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Determinants of Efficacy of Studying in the Republic Croatia - Comparing Neural Networks and Decision Trees: Research Framework Proposition

In: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Rovinj, Croatia, 8-9 September 2016

Author

Listed:
  • Bilal Zorić, Alisa

Abstract

Rapid technological development and progress lead to the need for better and more efficient education which should prepare the applicant for increasingly flexible labour market. The goal of this research is to create models for prediction of student's efficacy, compare them, find the key factors that contribute to more efficient studying in the Republic of Croatia, and finally determine how efficient studying is related to first employment. Models will be based on students' data and hypothesis will be tested using multivariate statistical methods (multiple regressions, Cronbach's alpha), decision trees and neural networks. Data will be collected by structured questionnaire and will consist of demographic and economic data, information about previous education, attitudes towards learning, and goals after completing studies and information about the first employment. Students' efficacy will be measured by grade point average in college. This research will try to increase our understanding of how different factors influence students' performance and how students' efficacy affects the speed and conditions of finding the first employment.

Suggested Citation

  • Bilal Zorić, Alisa, 2016. "Determinants of Efficacy of Studying in the Republic Croatia - Comparing Neural Networks and Decision Trees: Research Framework Proposition," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2016), Rovinj, Croatia, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Rovinj, Croatia, 8-9 September 2016, pages 123-129, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
  • Handle: RePEc:zbw:entr16:183708
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    References listed on IDEAS

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    1. Stratton, Leslie S. & O'Toole, Dennis M. & Wetzel, James N., 2008. "A multinomial logit model of college stopout and dropout behavior," Economics of Education Review, Elsevier, vol. 27(3), pages 319-331, June.
    2. Elena Arias Ortiz & Catherine Dehon, 2008. "What are the Factors of Success at University? A Case Study in Belgium," CESifo Economic Studies, CESifo Group, vol. 54(2), pages 121-148.
    3. Wise, David A, 1975. "Academic Achievement and Job Performance," American Economic Review, American Economic Association, vol. 65(3), pages 350-366, June.
    4. John Ermisch & Marco Francesconi, 2001. "Family Matters: Impacts of Family Background on Educational Attainments," Economica, London School of Economics and Political Science, vol. 68(270), pages 137-156, May.
    5. Geraint Johnes & Robert McNabb, 2004. "Never Give up on the Good Times: Student Attrition in the UK," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(1), pages 23-47, February.
    6. Singell, Larry Jr., 2004. "Come and stay a while: does financial aid effect retention conditioned on enrollment at a large public university?," Economics of Education Review, Elsevier, vol. 23(5), pages 459-471, October.
    7. Elena Arias Ortiz, 2008. "What are the Factors of Success at University? A Case Study in Belgium," CESifo Economic Studies, CESifo, vol. 54(2), pages 121-148, June.
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    More about this item

    Keywords

    efficacy of studying; education; neural network; decision trees;
    All these keywords.

    JEL classification:

    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics

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