Jurnal Pustaka Data : Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitektur Komputer
Vol 6 No 3 (2026): Jurnal Pustaka Data (Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitekt

Analisis Waktu Pemprosesan Layanan Enterprise PT. Telkomsat Menggunakan Metode Regresi Linear Berganda

Andi Taufik (Universitas Bina Sarana Informatika)
Putra Muslimin (Universitas Bina Sarana Informatika)



Article Info

Publish Date
01 Jun 2026

Abstract

This study aims to analyze the influence of technical and non-technical factors on the company's service processing duration. The research data were obtained from the company's historical service records with independent technical variables consisting of Carrier-to-Noise Ratio (CNR), Signal Quality Factor (SQF), Customer Priority Index (CPI), and Latency, as well as non-technical variables including weather conditions and location distance. The analysis method applied in this study is multiple linear regression with a quantitative approach. The simultaneous test results (F-test) indicated that all independent variables collectively exert a significant effect on service processing duration. However, the partial test results (t-test) specifically proved that only weather and location distance variables have a significant effect p < 0,05, while the technical factors do not contribute a significant influence independently. The regression model developed yields an Adjusted R² value of 0.868, indicating that 86.8% of the variation in service processing duration can be explained by the studied independent variables. Furthermore, the model evaluation demonstrates a low prediction error rate, with a Mean Absolute Percentage Error (MAPE) value of 10.6%. These findings conclude that non-technical or external factors hold a more dominant role in determining the efficiency of service processing time compared to the company's internal technical factors

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Journal Info

Abbrev

pustakadata

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Industrial & Manufacturing Engineering Mechanical Engineering

Description

Jurnal Pustaka Data adalah sebuah jurnal Double blind peer-review yang didedikasikan untuk publikasi hasil penelitian yang berkualitas dalam bidang ilmu komputer. Semua publikasi di Jurnal Pustaka Data bersifat akses terbuka yang memungkinkan artikel tersedia secara bebas online tanpa berlangganan ...