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

Critical Factors of Becoming Secondary School Teachers: Mining the Process of Teacher Education by Decision Trees Author: Jia-Li Huang(Teacher Education and Careers Service, National Taiwan Normal University), Yi-Fen Yeh(Teacher Education and Careers Service, National Taiwan Normal University), Ying-Shao Hsu(Graduate Institute of Science Education, National Taiwan Normal University), Yuen-Hsien Tseng(Graduate Institute of Library & Information Studies, National Taiwan Normal University)

Vol.&No.:Vol. 62, No.2
Date:June 2017
Pages:89-123
DOI:10.6209/JORIES.2017.62(2).04

Abstract:

This study aimed to identify the critical factors leading teacher students to successfully receive teacher certificates and become secondary school teachers by mining vast educational data using decision trees in order to provide actionable suggestions to improve teacher education. The five-year learning evidence of the teacher students enrolled during 2003-2010 school years from a normal university in Taiwan was collected and then analyzed with the open source data mining software Weka by use of its decision tree algorithms. The major findings include: (1) Years spent to receive a teacher job were different among the three major colleges, namely colleges of Education, Liberal Arts, and Science; (2) Education knowledge is the critical predictor to receive a teacher certificate, while pedagogical content knowledge and content knowledge play the most critical roles to obtain a teacher job. In addition, more practical experiences were also useful to obtain a teacher job, and the score of education practicum was an ineffective predictor, as the current result shows. This study verifies part of the findings with previous work to provide solid suggestions for better teacher education practice.

Keywords:Critical Factors of Becoming Secondary School Teachers: Mining the Process of Teacher Education by Decision Trees

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References:
  1. 王麗雲、張民杰、張素貞(2013)。100學年度大三/四技三師資生調查描述性分析報告。取自https://teacher.edu.tw/web/file/report/hedu_100junior_p.pdf【Wang, L.-Y., Chang, M.-C., & Chang, S.-C. (2013). A descriptive analysis for year 3 student teachers in 100 academic semester. Retrieved from: https://teacher.edu.tw/web/file/report/hedu_100junior_p.pdf】
  2. 朱苑瑜、葉玉珠(2003)。實習教師信念改變的影響因素之探討。師大學報:教育類,48(1),41-66。doi:10.3966/2073753X2003044801003【Chu, Y.-Y., & Yeh, Y.-C. (2003). A study of influential to student teachers’ belief change. Journal of Taiwan University, 48(1), 41-66. doi:10.3966/2073753X2003044801003】
  3. 吳璧如(2002)。教師效能感之理論分析。教育研究資訊,10(2),45-64。【Wu, P.-J. (2002). A theoretical analysis of teachers’ perceived efficacy. Educational Research & Information, 10(2), 45-64.】
  4. 李俊湖、陳志強、陳禎祐、白博仁、陳文俊、劉淑甄…楊淑敏(2007)。少子化趨勢下臺灣師資培育之困境與省思。載於國立教育研究院籌備處(主編),第106期國小校長儲訓班專題研究彙編(pp. 45-58)。新北市:國立教育研究院籌備處。【Lee, J.-H., Chen, C.-C., Chen, C.-Y., Bai, P.-Y., Chen, W.-C., Liu, S.-C., …Yang, S.-M. (2007). Difficulties and reflections for cultivation of teachers in Taiwan under the dropping of birth rate. In Preparatory Office for National Academy for Educational Research (Ed.), Compilation of special topics in 106 primary school principals training class (pp. 45-58). New Taipei City, Taiwan: Preparatory Office for National Academy for Educational Research.】
  5. 李家宗(2011)。澳洲師資培育制度與教師素質。載於楊深坑、黃嘉莉(主編),各國師資培育制度與教師素質現況(pp. 333-352)。臺北市:教育部。【Lee, C.-T. (2011). Teacher training system and teachers’ quality in Australia. In S.-K. Yang & J.-L. Huang (Eds.), Current situation of teachers’ cultivation system and teachers’ quality in different countries (pp. 333-352). Taipei, Taiwan: Ministry of Education.】
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APA FormatHuang, J.-L., Yeh, Y.-F., Hsu, Y.-S., &Tseng, Y.-H. (2017). Critical factors of becoming secondary school teachers: Mining the process of teacher education by decision trees. Journal of Research in Education Sciences, 62(2), 89-123. doi:10.6209/JORIES.2017.62(2).04