginning freshmen in 1979, the study sample consisted of…
Descriptors: Academic Persistence, College Graduates, College Students, Dropout Research
Antley, Huey W. – 1999
This study investigated whether the one-year retention rate for the cohort of full-time, baccalaureate-degree-seeking, first-time freshmen could be predicted from institutional and aggregate cohort characteristics, including institutional type and control, institutional size, cohort size, average entrance exam score, percentage of part-time…
Descriptors: Academic Persistence, College Entrance Examinations, College Freshmen, Dropout Research

Sheridan, Peter M.; Pyke, Sandra W. – Canadian Journal of Higher Education, 1994
A study investigated predictors of time required to complete degree requirements for 395 master's and 79 doctoral students at York University (Ontario). Demographic (sex, age, marital status, student status, citizenship), academic (undergraduate/graduate grades, discipline, program type), and financial support variables (funding from…
Descriptors: Academic Achievement, Citizenship, Doctoral Dissertations, Doctoral Programs
Mann, Ronald A.; Walker, J. Kenneth – 1981
Results of a recent study of attrition, retention, and transfer within the system of public higher education in Kentucky are summarized. Attrition, retention, and transfer rates are presented by class level and institution for 1979-80. For first-time full-time freshmen, the university system had an attrition rate of 27.9 percent, ranging from 20.6…
Descriptors: Academic Aptitude, Academic Persistence, College Freshmen, College Transfer Students