OPTIMIZATION ISO 25010 WITH THE VORD METHOD AND C4.5 ALGORITHM IN SAVING LOAN COOPERATIVE

  • Akhmad Yunus Subkhi Information Systems, Faculty of Communication and Informatics Technology, Universitas Nasional, Indonesia
  • Andrianingsih Information Systems, Faculty of Communication and Informatics Technology, Universitas Nasional, Indonesia
  • Dhieka Avrilia Lantana Information Systems, Faculty of Communication and Informatics Technology, Universitas Nasional, Indonesia
Keywords: C4.5 Algorithm, Cooperative, Information System, Naive Bayes Algorithm, VORD Method

Abstract

Advances in technology have made many companies and agencies, especially cooperatives, use information technology for their operational activities. Not infrequently in the operation of its business cooperatives have several obstacles caused by data processing and loan decision making still using conventional models. Cooperatives need a computerized information system in achieving organizational goals. To overcome this problem, a system is created that is integrated in one database which will be implemented by the Cooperative to facilitate its business operations. This study uses the Viewpoint Oriented Requirement Definition (VORD) method to analyze system requirements based on the user's point of view. In addition, the C4.5 Algorithm and the Naïve Bayes Algorithm as decision making for loan approval which will be compared in recommending and classifying loans using the confusion matrix, the results of testing the two algorithms with an accuracy value of the C4.5 Algorithm of 88.00% and an accuracy rate of the Naïve Bayes Algorithm of 76.00%. It can be concluded that the accuracy value of the C4.5 Algorithm is feasible to be implemented into the Koperasi Jasa Pratama system. The application that is made is then tested using the ISO 25010 standard to produce an optimal application. After conducting a needs analysis using the VORD method for ISO optimization, an application test is carried out using the ISO 25010 standard. From the test results, the characteristics of the Functional Suitability test are: Appropriate; Usability : 90.08; Performance Efficiency : Grade "B"; Portability : no errors. The test results show that the system is appropriate and feasible to use.

Downloads

Download data is not yet available.

References

M. D. Arianto and A. Jananto, “Penggunaan Algoritma C4.5 Untuk Penentuan Pemberian Pinjaman Pada Anggota Koperasi,” JATISI (Jurnal Tek. Inform. dan Sist. Informasi), vol. 9, no. 3, pp. 2472–2486, 2022, doi: 10.35957/jatisi.v9i3.2768.

R. Adiyanto, “Sistem Informasi Simpan Pinjam Berbasis Web Studi Kasus Koperasi Budi Makmur,” ePrints UTY Open Acces Repos., vol. 02, no. 02, p. 3, 2021, [Online]. Available: http://eprints.uty.ac.id/5728/1/Naskah Publikasi 5140411002 Rochmad Adiyanto.pdf

B. Prayoga, M. I. Wahyudin, and A. Iskandar, “Perancangan Sistem Pengelolaan Zakat Masjid Jami Al-Muhajirin Berbasis Web Menggunakan Metode Research and Development (R & D),” SMATIKA J., vol. 11, no. 02, pp. 60–69, Dec. 2021, doi: 10.32664/smatika.v11i02.576.

A. F. Istifani and S. Sholiq, “Rancang Bangun Aplikasi Koperasi Simpan Pinjam dengan Metode Viewpoint Oriented Requirement Definition,” Sisfo, vol. 07, no. 02, 2018, doi: 10.24089/j.sisfo.2018.01.007.

D. F. O. Lubis, D. R. Manalu, and J. Maslan, “Analisis Dan Perancangan Sistem Informasi Pada Brastagi Supermarket Rantauprapat Dengan Menerapkan Viewpoint Oriented Requirement Definition (Vord) Berbasis Web,” Method. J. Tek. Inform. dan Sist. Inf., vol. 7, no. 2, pp. 19–24, 2021, doi: 10.46880/mtk.v7i2.458.

D. Wahyuningsih, “Sistem Penggajian Karyawan Tirtonirmolo3 dengan Metode Viewpoints Oriented Reqruiments Definition ( VORD ),” pp. 8–9, 2018.

Y. I. Kurniawan, A. Fatikasari, M. L. Hidayat, and M. Waluyo, “Prediction for Cooperative Credit Eligibility Using Data Mining Classification With C4.5 Algorithm,” J. Tek. Inform., vol. 2, no. 2, pp. 67–74, 2021, doi: 10.20884/1.jutif.2021.2.2.49.

A. B. Setiawan, Kajian Komparasi Penerapan Algoritma C4.5 Dan Naïve Bayes Sebagai Penunjang Keputusan Pinjaman Uang (Studi Kasus Di Koperasi Karyawan Pt. Karyamitra Budisentosa Pandaan Pasuruan). 2018.

D. Octabriyantiningtyas, “Sistem Pendukung Keputusan Kelayakan Pemberian Kredit Pada Bank Tabungan Negara (BTN) Menggunakan Algoritma C4.5,” pp. 1–10, 2016.

M. F. Mustofa, “Prediksi kelayakan kredit nasabah koperasi guna arta mandiri dengan metode klasifikasi menggunakan algoritma naive bayes,” 2018.

M. B. Wibawa, D. Ria, and Y. Tb, “Analisa Kebutuhan Sistem Informasi Beban Kerja Pada Universistas Ubudiyah Indonesia Menggunakan Metode Viewpoint Oriented Requirement Definition ( Vord ) Dan Proto Personas Analysis of Workload Information System Needs At Universistas Ubudiyah Indonesia U,” vol. 6, no. 2, pp. 22–27, 2020.

R. T. Ulfa, “Aplikasi Berbasis Web Untuk Klasifikasi Kelayakan Pemberian Kredit Pada Koperasi Bumdes Mitra Baru Menggunakan Algoritma,” Tugas Akhir, vol. 1, no. 1, pp. 1–91, 2020.

K. Kelvin, B. Mulyawan, and T. Sutrisno, “Penerapan Algoritma C4.5 Untuk Penerimaan Kelayakan Kredit Pada Koperasi (Studi Kasus:Koperasi Xyz),” J. Ilmu Komput. dan Sist. Inf., vol. 8, no. 1, p. 109, 2020, doi: 10.24912/jiksi.v8i1.11478.

A. Setiawan and D. Pasha, “Sistem Pengolahan Data Penilaian Berbasis Web Menggunakan Metode Pieces (Studi Kasus : Badan Pengembangan Sumber Daya Manusia Provinsi Lampung),” J. Teknol. dan Sist. Inf., vol. 1, no. 1, pp. 97–104, 2020, [Online]. Available: http://jim.teknokrat.ac.id/index.php/sisteminformasi

C. O. S. Patricia, “No 主観的健康感を中心とした在宅高齢者における 健康関連指標に関する共分散構造分析Title,” vol. 3, no. 2, p. 6, 2021.

A. Nopriansyah, A. Pratama, and H. Gunawan, “Sistem Informasi Simpan Pinjam Berbasis Web Pada Koperasi Pegawai Republik Indonesia (Kpri-Matra),” J. Chem. Inf. Model., vol. 53, no. 9, pp. 1689–1699, 2016.

Published
2023-08-16
How to Cite
[1]
A. Y. Subkhi, A. Andrianingsih, and D. A. Lantana, “OPTIMIZATION ISO 25010 WITH THE VORD METHOD AND C4.5 ALGORITHM IN SAVING LOAN COOPERATIVE”, J. Tek. Inform. (JUTIF), vol. 4, no. 4, pp. 703-714, Aug. 2023.