Abstract
A smoothing model was applied to the transition ratios of the number of university students in successive time periods. Each application was conditional on the department and year of student. The model was trained and validated, using a single university for one, two, and three time periods in advance. Results showed a reasonable error under conditions of conservative testing. Further, some enrollment trends were made apparent within the university studied. Since the model was simple in conception, not difficult to apply, and the results may be applied to any level of aggregation in the institution, implementation prospects appear to be relatively good.
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References
Box, G. P. E. and Jenkins, G. M. (1970). Time Series Analysis. San Francisco: Holden-Day.
Brown, Daniel J. (1975). “A smoothing solution to the school district enrollment projection problem,” Educational Planning, 2(1): 13–26.
Brown, Robert (1963). Smoothing, Forecasting and Prediction of Discrete Time Series. Englewood Cliffs, New Jersey: Prentice-Hall.
Correa, Hector, ed. (1967). Mathematical Models in Educational Planning. Paris: Organization for Economic Cooperation and Development.
Denham, Carolyn H. (1971). Probabilistic School Enrollment Projections Using Monte Carlo Computer Simulation. D.H.E.W., O.E. E.R.I.C. ED 062–729.
Healey, Marilou T. (1976). “Enrollment projections: application of a mathematical planning model to forecast the number of undergraduate majors,” Unpublished doctoral dissertation, State University of New York at Buffalo.
Johnstone, James N. and Philip, Hugh (1973). “The applications of a Markov chain in educational planning,” Socio-Economic Planning Sciences, 7(3): 283–294.
Lins, L. J. (1960). “Methodology of enrollment projections for college and universities,” Paper presented at the annual meeting of the American Association of College Registrars and Admissions Officers.
Planisek, R. J., Krampf, Robert F. and Heinlein, Albert C. (1974). An Evaluation of College and University Forecasting Methods. Paper presented to the Decision Science Institute Program, “New Approaches to Planning in Higher Education,” Kent State University.
Rourke, Francie E. and Brooks, Glenn E. (1971). “The ‘Managerial Revolution’ in Higher Education,” in J. Victor Baldridge, ed., Academic Governance, pp. 169–192. Berkeley: McCutcheon.
Wasik, John (1971). The Development of a Mathematical Model to Project Enrollments in a Community College System. Technical Report, OEG-2-7-070348-2698, Center for Occupational Educational Education, North Carolina State University at Raleigh.
Watson, Cicely (1975). “Project notes 1,” Educational Planning, 2(1): 36–56.
Wheelwright, Stephen C. and Makridakis, Spyros (1973). Forecasting Methods for Management. New York: Wiley.
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Healey, M.T., Brown, D.J. Forecasting university enrollments by ratio smoothing. High Educ 7, 417–429 (1978). https://doi.org/10.1007/BF00139656
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DOI: https://doi.org/10.1007/BF00139656