Modelling demand for higher education: A partial least-squares analysis of Portugal

References

• Berger, M., and T. Kostal. 2002. “Financial Resources, Regulation, and Enrollment in US Public Higher Education.” Economics of Education Review 21 (2): 101–110. doi: 10.1016/S0272-7757(00)00065-0
   Google Scholar
• Buss, C., J. Parker, and J. Rivenburg. 2004. “Cost, Quality and Enrolment Demand at Liberal Arts Colleges.” Economics of Education Review 23: 57–65. doi: 10.1016/S0272-7757(03)00047-5
   Google Scholar
• Campbell, R., and B. Siegel. 1967. “The Demand for Higher Education in the United States.” American Economic Review 57 (3): 482–494.
   Google Scholar
• Canton, E., and F. de Jong. 2005. “The Demand for Higher Education in the Netherlands, 1950–1999.” Economics of Education Review 24 (6): 651–663. doi: 10.1016/j.econedurev.2004.09.006
   Google Scholar
• Carrascal, L. M., I. Galván, and O. Gordo. 2009. “Partial Least Squares Regression as an Alternative to Current Regression Methods Used in Ecology.” Oikos 118: 681–690. doi: 10.1111/j.1600-0706.2008.16881.x
   Google Scholar
• Chen, S., and N. Chung. 2006. “Forecasting Enrolments Using High-Order Fuzzy Time Series and Genetic Algorithms.” International Journal of Intelligent Systems 21 (5): 485–501. doi: 10.1002/int.20145
   Google Scholar
• Chong, I. G., C.–H. Jun. 2005. “Performance of Some Variable Selection Methods When Multicollinearity is Present.” Chemometrics and Intelligent Laboratory Systems 78: 103–112. doi: 10.1016/j.chemolab.2004.12.011
   Google Scholar
• Christensen, S., J. Melder, and B. Weisbrod. 1975. “Factors Affecting College Attendance.” The Journal of Human Resources 10 (2): 174–188. doi: 10.2307/144825
   Google Scholar
• Christofides, L., M. Hoy, and L. Yang. 2008. “The Determinants of University Participation in Canada (1997–2003).” Department of Economics DP 2008–05, University of Cyprus.
   Google Scholar
• Christofides, L., M. Hoy, and L. Yang. 2010. “Participation in Canadian Universities: The Gender Imbalance (1977–2005).” Economics of Education Review 29 (3): 400–410. doi: 10.1016/j.econedurev.2009.09.003
   Google Scholar
• Corazzini, D., and H. Grabowski. 1972. “Determinants and Distributional Aspects of Enrolment in U.S. Higher Education.” Journal of Human Resources 7 (1): 39–59. doi: 10.2307/145056
   Google Scholar
• DesJardins, S., H. Dundar, and D. Hendel. 1999. “Modelling the College Application Decision Process in a Land-Grant University.” Economics of Education Review 18: 117–132. doi: 10.1016/S0272-7757(98)00023-5
   Google Scholar
• Duchesne, I., and W. Nonneman. 1998. “The Demand for Higher Education in Belgium.” Economics of Education Review 17: 211–218. doi: 10.1016/S0272-7757(97)00024-1
   Google Scholar
• Eriksson, L., E. Johansson, N. Kettaneh-Wold, J. Trygg, C. Wikström, and S. Wold. 2006. Multi- and Megavariate Data Analysis: Principles and Applications. Umeå: Umetrics AB.
   Google Scholar
• Flannery, D., and C. O'Donoghue. 2009. “The Determinants of Higher Education Participation in Ireland: A Micro Analysis.” The Economic and Social Review 40: 7–107.
   Google Scholar
• Flannery, D., and C. O'Donoghue. 2013. “The Demand for Higher Education: A Static Structural Approach Accounting for Individual Heterogeneity and Nesting Patterns.” Economics of Education Review 34: 243–257. doi: 10.1016/j.econedurev.2012.12.001
   Google Scholar
• Freeman, R. 1971. The Market for College-Trained Manpower: A Study in the Economics of Career Choice. Cambridge, MA: Harvard University Press.
   Google Scholar
• Fuller, W., C. Manski, and D. Wise. 1982. “New Evidence on the Economic Determinants of Postsecondary Schooling Choices.” The Journal of Human Resources 17 (4): 477–498. doi: 10.2307/145612
   Google Scholar
• Galper, H., and R. Dunn. 1969. “A Short Run Demand Function for Higher Education in the United States.” Journal of Political Economy 77 (5): 765–777. doi: 10.1086/259561
   Google Scholar
• Geladi, P., and B. Kowalski. 1986. “Partial Least Squares Regression: A Tutorial.” Analytica Chimica Acta 185: 1–17. doi: 10.1016/0003-2670(86)80028-9
   Google Scholar
• Giannelli, C., and C. Monfardini. 2003. “Joint Decisions on Household Membership and Human Capital Accumulation of Youths – The Role of Expected Earnings and Local Markets.” Journal of Population Economics 16 (2): 265–285. doi: 10.1007/s001480200119
   Google Scholar
• Hill, T., and P. Lewicki. 2005. Statistics: Methods and Applications. 1st ed. New York, NY: StatSoft, Inc.
   Google Scholar
• Hoenack, S., and W. Weiler. 1979. “The Demand for Higher Education and Institutional Enrolment Forecasting.” Economic Inquiry 17 (1): 89–113. doi: 10.1111/j.1465-7295.1979.tb00297.x
   Google Scholar
• Hoskuldsson, P. 1988. “PLS Regression Methods.” Journal of Chemometrics 2: 211–228. doi: 10.1002/cem.1180020306
   Google Scholar
• King, J. 1993. “The Demand for Higher Education in Puerto Rico.” Economics of Education Review 12 (3): 257–265. doi: 10.1016/0272-7757(93)90008-5
   Google Scholar
• Leppel, K. 1993. “Logit Estimation of a Gravity Model of the College Enrolment Decision.” Research in Higher Education 34 (3): 387–398. doi: 10.1007/BF00991851
   Google Scholar
• McPherson, M., and M. Schapiro. 1991. “Does Student Aid Affect College Enrollment? New Evidence on a Persistent Controversy.” The American Economic Review 81 (1): 309–318.
   Google Scholar
• McVicar, D., and P. Rice. 2001. “Participation in Further Education in England and Wales: An Analysis of Post-War Trends.” Oxford Economic Papers 53 (1): 47–66. doi: 10.1093/oep/53.1.47
   Google Scholar
• Nicholls, M. 1984. “The Demand for Tertiary Education – An Australian Study.” Higher Education 13 (4): 369–377. doi: 10.1007/BF00137188
   Google Scholar
• OECD. 2012. “How Is the Global Talent Pool Changing?”. Education Indicators in Focus, May 5. Paris: OECD. Accessed December 2014. http://www.oecd-ilibrary.org/docserver/download/5k97krns40d4.pdf?expires=1441612114&id=id&accname=guest&checksum=D9855D00B1145C8DE9B304933759F01C
   Google Scholar
• Psacharopoulos, G., and C. Soumelis. 1979. “A Quantitative Analysis of the Demand for Higher Education.” Higher Education 8 (2): 159–177. doi: 10.1007/BF00138378
   Google Scholar
• Radner, R., and L. Miller. 1970. “Demand and Supply in U.S. Higher Education: A Progress Report.” The American Economic Review 60 (2): 326–334.
   Google Scholar
• Sá, C., R. Florax, and P. Rietveld. 2004. “Determinants of the Regional demand for Higher Education in the Netherlands: A Gravity Model Approach.” Regional Studies 38 (4): 375–392. doi: 10.1080/03434002000213905
   Google Scholar
• Sissoko, M., and L. Shiau. 2005. “Minority Enrolment Demand for Higher Education at Historically Black Colleges and Universities from 1976 to 1998: An Empirical Analysis.” Journal of Higher Education 76 (2): 181–208. doi: 10.1353/jhe.2005.0015
   Google Scholar
• Tenenhaus, M. 1998. La R\'egression PLS. Paris: Éditions Technip.
   Google Scholar
• Tenenhaus, A., A. Giron, E. Viennet, M. Béra, G. Saporta, and B. Fertil. 2007. “Kernel Logistic PLS: A Tool for Supervised Nonlinear Dimensionality Reduction and Binary Classification.” Computational Statistical and Data Analysis 51: 4083–4100. doi: 10.1016/j.csda.2007.01.004
   Google Scholar
• Tenenhaus, M., V. Esposito Vinzi, Y. M. Chatelin, and C. Lauro. 2005. “PLS Path Modeling.” Computational Statistical and Data Analysis 48 (1): 159–205. doi: 10.1016/j.csda.2004.03.005
   Google Scholar
• Tight, M. 2007. “The Re(Location) of Higher Education in England (Revisited).” Higher Education Quarterly 61: 250–265. doi: 10.1111/j.1468-2273.2007.00354.x
   Google Scholar
• Tucker, R. 1958. “An Inter-Battery Method of Factor Analysis.” Psychometrika 23: 111–136. doi: 10.1007/BF02289009
   Google Scholar
• Vieira, C., and I. Vieira. 2014. “What Drives University Applications? An Attempt to Explain Aggregate Demand for Higher Education.” Journal of Higher Education Policy and Management 36 (6): 616–631. doi: 10.1080/1360080X.2014.957894
   Google Scholar
• Wetzel, J., D. O'Toole, and S. Peterson. 1998. “An Analysis of Student Enrolment Demand.” Economics of Education Review 17 (1): 47–54. doi: 10.1016/S0272-7757(97)00013-7
   Google Scholar
• Wold, H. 1985. “Partial Least Squares.” In Encyclopaedia of Statistical Sciences, edited by Samuel Kotz and Norman L. Johnson, 6: 581–591. New York, NY: Wiley.
   Google Scholar
• Wold, S., M. Sjostrom, and L. Erikson. 2001. “PLS-Regression: A Basic Tool of Chemometrics.” Chemometrics Intelligent Laboratory Systems 58 (2): 109–130. doi: 10.1016/S0169-7439(01)00155-1
   Google Scholar