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Bambang Sumantri, R Bagus
Program Studi Sistem Informasi, Universitas Harapan Bangsa
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Journal : EDUMATIC: Jurnal Pendidikan Informatika

 1 
Evaluasi Pembayaran Keuangan Siswa berdasarkan Penghasilan Wali Siswa menggunakan Metode Clustering K-Means Imam Ahmad Ashari; Iis Setiawan Mangku Negara; Raden Bagus Bambang Sumantri
Jurnal Pendidikan Informatika (EDUMATIC) Vol 6, No 2 (2022): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v6i2.6395

Abstract

One of the problems that often occurs in school administration is the late payment of tuition fees. Therefore, it is necessary to evaluate the education payment process so that in the future the payment process can run in an orderly and disciplined manner. This study aims to create a cluster model for grouping student administration payments. This type of research is quantitative using the K-Means Clustering method to classify payment data based on 2 variables, namely the time of payment and the income of students' guardians carried out in private elementary schools in Semarang. The data used in this study is payment data for the 2019/2020 academic year, which totals 1,933 records, covering transactions from 419 students. Determining the number of clusters is calculated using the elbow method, the best clusters obtained from the data used are 3 clusters, namely clusters 0, 1 and 2. Our findings show that cluster 2 has the largest percentage of early monthly administration payments, namely 52.5%, the percentage is on time the highest was in cluster 1, namely 74.8%, and the highest percentage of late payments was in cluster 0, namely 28.6%. The results of the analysis show that the main factor for late payments is not the guardian's income but other external factors, as evidenced by the highest percentage of late payments in cluster 0, where the average income of student guardians is = 10,000,000.
Co-Authors Abdul Hakim Prima Yuniarto Abdurrahman Hakim, Nurfadhli Ali Sya'bana S Amanah Tri Wulandari Anandita, Chairunnisa Al Majra Ratri Anggit Wirasto Ardiyani, Amalia Arfianto, Irfan Ariansyah, Awal Ariefah Khairina I Arif Setia Sandi A. Asharryadi Noegroho Azkiyatun Nadroh Chairunnisa Al Majra Ratri Anandita Cipta Sigitta Haryono, Rito Dede Yusuf Dede Yusuf, Dede Deny Nugroho Triwibowo Deny Nugroho Triwibowo Dewa, Bala Putra Diky Setiawan Dimas Febri Kuncoro Dinar Danan Sukmawati Dwita Urip Natasa Eko Agus Priatno Ema Utami Estu Prayoga Evan Irmansyah W Evan Irmansyah W. Fadila Nur Kamala Fadli Anadrea Fahrudin, Imam Fajar Syafani, Henky Fanani, Galih Pramuja Inggam Grancho, Bernadine Guntur Subari Hadi Jayusman Hadi Jayusman Hadi Jayusman Hakim, Walidy Rahman Hani Istiqomah Husna, Aqmal Miftahul Iis Setiawan Mangku Negara Imam Ahmad Ashari Imam Ahmad Ashari Imam Ahmad Ashari, Imam Ahmad Irfani Zuhrufillah Iskandar, Sandi Najib Iwan Purnawan Iwan Safi’i Jayusman, Hadi Jessa Syahputra Khoirun Nisa Khoirun Nisa Kiki Alfaini Nurrizki Korisaputri Korisaputri Korisaputri, Korisaputri Kurnia Sari, Ina Lina Endarwati Lutviana, Lutviana Mahardika, Fajar Mayji Danardono miftahul Khoeri, Amarulloh Nadroh, Azkiyatun Nugroho Triwibowo, Deny Nuni Wulansari Nur Arifin Nurhalizah, Ria Suci Nurrizki, Kiki Alfaini Nurul Alfiah Pari, Riki Aldi Prayoga, Estu Purnama Sari, Sri Purnomo, Jouska Brillian Putra Purwayanto, Evana Anugrah Putri, Sari Andini Ratih ratih ratih Retno Agus Setiawan Ria Suci Nurhalizah Riska Suryani Riska Suryani Ristianingsih Rizki Ripai Rofi Taufiqurrohman Rohman, Taufik Fadhil Rokhadi, Reza Safitri Dwi Lestari Saksena, Ilham Sidik Salim Nurul Umam Samodra, Galih Sandi Najib Iskandar Sari Andini Putri Setiawan, Retno Agus Somaida, Mochammad Hasymi Suryani, Riska Syifa Marsyanda Chairunnisa Talirongan, Hidear TRI KUSUMA WARDANI Tri Stiyo Famuji Triwibowo, Deny Nughoro Triwibowo, Deny Nugroho Tukiman, Hellena Indriani Ulan Juniarti Walidy Rahman Hakim Widadi, Budi Willy Setiawan Wirakhmi, Ikit Netra Wulandari, Amanah Tri Ziyan Walidanaen Fandol Zulfikar Yusya Mubarak