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Journal directory listing - Volume 62 (2017) - Journal of Research in Education Sciences【62(2)】June (Special Issue: Digital Learning: Retrospect and Prospect)

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Decision Tree for Investigating the Factors Affecting Graduate Salaries Author: Yung-Fu Cheng(Graduate Institute of Science Education, National Taiwan Normal University), Ying-Shao Hsu(Graduate Institute of Science Education, National Taiwan Normal University)

Vol.&No.：Vol. 62, No.2
Date：June 2017
Pages：125-151
DOI：10.6209/JORIES.2017.62(2).05

Abstract：

In recent years, the rapid expansion of higher education has led to a surge in competitive pressure in the education market and has increased the excess in university-educated labor supply. Thus, the salary of graduates is a major societal issue. Over the past two decades, a number of studies have explored the factors that positively affect graduate salaries, and have constructed a complete theoretical scheme. Our studies explored these factors by analyzing data from the Taiwan Education Panel Survey and Taiwan Education Panel Survey and Beyond, which together comprise 1,303 variables. The following three types of model were investigated: the initial model, workplace model, and change model. Data mining for the three models was conducted using a regression tree, a type of decision tree method for analyzing big data. The major findings of this research are described as follows: (1) Three variables, educational level, firm size, and academic achievement, were selected in the initial model. (2) Four variables, firm size, job title, working hours, and academic achievement, were selected in the workplace model. (3) One variable, job title, was selected in the change model. In summary, the decision tree effectively determined that academic achievement positively affects graduate salaries.

Keywords：college graduate salaries, decision tree, regression tree, Taiwan Education Panel Survey, Taiwan Education Panel Survey and Beyond

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References：

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田弘華（2008）。高等教育擴張與大學畢業生薪資的影響因素。台灣高等教育研究電子報，24。取自http://www.cere.ntnu.edu.tw/files/upload_files/cere/files/hedudb/epaper/高教電子報第24期_焦點議題.pdf【Tien, H.-H. (2008). The expansion of higher education and the factors affecting graduate salaries. Taiwan Higher Education Research Newsletter, 24. Retrieved from http://www.cere.ntnu.edu.tw/files/upload_files/cere/files/ hedudb/epaper/高教電子報第24期_焦點議題.pdf】
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APA Format	Cheng, Y.-F., Hsu, Y.-S. (2017). Decision tree for investigating the factors affecting graduate salaries. Journal of Research in Education Sciences, 62(2), 125-151. doi:10.6209/JORIES.2017.62(2).05

CONTRIBUTORSNOTICE

Journal directory listing - Volume 62 (2017) - Journal of Research in Education Sciences【62(2)】June (Special Issue: Digital Learning: Retrospect and Prospect) Back

Decision Tree for Investigating the Factors Affecting Graduate Salaries Author: Yung-Fu Cheng(Graduate Institute of Science Education, National Taiwan Normal University), Ying-Shao Hsu(Graduate Institute of Science Education, National Taiwan Normal University)

CONTRIBUTORS
NOTICE

Journal directory listing - Volume 62 (2017) - Journal of Research in Education Sciences【62(2)】June (Special Issue: Digital Learning: Retrospect and Prospect)

Back