Proceedings of the 3rd International Conference on Education and Technology (ICETECH 2022)

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A Decision Support System for Predicting Students’ Performance in the National Achievement Test (NAT) of Senior High School Students

Authors
Nathalie Joy G. Casildo1, *, Mindelle Rey C. Aguirre1, Kent Levi A. Bonifacio1, Gladys S. Ayunar1, Gladys S. Escarlos2, Ruel C. Wenceslao3
1College of Information Sciences and Computing, IT Department, Central Mindanao University, Maramag, Philippines
2College of Education, Central Mindanao University, Maramag, Philippines
3College of Engineering, Central Mindanao University, Maramag, Philippines
*Corresponding author. Email: nathaliejoy@cmu.edu.ph
Corresponding Author
Nathalie Joy G. Casildo
Available Online 26 July 2023.
DOI
10.2991/978-2-38476-056-5_20How to use a DOI?
Keywords
EDM; DSS; SVM
Abstract

Using data from the National Achievement Test (NAT) and student grades for senior high school students at Central Mindanao University, this study developed a Decision Support System (DSS). EDM, or educational data mining, must be completed prior to constructing the DSS. Support Vector Machine (SVM) with the Sigmoid kernel, the method used for EDM, achieved an overall accuracy of 96% with respect to the model. The model was then deployed in the DSS and saved. Leveraging Educational Data Mining and Machine Learning Techniques in Designing Strategic Interventions for Senior High School Students in CMU is a funded study that served as the basis for this study's inspiration.

Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 3rd International Conference on Education and Technology (ICETECH 2022)
Series
Advances in Social Science, Education and Humanities Research
Publication Date
26 July 2023
ISBN
978-2-38476-056-5
ISSN
2352-5398
DOI
10.2991/978-2-38476-056-5_20How to use a DOI?
Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Nathalie Joy G. Casildo
AU  - Mindelle Rey C. Aguirre
AU  - Kent Levi A. Bonifacio
AU  - Gladys S. Ayunar
AU  - Gladys S. Escarlos
AU  - Ruel C. Wenceslao
PY  - 2023
DA  - 2023/07/26
TI  - A Decision Support System for Predicting Students’ Performance in the National Achievement Test (NAT) of Senior High School Students
BT  - Proceedings of the 3rd International Conference on Education and Technology (ICETECH 2022)
PB  - Atlantis Press
SP  - 178
EP  - 190
SN  - 2352-5398
UR  - https://doi.org/10.2991/978-2-38476-056-5_20
DO  - 10.2991/978-2-38476-056-5_20
ID  - Casildo2023
ER  -