Pengembangan Web Manajemen Keuangan Sampah dengan Fitur Prediksi Keterlambatan Pembayaran Menggunakan Algoritma Decision Tree di Kelurahan Guwosari

Authors

  • Syaifulloh Yusuf Fadlililah Informatika, Universitas Teknologi Yogyakarta
  • Farida Ardiani Universitas Teknologi Yogyakarta

DOI:

https://doi.org/10.32493/jiup.v10i4.54211

Keywords:

Waste Financial Management, Payment Delay Prediction, Decision Tree, Web-Based System

Abstract

This study aims to develop a web-based waste financial management system in Guwosari Village integrated with a payment delay prediction feature. The system is designed to improve the efficiency of waste payment management that was previously handled manually. The system development employs the Waterfall method, consisting of requirements analysis, system design, implementation, and testing. The payment delay prediction model is built using the Decision Tree algorithm, utilizing customer data and transaction payment history from the last six months. The developed system supports multiple user roles, including superadmin, admin, agent, and customer, and provides features such as digital transaction recording, notifications, and automated financial reports. The evaluation results indicate that the system enhances efficiency in waste financial management and reduces the risk of recording errors. The prediction model achieves an accuracy rate of 85.06% in identifying customers who are likely to experience payment delays. In conclusion, the proposed system serves as an effective digital solution for waste financial management, although it is still limited by the use of a single algorithm and data coverage restricted to one area.

References

Anggara, Erik Dwi, Andreas Widjaja, and Bernard Renaldy Suteja. 2022. “Prediksi Kinerja Sebagai Rekomendasi Kenaikan Golongan Dengan Decision Tree Dan Regresi Logistik.” 8(April): 218–34. doi:http://dx.doi.org/10.28932/jutisi.v8i1.4479.

Ashadul Ushud, Achmad Aditya. 2023. “Pelatihan Microsoft Excel Tingkat Lanjut Karyawan Pt. Nutrisi Juara Asia.” KRESNA: Jurnal Riset dan Pengabdian Masyarakat 3(1): 86–94. doi:10.36080/kresna.v3i1.54.

Assauqi, M Fazlur Rahman, and Zaehol Fatah. 2024. “DECISION TREE BERDASARKAN GEJALA KLINIS DAN DATA LABORATORIUM.” 2(4): 42–53.

Darmawan, Alan Chandra. 2023. “PENGEMBANGAN APLIKASI BERBASIS WEB DENGAN PYTHON FLASK UNTUK KLASIFIKASI DATA MENGGUNAKAN METODE DECISION TREE C4 . 5.” https://dspace.uii.ac.id/handle/123456789/42602.

Hendriansyah, Dimas Pratama, Rahmat Shofan Razaki, and Nur Azizah. 2024. “Rancangan Landing Page Untuk Bisnis Properti Menggunakan Metode Sdlc Dan Platform Bootstrap Landing Page Design for Property Business Using Sdlc Method and Bootstrap Platform.” 8: 665–74.

Magdalena. 2024. “Implementasi Metode Least Square Dalam Peramalan Penjualan ATK Pada Toko AGP Gramedia Pasir Pengaraian.” Riau Jurnal Teknik Informatika 3(2): 39–43. doi:10.61876/rjti.v3i2.2882.

Meilina, Syahirah Tri, Syazliana Nuro, Sherly Ratna Musva, Desi Maya Sari, and Linna Oktaviana Sari. 2024. “Aplikasi Pencatatan Hutang Berbasis Client Server.” JERUMI: Journal of Education Religion Humanities and Multidiciplinary 2(1): 62–66. doi:10.57235/jerumi.v2i1.1578.

Nazifah, Naurah. 2023. “Analisis Perbandingan Decision Tree Algoritma C4.5 Dengan Algoritma Lainnya: Sistematic Literature Review.” Jurnal Informatika dan Teknologi Komputer ( J-ICOM) 4(2): 57–64. doi:10.55377/j-icom.v4i2.7719.

Poddala, Paramitha, and Mariani Alimuddin. 2023. “Edukasi Pengaturan Pengelolaan Keuangan Pribadi Dan Dana Usaha Pada UKM Berbasis Lorong.” Celebes Journal of Community Services 2(2): 1–8. doi:10.37531/celeb.v2i2.445.

Prasetya, Wahyu Anggit, and Putri Puspita. 2025. “Determinan Pengelolaan Keuangan BUMDes : Perspektif Transparansi Dan Akuntabilitas.” 5(1): 43–54. doi:10.31603/bacr.13952.

Raif, M. Irfan, Nuraisa Novia Hidayati, and Tekad Matulatan. 2024. “Otomatisasi Pendeteksi Kata Baku Dan Tidak Baku Pada Data Twitter Berbasis KBBI.” Jurnal Teknologi Informasi dan Ilmu Komputer 11(2): 337–48. doi:10.25126/jtiik.20241127404.

Rizqiana, Firman Santoso, Helyatin Nisyak, and Nadzirotul Fitriyah. 2024. “Sistem Informasi Pengajuan Perizinan Berbasis WEB Di SD Negeri 2 Bloro.” JUSTIFY : Jurnal Sistem Informasi Ibrahimy 2(2): 108–15. doi:10.35316/justify.v2i2.3867.

Rohmat, Cep Lukman, Arif Rinaldi Dikananda, Irfan Ali, and Odi Nurdiawan. 2021. “Aplikasi Layanan Perkara Menggunakan Web Service Berbasis Android.” Jurnal Sistem dan Teknologi Informasi (Justin) 9(3): 355. doi:10.26418/justin.v9i3.44220.

Rosita Munte, and Dicky Perwira Ompusungu. 2023. “Strategi Pengelolaan Keuangan Perusahaan Untuk Meningkatkan Kinerja Keuangan (Literature Review Manajemen Keuangan).” ADVANCES in Social Humanities Research 1(2): 67–72.

Rozi, M Fahrur, Septiana Dewi Andriana, and Husni Lubis. 2022. “Implementasi Api Xendit Sebegai Pembayaran Multi Payment Pada Aplikasi Iuran Operasional Komplek Multatuli.” Djtechno: Jurnal Teknologi Informasi 3(2): 291–97. doi:10.46576/djtechno.v3i2.2741.

Sugiharto, Sigit, Supriyanto Supriyanto, and Rozaq Isnaini Nugraha. 2024. “Pelatihan Pemrograman Web Front-End Dengan Bootstrap Bagi Siswa SMK Palapa Semarang.” SWARNA: Jurnal Pengabdian Kepada Masyarakat 3(7): 604–8. doi:10.55681/swarna.v3i7.1399.

Utami, Lena, RG. Guntur Alam, and Rozali Toyib. 2024. “Pengolahan Data Penjualan Pembelian Dan Persediaan Barang Pada Honda Astra.” Journal of Technopreneurship and Information System (JTIS) 7(2): 8–15. doi:10.36085/jtis.v7i2.6756.

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Published

2025-12-31

Issue

Vol. 10 No. 4 (2025): JURNAL INFORMATIKA UNIVERSITAS PAMULANG

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