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All Journal Jurnal Akuntansi Kompetif JSR : Jaringan Sistem Informasi Robotik
Aulia, Siti Nur
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Computer Science & IT Economics, Econometrics & Finance

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Penerapan Framework CRISP-DM Menggunakan Metode Fuzzy C-Means Untuk Clustering Data Perguruan Tinggi Swasta Di LLDIKTI Wilayah IV Aulia, Siti Nur; Magdalena, Lena; Hatta, Muhammad
JSR : Jaringan Sistem Informasi Robotik Vol 8, No 2 (2024): JSR: Jaringan Sistem Informasi Robotik
Publisher : AMIK Mitra Gama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58486/jsr.v8i2.432

Abstract

Penelitian ini menerapkan kerangka kerja CRISP-DM dengan menggunakan metode Fuzzy C-Means untuk melakukan clustering data perguruan tinggi swasta (PTS) di LLDIKTI Wilayah IV. Hal ini diharapkan dapat membantu dalam perkembangan dan analisis kualitas PTS di LLDIKTI 4. Penelitian ini dilakukan dalam enam tahap sesuai dengan kerangka kerja CRISP-DM yang terdiri dari Business Understanding, Data Understanding, Data Preparation, Modelling, Evaluation dan Deployment . Software yang digunakan dalam penelitian ini adalah Microsoft Excel 2019 dan RapidMiner. Penelitian ini menggunakan metode Fuzzy C-Means untuk clustering data perguruan tinggi dan terdapat dua cluster yaitu Cluster 1 (Ideal) dengan 205 PTS dan Cluster 2 (Memadai) dengan 110 PTS. Hasil dari clustering tersebut dilakukan evaluasi dengan menggunakan metode Davies Bouldin Index atau DBI diperoleh hasil evaluasi yaitu -0,854. Hasil akhir dari penelitian ini yaitu dashboard yang menampilkan hasil clustering dengan visualisasi yang mudah dipahami. 
PENGARUH ENVIRONMENTAL, SOCIAL, DAN GOVERNANCE TERHADAP KINERJA KEUANGAN PADA PERUSAHAAN SEKTOR ENERGI YANG TERDAFTAR DI BURSA EFEK INDONESIA (BEI) Aulia, Siti Nur; Afif, M. Nur; Aziz, Ayi Jamaludin
Jurnal Akuntansi Kompetif Vol. 8 No. 3 (2025): Jurnal Akuntansi Kompetif (JAK)
Publisher : Komunitas Manajemen Kompetitif

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35446/akuntansikompetif.v8i3.2317

Abstract

This study aims to analyze the effect of Environmental, Social, and Governance (ESG) disclosures on the financial performance of energy sector companies listed on the Indonesia Stock Exchange (IDX) for the period 2021–2024. Financial performance is measured using the Return on Assets (ROA) indicator, while ESG data is obtained from annual and sustainability reports. The theoretical framework is based on legitimacy theory, stakeholder theory, and signaling theory. Using a quantitative approach and panel data regression analysis through the Random Effect Model, the results show that ESG disclosures—both simultaneously and partially—do not have a significant effect on ROA. The adjusted R-squared value of 1.38% indicates a very low explanatory power of the independent variables in explaining the variation in ROA. These findings suggest that despite the increasing trend in ESG reporting, it has yet to make a substantial impact on short-term profitability in the energy sector. The results imply that ESG implementation must go beyond formal reporting and be substantively integrated into business operations. Investors are also encouraged to continue considering conventional financial indicators when assessing company performance. Future studies are recommended to expand the observation period and include other sectors to obtain more generalizable results. Keywords: Environmental, Social, Governance, Return on Assets, financial performance, energy companies, Indonesia Stock Exchange
Co-Authors Afif, M Nur Aziz, Ayi Jamaludin Lena Magdalena, Lena Muhammad Hatta