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All Journal Sosiohumaniora JAKPI Ekonomikawan : Jurnal Ilmu Ekonomi dan Studi Pembangunan Jurnal Cita Hukum Jurnal Ekonomi & Studi Pembangunan HUMAN FALAH: Jurnal Ekonomi dan Bisnis Islam Jurnal Akuntansi dan Pajak Jurnal Ilmiah Ekonomi Islam Sinkron : Jurnal dan Penelitian Teknik Informatika International Journal of Artificial Intelligence Research International Journal Ihya' 'Ulum al-Din Jurnal Pendidikan Ekonomi & Bisnis Tadbir : Jurnal Studi Manajemen Pendidikan Politeia: Jurnal Ilmu Politik J-EBIS (Jurnal Ekonomi dan Bisnis Islam) Edukasi Islami: Jurnal Pendidikan Islam Misykat al-Anwar Jurnal Kajian Islam dan Masyarakat NUR EL-ISLAM : Jurnal Pendidikan dan Sosial Keagamaan KITABAH: Jurnal Akuntansi dan Keuangan Syariah Neraca Keuangan : Jurnal Ilmiah Akuntansi dan Keuangan Iqtishoduna: Jurnal Ekonomi Islam JIA (Jurnal Ilmiah Akuntansi) JESI (Jurnal Ekonomi Syariah Indonesia) Amwaluna Jurnal Ekonomi dan Keuangan Syariah Jurnal Review Pendidikan dan Pengajaran (JRPP) Jurnal Ilmiah Akuntansi Kesatuan Jurnal Darma Agung Aghniya: Jurnal Ekonomi Islam Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Dinasti International Journal of Economics, Finance & Accounting (DIJEFA) Ekonomi Bisnis Manajemen dan Akuntansi (EBMA) Journal La Sociale JURNAL MANAJEMEN AKUNTANSI (JUMSI) JES (Jurnal Ekonomi STIEP) Islamic Business and Finance (IBF) International Journal of Educational Review, Law And Social Sciences (IJERLAS) International Journal of Economic, Business, Accounting, Agriculture Management and Sharia Administration (IJEBAS) INTERNATIONAL JOURNAL OF CULTURAL AND SOCIAL SCIENCE Proceeding International Seminar of Islamic Studies Share: Jurnal Ekonomi dan Keuangan Islam Jurnal Impresi Indonesia Journal of Student Development Informatics Management (JoSDIM) Sci-Tech Journal Journal of Islamic Economic Literatures Journal of Islamic Economics Lariba Jurnal Indonesia Sosial Teknologi IDARAH : Jurnal Pendidikan dan Kependidikan Moneter : Jurnal Keuangan dan Perbankan ABIS: Accounting and Business Information Systems Journal Electronic Journal of Education, Social Economics and Technology Journal of Business Management and Economic Development Journal of Management, Economic, and Accounting IIJSE Riset Akuntansi dan Keuangan Indonesia Tijarah Amwaluna: Jurnal Ekonomi dan Keuangan Syariah As-Syirkah: Islamic Economic & Financial Journal
Saparuddin Siregar
UIN Sumatera Utara
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Journal : Jurnal Pendidikan Ekonomi

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Predicting Financial Outcomes from Environmental Costs in Shariah Green Accounting Suginam; Siregar, Saparuddin; Nurlaila; Silalahi, Alistraja Dison
Jurnal Pendidikan Ekonomi Dan Bisnis (JPEB) Vol. 13 No. 01 (2025): Jurnal Pendidikan Ekonomi & Bisnis (DOAJ & SINTA 2 Indexed)-In press
Publisher : Faculty of Economics, Universitas Negeri Indonesia,Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21009/JPEB.013.1.2

Abstract

This study aims to explore the relationship between environmental costs and financial performance in the Islamic finance sector using advanced machine learning techniques. By integrating CSR Expenditure, Energy Consumption, and Carbon Emissions as environmental factors, the research applies Gradient Boosting, XGBoost, and Artificial Neural Networks (ANN) to predict Retail Banking Revenue, Wholesale Banking Revenue, and Third-Party Funds. The objective is to evaluate how sustainability practices impact financial outcomes, using an innovative approach that combines economic modeling with computer-based prediction. The findings reveal that Gradient Boosting outperforms other models, demonstrating strong predictive accuracy, especially for Third-Party Funds and Wholesale Banking Revenue. XGBoost also provides valuable insights, while ANN struggles with overestimations, indicating the need for further optimization. This research underscores the growing significance of environmental sustainability in shaping financial performance and provides a computational framework for financial institutions and policymakers to assess the impact of green accounting on economic growth.
Co-Authors Abduh, Arridho Ade Jamarudin AK, Marlya Fatira Al Amin, Haris Alhamdi, Ridha Amiur Nuruddin Amsari, Syahrul Anggara, Windu Anggi Pratiwi Sitorus Aqashah, Faisal Arief, 2Muhammad Arifin Fauzi Lubis Arismunandar, M. Fizdian Asmaul Husna Asmuni Asmuni Asriadi, Ari Atika Atika Aulia Rahman Harahap Batubara, Maryam Batubara, Mi'raj Faizal Budi Trianto Burhanuddin Burhanuddin Busriadi, Busriadi D, Aswin Fahmi Darma, Satria Dewi, Khadijah Dinda Putri Dina Arfianti Siregar Elce, Furkan Erwin SP, Muhammad Faisar Ananda Arfa, Faisar Ananda Fanani, Achmad Zainal Fauzan, Arif Fauzan Fauzi, Muhammad Firman Syarif Fitriadany, Eno Fitrianingsih Fitrianingsih Hadziyah, Idzni Hamdiah, Vidairotul Harahap, Hasnah Khairani Harahap, Muhammad Ikhsan Hasibuan, Jihan Hasibuan, Muhammad Rezki Ripaldo Hasibuan, Muhammad Rizal Hasibuan, Widiyani Hendra Harmain Hidayat Nasution, Mustafa Hutagalung, Muhammad Wandisyah R Ida Ayu Putu Sri Widnyani Ihsan, Nuzul Ilhamy Nasution , Muhammad Lathief Irawan, Dedeng Irsyad, Fairuz Azzahra Iskandar Muda Ismail Pulungan Isra Hayati Juliana Nasution Julianti Nasution, Yenni Samri K, Kamilah Kamila, K Kamilah, Kamilah Kaswinata, Kaswinata Kusmilawaty, Kusmilawaty Laylan Syafina Leli, Nur Lenny Menara Sari Saragih Lubis, Farah Fadhila Lubis, Muhammad Ershad M. Ridwan M. Yasir Nasution M. Yasir Nasution, M. Yasir Malasyi, Sibral Marliyah, Marliyah Mhd Furqan Mhd Zulkifli Hasibuan Muhammad Farhan Muhammad Yafiz, Muhammad Muhammad Yasir Nasution, Muhammad Yasir Muhammad Zaki Muhammedi, Ssonko Mustafa Kamal Rokan mutiara mutiara Najma, Siti Nasution, Edi Marjan Nasution, Juliana Nasution, Nina Andriany Nasution, Rizki Aulia Putri Mujur Nasution, Yasir Nawir Yuslem, Nawir Nova Maharani Nst, Armin Rahmansyah Nur Kholis Nurhayati Nurhayati Nurhayati, Dinda Anggi Nurhidayah Nurhidayah Nurlaila Nurlaila Nurlaila Nurlaila Nursantri Yanti Padang, Abdul Muin Akmal Parikesit, Wuri Pohan, Novita Sari Purnami, Suri Qorib, Ahmad Rahma, Tri Inda Fadhila Rahmani, Ahmadi Bi Rahmawati, Widya Ayu Raihanah Daulay Rangkuti, Ririn Anjani Rendiani Sitorus, Seftia Reswita, Jihan Ritonga, Jukhairia Rokan, Mustafa Kamal Sagala, Mustofa Kamal Ahmad Samri Juliati Nasution, Yenni Santoso, Muhammad Rifky Saprinal Manurung Saputra, Julfan Saputra, Muhammad Ilham Satria Darma Shifa, Mutiara Silalahi, Alistraja Dison Simahatie, Mai Sinaga, Fatimah Yanti Siregar, Fitri Susanti SITI FATIMAH Sri Wahyuni Sugianto Sugianto Sugianto Suginam Sultoni, Ahmad Alauddin Supriyatno, Agun Syahputra, Angga Tambunan, Khairina Tuti Anggraini Utami, Rizky Ananda Venny Fraya Hartin Nst Waeno, Muhamadaree Wahyu Syarvina Wahyudi, Syachrul Widya, Helma Win Konadi Yani Suryani YENNI SAMRI JULIATI NASUTION, YENNI SAMRI JULIATI Yunila Tanjung, Dini Zainur, Zainur Zakaria, Zainal Arifin Zikri Firdaus, M. Ilmi