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Silva, Hernán A.; Quezada, Luis E.; Oddershede, A. M.; Palominos, Pedro I.; O'Brien, Christopher – Journal of College Student Retention: Research, Theory & Practice, 2023
The objective of this paper is the design of a predictive model of students' desertion in Educational Institutions based on the Analytic Hierarchy Process (AHP). The proposed model is based on a weighted sum of individual probabilities of desertion associated with various factors (explanatory variables) by experts in the combined use of the AHP…
Descriptors: Foreign Countries, Prediction, Models, Probability
Fincham, Ed; Rozemberczki, Benedek; Kovanovic, Vitomir; Joksimovic, Srecko; Jovanovic, Jelena; Gasevic, Dragan – IEEE Transactions on Learning Technologies, 2021
In this article, we empirically validate Tinto's Student Integration model, in particular, the predictions the model makes regarding both students' academic outcomes and their dropout decisions. In doing so, we analyze three decades' worth of student enrollments at an Australian university and present a novel methodological approach using graph…
Descriptors: Models, Prediction, Outcomes of Education, Dropouts
Hang, Bui Thi Thuy; Kaur, Amrita; Nur, Abdul Hamid Busthami – Malaysian Journal of Learning and Instruction, 2017
Purpose: Student motivation for positive academic outcome and persistence at school is significantly affected by personal and environmental factors. Anchored in self-determination theory, this study tested a motivational model which looked at how support in terms of perceived teacher autonomy and from school administration constituted the key…
Descriptors: Foreign Countries, Self Determination, Motivation Techniques, Models
Lampropoulos, Georgios K.; Schneider, Mercedes K.; Spengler, Paul M. – Journal of Counseling & Development, 2009
Despite the existence of counseling dropout research, there are limited predictive data for counseling in training clinics. Potential predictor variables were investigated in this archival study of 380 client files in a university counseling training clinic. Multinomial logistic regression, predictive discriminant analysis, and classification and…
Descriptors: Dropout Research, Dropouts, Predictor Variables, Discriminant Analysis
Spady, William G. – Interchange, 1971
Descriptors: College Freshmen, College Students, Dropout Characteristics, Dropout Research

Blanchfield, W. C. – Journal of Experimental Education, 1971
Research Project at Utica College to identify potential college dropouts using the technique of Multiple Discriminant Analysis. (RY)
Descriptors: Case Studies, College Students, Discriminant Analysis, Dropout Characteristics
Gilbert, Charles C.; Lueck, Lowell A. – 1976
Several traditional approaches to studying the student dropout are outlined. They include data collection on reasons given for dropping out and characteristics of dropouts, as well as follow-up study. The use of the National Center for Higher Education Management Systems (MCHEMS) Student Flow Model (SFM) is described to show how students could be…
Descriptors: College Freshmen, College Students, Data Analysis, Dropout Characteristics

Cleveland-Innes, Martha – Review of Higher Education, 1994
A study of 233 nontraditional-age and 92 traditional-age university students investigated the utility of Vincent Tinto's model of student attrition for age-related sensitivity. Student variables considered include demographic, individual, educational, academic integration, social integration, and commitment factors. Results suggest the model fits…
Descriptors: Academic Persistence, Adult Students, College Students, Comparative Analysis

Eaton, Shevawn Bogdan; Bean, John P. – Research in Higher Education, 1995
A model of attrition based on theory of approach/avoidance behavior was developed and tested with 262 university students, mostly in their first and second years. The study demonstrated that certain approach/avoidance behaviors affected certain types of academic and social integration more than others, and that integration may be more complex than…
Descriptors: Academic Persistence, Behavior Patterns, College Students, Dropout Characteristics

Allen, Davis F.; Nelson, Joan M. – Journal of Research and Development in Education, 1989
The validity of Tinto's model of college withdrawal was investigated with 100 4-year public college women and 165 2-year private college women. Institutional commitment was most directly affected by social integration. This commitment was seen as pivotal to retention. (IAH)
Descriptors: Academic Persistence, College Students, Dropout Characteristics, Dropout Research
Nordquist, Elise Dallimore – 1993
This study evaluated Vincent Tinto's longitudinal model for student attrition by examining recent college dropouts' perceptions of their experiences and their decision to leave college. Tinto's model argues that individual departure arises from a longitudinal process of interaction between a student's attributes, skills, dispositions, and other…
Descriptors: Academic Persistence, College Students, Dropout Attitudes, Dropout Characteristics
Bean, John P. – 1979
The determinants of student attrition in institutions of higher education were investigated. A causal model was developed which synthesized research findings on turnover in work organizations and on student attrition. Questionnaires were distributed to university freshmen (N=1171). The data was analyzed using multiple regression and path analysis.…
Descriptors: Behavior Patterns, College Attendance, College Students, Critical Path Method
Johnson, Genevieve M.; Buck, George H. – Canadian Journal of Higher Education, 1995
A survey of 498 undergraduate students withdrawing from a Canadian university was used to develop a model of student attrition. Students frequently attributed withdrawal to personal characteristics, institutional factors, and societal variables. Student academic performance was a causal factor for university-initiated withdrawal, and student…
Descriptors: Academic Achievement, College Environment, College Students, Decision Making
Bean, John P. – 1981
Models that have appeared in the student attrition literature in the past decade and behavioral models from the social sciences that may help explain the dropout process are examined, and an attempt is made to synthesize a causal model of student attrition. The models of Tinto, Spady, and Rootman in the area of student attrition, and models of…
Descriptors: Academic Aspiration, College Environment, College Students, Decision Making
Hilton, Thomas L. – 1982
Characteristics and attendance patterns of persisters and dropouts from college and vocational/technical schools were studied, and a model of the persistence process was tested using data from the National Longitudinal Study (NLS), which surveyed high school seniors in 1972, with followup surveys in 1973 and 1974. Student persistence was defined…
Descriptors: Academic Aptitude, Academic Aspiration, Academic Persistence, College Attendance
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