Determining Study Groups Based on Student Profile Criteria Using K-Means Method
Abstract
Students of PTI FT-UNP Study Program are arranged into study groups based on one criterion, namely the entry route and is carried out on new students. As a result, a study group that is formed has far differences between one group and another regarding academic ability, regional origin, school origin and other factors. This is not beneficial for the interest and motivation to learn students and teachers also have difficulty in determining learning strategies between student study groups. Improvements in the preparation of study groups can be done by determining student profiles as the basis for preparation. Through the application of the K-Means method which is implemented in an application, the student clustering which is used as the basis for the distribution of the formation of study groups is proven to be better. The resulting study group succeeded in showing a heterogeneous study group among its members and homogeneous in each study group.
References
Agus Nur Khormarudin. (2016). Teknik Data Mining: Algoritma K-Means Clustering. Jurnal Ilmu Komputer.
Asriningtias, S., & Sonalitha, E. (2018). Aplikasi k-means clustering untuk pengelompokkan siswa ke dalam kelas berdasarkan nilai akademis, jenis kelamin, perilaku dan nama siswa di sma negeri 1 srengat. Seminar Nasional Sistem Informasi, 1179–1187.
Dr. Wuri Wuryandani, S.Pd., M. P. (2014). Interaksi Sosial dan Ability Grouping. Staffnew.Uny.Ac.Id.http://staffnew.uny.ac.id/upload/132309073/pengabdian/sapen18-november-2014.pdf
Firidho, M. A. (2019). Studi Komparasi Penerapan Kelas Homogen Dan Heterogen Terhadap Motivasi Belajar di MA Al-Fatich Suarabaya. Universitas Islam Negeri Sunan Ampel.
Fauzia, S., Eka, F., Agustin, M., Syaripudin, U., & Ichsani, Y. (2016). Perancangan Prototype Tampilan Antarmuka Pengguna Aplikasi Web Kamardagang . Com Dengan Teknik Flat Design Pada Pt . Teknik Informatika, 9(2), 148–157.
Harli, E., Fauzi, A., & Kusmanto, T. H. (2016). Pengelompokkan Kelas Menggunakan Self Organizing Map Neural Network pada SMK N 1 Depok. Jurnal Edukasi Dan Penelitian Informatika (JEPIN), 2(2), 90–95. https://doi.org/10.26418/jp.v2i2.17574
Iqbal, A. F. (2018). Efektivitas kelas belajar homogen dalam pembentukan karakter peserta didik di SMP Bilingual Terpadu Krian Sidoarjo. 2018. http://digilib.uinsby.ac.id/id/eprint/24645
Kadar, S. & A. (2019). Tingkat Kemampuan Awal Mahasiswa Prodi Pendidikan Matematika Fkip Universitas Dr.Soetomo Surabaya Ditinjau Dari Asal Daerah.
Muhammad Yusril Helmi Setyawan, A. S. M. (2020). Panduan Lengkap Membangun Sistem Monitoring Kinerja Mahasiswa Internship Berbasis Web Dan Global Positioning System. Kreatif Industri Nusantara. https://books.google.co.id/books?id=wqLzDwAAQBAJ
Pasina, I., Bayram, G., Labib, W., Abdelhadi, A., & Nurunnabi, M. (2019). Clustering students into groups according to their learning style. MethodsX, 6(March), 2189–2197. https://doi.org/10.1016/j.mex.2019.09.026
Sari, R. R. (2018). Pengaruh Latar Belakang Sosial Ekonomi Keluarga Dan Self-Efficacy Terhadap Hasil Belajar Siswa Pada Mata Pelajaran Ekonomi (Survei Pada Siswa Kelas Xi Iis Sma Negeri Se-Kabupaten Subang Wilayah Selatan Tahun Ajaran 2017-2018). Universitas Pasundan.
Winardi, A. (2016). Artikel Skripsi Universitas Nusantara PGRI Kediri ANALISIS PENERAPAN METODE. Ekonomi Akuntansi, 01(08), 1–13.
Sianturi, F. A., Hasugian, P. M., Simangunsong, A., Nadeak, B., & Sihotang, H. T. (2019). DATA MINING: Teori dan Aplikasi Weka. IOCS Publisher. https://books.google.co.id/books?id=MWcHEAAAQBAJ
Sianturi, F. A., Hasugian, P. M., Simangunsong, A., Nadeak, B., & Sihotang, H. T. (2019). DATA MINING: Teori dan Aplikasi Weka. IOCS Publisher. https://books.google.co.id/books?id=MWcHEAAAQBAJ
Wuryandani, Wuri, Interaksi Sosial dan Ability Grouping.Website:http://staffnew.uny.ac.id/upload/132309073/pengabdian/sapen18-november-2014.pdf, diakses tanggal 25 Oktober 2021.
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