Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis

Kemal Özgen; Serkan Narlı

doi:10.30935/cet.646769

Kemal Özgen ¹ ^* , Serkan Narlı ²

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CONT ED TECHNOLOGY, Volume 11, Issue 1, pp. 77-98

https://doi.org/10.30935/cet.646769

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Abstract

This study focuses on the relationship among Content Knowledge (CK), Pedagogic Knowledge (PK), and Technological Knowledge (TK) using Technological Pedagogical Content Knowledge (TPACK). The aim of the study is to use the determined relationship to provide mathematical clarity using the Rough Set Theory, which is commonly used in areas such as Artificial Intelligence, Data Reduction, Determination of Dependencies, Estimation of Data Importance and the establishment of Decision (control) Algorithms. Accordingly, TPACK scale was applied to 340 preservice teachers who, at the time of conducting this study, were continuing their teaching at elementary (grade 5-8) and secondary (grade 9-12) Mathematics Teaching Department. The gathered data was broken into three different groups - low, medium and high. The data grouping allowed for applying of the Rough Set Analysis. This will enable TPACK constructs to assign prospective teachers to any of the three identified groups. Analysis has put forth that the CK, PK and TK components explain TPACK with a dependency degree of 0.105 and that even though the levels of significance of each component is low by itself, it cannot be removed from the data set. Lastly, decision rules have been established between CK, PK and TK with TPACK.

Keywords: content knowledge, pedagogical knowledge, rough sets, technological knowledge, technological pedagogical content knowledge

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Citation

Özgen, K., & Narlı, S. (2020). Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis. Contemporary Educational Technology, 11(1), 77-98. https://doi.org/10.30935/cet.646769

Özgen, K., and Narlı, S. (2020). Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis. Contemporary Educational Technology, 11(1), pp. 77-98. https://doi.org/10.30935/cet.646769

Özgen K, Narlı S. Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis. CONT ED TECHNOLOGY. 2020;11(1), 77-98. https://doi.org/10.30935/cet.646769

Özgen, Kemal, and Serkan Narlı. "Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis". Contemporary Educational Technology 2020 11 no. 1 (2020): 77-98. https://doi.org/10.30935/cet.646769

Özgen, Kemal et al. "Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis". Contemporary Educational Technology, vol. 11, no. 1, 2020, pp. 77-98. https://doi.org/10.30935/cet.646769

Özgen K, Narlı S. Intelligent Data Analysis of Interactions and Relationships among Technological Pedagogical Content Knowledge Constructs via Rough Set Analysis. CONT ED TECHNOLOGY. 2020;11(1):77-98. https://doi.org/10.30935/cet.646769