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APPLICATION OF DATA WAREHOUSE FOR ANALYZING THE EFFECT OF FINANCIAL RATIOS ON STOCK PRICES IN CONSUMER NON-CYCLICALS COMPANIES LISTED ON THE INDONESIA STOCK EXCHANGE FROM 2022 TO 2024 Oktavian Luthfi Khairan Somali; Muhammad Aghnat Mumtaz; Ahmad Abdul Faqih; Muhammad Jafni Abbas; Rido Dwi Kurniawan; Muh Masri Sari
Algebra : Jurnal Pendidikan, Sosial dan Sains Vol. 6 No. 1 (2026): Algebra : Jurnal Pendidikan Sosial dan Sains
Publisher : Yayasan Amanah Nur Aman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58432/ksw6pz37

Abstract

This study aims to examine the effect of financial ratios on stock prices of primary consumer goods companies listed on the Indonesia Stock Exchange during the 2022 2024 period, utilizing a Data Warehouse as a data integration platform. Secondary data in the form of financial reports and stock prices were processed through an ETL (Extract, Transform, Load) process to produce a structured and consistent historical dataset. Multiple linear regression (OLS) analysis using SPSS was applied to assess the effect of ROA, TATO, DER, and EPS on stock prices. The results showed that all variables had a significant simultaneous effect, but partially only EPS had a significant positive effect. Conversely, ROA, TATO, and DER did not show a significant effect on stock price variations in the primary consumer goods sector. This finding confirms that earnings per share is a key indicator for investors, while asset efficiency and funding structure do not have a direct impact. Furthermore, this study confirms that implementing a Data Warehouse can improve the effectiveness of financial data integration and analysis across periods.  
Pengembangan Roadmap Smart Mobility Kota Medan Berbasis Benchmarking pada Implementasi Jakarta dan Surabaya Muhammad Aghnat Mumtaz; Kenanya Otniel Suhardi; Muhammad Rifqo Saputra; Master Edison Siregar
Jurnal Nasional Komputasi dan Teknologi Informasi (JNKTI) Vol 8, No 6 (2025): Desember 2025
Publisher : Program Studi Teknik Komputer, Fakultas Teknik. Universitas Serambi Mekkah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32672/jnkti.v8i6.10135

Abstract

Abstrak - Smart mobility merupakan komponen penting dalam pengembangan kota cerdas yang memanfaatkan teknologi digital dan integrasi data untuk meningkatkan efisiensi transportasi. Penelitian ini menganalisis implementasi smart mobility di Jakarta, Surabaya, dan Medan menggunakan pendekatan kualitatif deskriptif–komparatif berbasis data sekunder. Hasil benchmarking menunjukkan bahwa Jakarta memiliki tingkat kematangan tertinggi melalui ATCS, CCTV analitik, dan integrasi multimoda, disusul Surabaya dengan penerapan SITS dan WebGIS. Medan berada pada tahap awal dengan keterbatasan infrastruktur digital dan rendahnya integrasi layanan. Berdasarkan temuan tersebut, penelitian ini menyusun roadmap pengembangan smart mobility Kota Medan yang berfokus pada penguatan infrastruktur digital, integrasi moda transportasi, dan peningkatan tata kelola data sebagai langkah strategis menuju mobilitas kota yang lebih efisien dan berkelanjutan.Kata kunci : Smart Mobility; Kota Cerdas; Transportasi Perkotaan; Infrastruktur Digital; Roadmap; Abstract - Smart mobility is a key component of smart city development, utilizing digital technology and data integration to enhance urban transportation efficiency. This study analyzes the implementation of smart mobility in Jakarta, Surabaya, and Medan through a qualitative descriptive–comparative approach based on secondary data. Benchmarking results show that Jakarta demonstrates the highest maturity level through ATCS, analytic CCTV, and multimodal integration, followed by Surabaya with its SITS and WebGIS systems. Medan remains in an early stage with limited digital infrastructure and low service integration. Based on these findings, this study proposes a smart mobility roadmap for Medan that emphasizes strengthening digital infrastructure, integrating transport modes, and improving data governance as strategic steps toward more efficient and sustainable urban mobility.Keywords: Smart Mobility; Smart City; Urban Transportation; Digital Infrastructure; Roadmap;