Application of Data Mining in Analyzing the Effect of Parents' Employment and Education Level on Student Behavior Using the A PRIORI Method (Case Study: SDN 024769 Binjai)
Keywords:Apriori, Behaviour, Data Mining, Education, Job
Behavior is a person's reaction to a stimulus that comes from the external environment. Parents are one of the main factors in the formation of children's behavior. This study aims to find out the effect of parents' work and education on student behavior. By using RapidMiner in testing 234 SDN 024769 Binjai student data, using the Apriori method and setting a minimum support value of 8% and 70% confidence, 1207 rules were obtained in the entire set and 2 rules in 9 itemsets. And the best rule with the highest value is obtained, if the father's job is self-employed, the mother's job is self-employed, the father's last education is high school, the mother's last education is high school, the time the father spends working is more than 8 hours per day, the time the mother spends working is more than 8 hours per day, the time the father spends on family is every day, and the time the mother spends on family is every day then the student has good behavior at school, with a support value of 8.5% and a certainty value of 95.2%.
W. C. Rachmawati, “Promosi kesehatan dan ilmu perilaku,” Wineka media, 2019.
L. Suryani and F. A. Setiawati, “Peran dan kualitas perkawinan orang tua terhadap perilaku anak usia dini,” J. Obs. J. Pendidik. Anak Usia Dini, vol. 6, no. 2, pp. 977–988, 2021.
F. A. Alam, “Pengaruh Tingkat Pendidikan Dan Perhatian Orang Tua Terhadap Kedisiplinan Belajar Siswa Di SMP Negeri 3 Barru,” J. Bimbing. Dan Konseling, vol. 7, no. 1, pp. 1–11, 2020.
N. N. Nurliani, “DATA MINING KORELASI PENGGUNA NARKOBA DENGAN JENIS NARKOBA YANG DI GUNAKAN DENGAN METODE APRIORI PADA BNN KOTA BINJAI,” in Seminar Nasional Informatika (SENATIKA), 2022, vol. 6, no. 3, pp. 416–426.
Y. Mardi, “Data Mining: Klasifikasi Menggunakan Algoritma C4. 5,” J. Edik Inform. Penelit. Bid. Komput. Sains dan Pendidik. Inform., vol. 2, no. 2, pp. 213–219, 2017.
N. Adha, L. T. Sianturi, and E. R. Siagian, “Implementasi Data Mining Penjualan Sabun Dengan Menggunakan Metode Apriori (Studi Kasus: PT. Unilever),” Inf. dan Teknol. Ilm., vol. 4, no. 3, 2017.
A. W. O. Gama, I. K. G. D. Putra, and I. P. A. Bayupati, “Implementasi Algoritma Apriori Untuk Menemukan Frequent Itemset Dalam Keranjang Belanja,” Maj. Ilm. Teknol. Elektro, vol. 15, no. 2, pp. 21–26, 2016.
A. Wijayanti, “Analisis Hasil Implementasi Data Mining Menggunakan Algoritma Apriori pada Apotek,” J. Edukasi dan Penelit. Inform., vol. 3, no. 1, 2017.
How to Cite
Copyright (c) 2023 Journal of Artificial Intelligence and Engineering Applications (JAIEA)
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.