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Klasterisasi Toko Berdasarkan Monitoring Summary Audit Kepuasan Pelanggan Menggunakan Algoritma BIRCH Maulana Agung Saputro; Puspita Maelani; Rifka Audinasari
CHAIN: Journal of Computer Technology, Computer Engineering, and Informatics Vol. 4 No. 3 (2026): Volume 4 Number 3 July 2026
Publisher : PT. Tech Cart Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58602/chain.v4i3.281

Abstract

Audit kepuasan pelanggan internal merupakan fungsi penilaian independen yang penting bagi perusahaan ritel untuk menjaga konsistensi kualitas layanan di seluruh jaringan toko. PT XYZ memiliki 210 toko di Indonesia dan secara rutin melaksanakan audit berbasis web. Namun, Supervisor Toko masih mengalami kesulitan dalam menentukan prioritas pelatihan dan evaluasi karena belum mengetahui parameter checklist mana yang paling berpengaruh terhadap penurunan final score toko. Penelitian ini bertujuan membangun model klasterisasi toko berdasarkan karakteristik parameter checklist bernilai rendah dengan algoritma BIRCH. Dataset penelitian berjumlah 109.566 data audit tahun 2025 yang berasal dari sistem internal perusahaan. Metode penelitian mengikuti kerangka CRISP-DM yang meliputi Business Understanding, Data Understanding, Data Preparation, Modeling, Evaluation, dan Deployment. Tahap preprocessing mencakup data cleaning, data selection, data transformation, serta normalisasi Z-Score agar data siap diproses. Proses modeling menggunakan CF-Tree dengan parameter Branching Factor B dan Threshold T yang dimodifikasi secara dinamis untuk meningkatkan kualitas cluster. Evaluasi cluster dilakukan menggunakan Silhouette Coefficient. Hasil penelitian menunjukkan terbentuk 2 cluster optimal dari CF4 dan CF5 dengan nilai SC Cluster 1 sebesar 0,9994, SC Cluster 2 sebesar 0,9988, dan SC Global sebesar 0,9989. Hasil ini menunjukkan struktur cluster yang sangat kuat dan valid. Sistem berbasis Python juga berhasil menampilkan visualisasi scatter plot sebagai dasar pengambilan keputusan evaluasi kinerja karyawan.
ANALISIS PENGARUH QRIS PADA PENGELUARAN IMPULSIF DAN RASIONAL GENERASI Z Cynthia Dikna Sari; Rifka Audinasari; Fajriana Khusnul Khatimah
Media Riset Bisnis Ekonomi Sains dan Terapan Vol 5, No 2 (2026): Media Riset Bisnis Ekonomi Sains dan Terapan
Publisher : Taksasila Edukasi Insani

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.71312/mrbest.v5i2.1042

Abstract

This study aims to analyze the dynamics of Generation Z's financial behavior in the digital era by examining the influence of QRIS availability, financial knowledge, savings and loan instruments, and investments on impulsive and rational spending. Using regression analysis, the results show that the ease of transactions through QRIS creates a behavioral paradox, where this system significantly encourages impulsive spending (55% of the variation in impulsivity is explained by QRIS use) while simultaneously weakening rational spending control.The research findings confirm that financial knowledge serves as a vital cognitive control mechanism; high financial literacy is negatively correlated with impulsive spending and positively correlated with rational spending. Furthermore, this study reveals the dual impact of owning financial instruments (savings and loans), which can trigger impulsive consumption if viewed solely as liquidity, but can foster rationality when managed within a future planning framework. Investments prove to be the most effective strategic instrument in curbing impulsive behavior, by shifting Generation Z's paradigm from viewing money as a consumptive medium of exchange to a long-term asset of value. Overall, this study concludes that the efficiency of digital payment technology requires mature financial literacy and investment discipline to prevent a shift in consumption patterns to unplanned ones.Keywords:  QRIS, Impulsive Spending, Rational Spending, Financial Knowledge, Generation Z, Investment.
Analisis Implementasi Sistem Coretax pada Siklus Pelaporan Pajak di PT Anugerah Bata Indonesia Puspita Maelani; Irma Oktiani; Muthia Ulfa; Rifka Audinasari; Fajriana Khusnul Khotimah; Bangun Widoyoko; Cynthia Dikna Sari; Maulana Agung Saputro
Annusfy : Journal of Multidisciplinary Research Vol. 1 No. 5 (2026): January 2026 , Annusfy
Publisher : Jaanur Elbarik Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.65065/hkg6bx62

Abstract

This study aims to analyze the implementation of the CoreTax system in the tax reporting cycle at PT Anugerah Bata Indonesia, identify the challenges faced by the company in the implementation process, and evaluate efforts to address these challenges. The research method used is descriptive qualitative with data collection techniques including in-depth interviews, observation, and documentation. Data were analyzed using a thematic approach to explore the impact of CoreTax implementation on the company's tax reporting. The results show that CoreTax is able to improve reporting efficiency, integrate various tax administration functions, and reduce manual workload