Application of with C4.5 algorithm to measure the level of student satisfaction with student services

Authors

  • Bosker Sinaga STMIK Pelita Nusantara, Medan, Indonesia
  • Jonson Manurung STMIK Pelita Nusantara, Medan, Indonesia
  • Nera Mayana Br Tarigan STMIK Pelita Nusantara, Medan, Indonesia
  • Siska Feronika Br Sitepu STMIK Pelita Nusantara, Medan, Indonesia
  • Nadela Barus STMIK Pelita Nusantara

DOI:

10.33395/sinkron.v7i3.11774

Keywords:

data mining, algoritma C4.5, satisfaction

Abstract

In measuring the level of student satisfaction with student services, it is better to use a method/algorithm to find out how much in certain criteria/services the level of student satisfaction and which services need to be improved. In providing student services, it has been going well, but the difficulty in measuring the level of student satisfaction with student services has not used an algorithm. Data mining as a data mining technique is very important to use in extracting data from measurements that have been carried out so far. Data mining in analyzing data uses several algorithms, one of which is the C4.5 algorithm. The research method is the survey research method, which is a survey research method. This is a research method conducted using surveys or collecting data through research respondents. The purpose of this study is how to apply data mining with the C4.5 algorithm in measuring the level of student satisfaction with student services. This study targets the measurement results of academic criteria/services, guidance and counseling services, interest and talent services, scholarship services and health services. The results of this study were to determine the role of the decision tree on measuring the level of student satisfaction with student services.

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References

Aidi Saputra, K., Tata Hardinata, J., Ridwan Lubis, M., Retno Andani, S., & Syahputra Saragih, I. (2020). KLIK: Kajian Ilmiah Informatika dan Komputer Klasifikasi Algoritma C4.5 Dalam Penerapan Tingkat Kepuasan Siswa Terhadap Media Pembelajaran Online. Media Online), 1(3), 113–118. https://djournals.com/klik

Ainnur, D., Saragih, R., Safii, M., & Suhendro, D. (2021). Penerapan Data Mining Klasifikasi Tingkat Kepuasan Mahasiswa Terhadap Pelayanan Sistem Informasi di Program Studi Sistem Informasi. In Journal of Information System Research (Vol. 2, Nomor 2). https://ejurnal.seminar-id.com/index.php/josh/

Arifin, M. F., & Fitrianah, D. (2018). Penerapan Algoritma Klasifikasi C4.5 Dalam Rekomendasi Penerimaan Mitra Penjualan Studi Kasus : PT Atria Artha Persada. InComTech, 8(2), 87–102. https://doi.org/10.22441/incomtech.v8i1.2198

Azwanti, N. (2018). ALGORITMA C4.5 UNTUK MEMPREDIKSI MAHASISWA YANG MENGULANG MATA KULIAH (STUDI KASUS DI AMIK LABUHAN BATU). Jurnal SIMETRIS, 9(1).

Fadillah, W. R., Hartama, D., Damanik, I. S., Safii, M., Suhendro, D., Tunas, S., Pematangsiantar, B., & Tunas, A. (2020). Implementasi Data Mining C4.5 Dalam Mengukur Tingkat Kepuasan Mahasiswa Terhadap Kinerja Asisten Laboratorium Komputer. Prosiding Seminar Nasional Riset Dan Information Science (SENARIS), 2, 403–414.

Fasilitas, T., Margasatwa, T., Hendri, J., & Oscar, D. (n.d.). Penerapan Algoritma C4.5 Dalam Mengukur Kepuasan Pengunjung. In Jurnal (Vol. 3, Nomor 1). http://ejournal.bsi.ac.id/ejurnal/index.php/infortech73

Febriarini, A. S., & Astuti, E. Z. (2019). Penerapan Algoritma C4.5 untuk Prediksi Kepuasan Penumpang Bus Rapid Transit (BRT) Trans Semarang. Eksplora Informatika, 8(2), 95–103. https://doi.org/10.30864/eksplora.v8i2.156

Jurusan, ], Komputer, S., Mipa, F., Tanjungpura, U., Prof, J., & Nawawi, H. H. (2016). IMPLEMENTASI DATA MINING DENGAN ALGORITMA C4.5 UNTUK PENJURUSAN SISWA (STUDI KASUS: SMA NEGERI 1 PONTIANAK) [1] Beti Novianti, [2] Tedy Rismawan [3] Syamsul Bahri. In Jurnal Coding, Sistem Komputer Untan (Vol. 04, Nomor 3).

Muhammad Arif Rahman. (2015). Algoritma C45 Untuk Menentukan Mahasiswa Penerima Beasiswa (Studi Kasus : Pps Iain Raden Intan Bandar Lampung). Jurnal Teknologi Informasi Magister Darmajaya, 1(02), 118–128.

Ramadhan, G., Perdana Windarto, A., Irawan, E., Saputra, W., Okprana, H., Infomasi, S., Tunas, S., Pematangsiantar, B., & Tunas, A. (2020). Penerapan Data Mining Menggunakan Algoritma C4.5 Dalam Mengukur Tingkat Kepuasan Pasien BPJS. Prosiding Seminar Nasional Riset Dan Information Science (SENARIS), 2, 376–385.

Rismayanti, R. (2017). Implementasi Algoritma C4.5 Untuk Menentukan Penerima Beasiswa Di Stt Harapan Medan. Jurnal Media Infotama, 12(2), 116–120. https://doi.org/10.37676/jmi.v12i2.413

Rufiyanto, A., Rochcham, M., & Rohman, A. (2021). Prediksi Kepuasan Mahasiswa dengan Menggunakan Algoritma C4.5 terhadap Pelayanan Akademik. TRANSFORMTIKA, 18(2), 210–214.

Sitompul, J. 17110443. (2017). Analisa Sentimen Masyarakat Terhadap Calon Legislatif Partai Politik Dengan Menerapkan Algoritma Text Mining. Jurnal Teknik Mesin (JTM), 06(2), 69–73.

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How to Cite

Sinaga, B. ., Manurung, J. ., Br Tarigan, N. M., Br Sitepu, S. F. ., & Barus, N. . (2022). Application of with C4.5 algorithm to measure the level of student satisfaction with student services. Sinkron : Jurnal Dan Penelitian Teknik Informatika, 7(3), 2134-2143. https://doi.org/10.33395/sinkron.v7i3.11774

Issue

Vol. 7 No. 3 (2022): Article Research Volume 7 Number 3, July 2022

Section

Articles

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Copyright (c) 2022 Bosker Sinaga, Jonson Manurung, Nera Mayana Br Tarigan, Siska Feronika Br Sitepu, Nadela Barus

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This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

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