Article Per Year (5 Year)
p-Index From 2021 - 2026
4.494
P-Index
This Author published in this journals
All Journal Jurnal Utilitas JOURNAL OF ECONOMICS EDUCATION AND ENTREPRENEURSHIP Journal of Economic Education and Entrepreneurship JOURNAL OF HUMANITIES, SOCIAL SCIENCES AND BUSINESS (JHSSB) Jurnal Dunia Pendidikan Jurnal Edukasi El-Ibtida'i Sophia Journal of Artificial Intelligence and Digital Business Hanif Journal of Information Systems Jurnal Intelek Dan Cendikiawan Nusantara Jurnal Social Society Rekognisi : Jurnal Pendidikan dan Kependidikan Journal of Mathematics, Computation and Statistics (JMATHCOS) Outline Journal of Community Development International Journal of Economics, Science, and Education (IJESE) Jurnal Publikasi Sistem Informasi dan Manajemen Bisnis Jurnal UMKM, Manajemen dan Akuntansi (JUMA) Jurnal Pemberdayaan Kepada Masyarakat WORLDVIEW ( Jurnal Ekonomi Bisnis dan Sosial Sains )
Fahmi Ashari S. Sihaloho
Universitas Nahdlatul Ulama Sumatera Utara
Religion Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Social Sciences Other

Published : 31 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 31 Documents
Search

 1   2   3   4 
Comparative Evaluation of Remote Sensing, Socioeconomic, and Integrated Data for Predicting Regional Economic Growth in North Sumatra Using Machine Learning Dian Septiana; Sisti Nadia Amalia; Fahmi Ashari S Sihaloho
Hanif Journal of Information Systems Vol. 4 No. 1 (2026): August Edition
Publisher : Ilmu Bersama Center

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This study evaluates the predictive performance of remote sensing variables, socioeconomic indicators, and their integration for estimating regional economic growth across 33 districts and municipalities in North Sumatra, Indonesia. A quantitative cross-sectional design was employed using three predictor scenarios: remote sensing variables (Nighttime Light, NDVI, Built-up Area, and Land Surface Temperature), socioeconomic indicators (Human Development Index, Open Unemployment Rate, Fiscal Capacity Index, and Disaster Risk Index), and an integrated dataset. Four regression algorithms (Linear Regression, Support Vector Regression, Random Forest, and K-Nearest Neighbors) were optimized using RandomizedSearchCV and validated through Leave-One-Out Cross Validation. Model performance was evaluated using RMSE, MAE, and R², while permutation importance assessed predictor contributions. Support Vector Regression achieved the best predictive performance across all predictor scenarios. The socioeconomic dataset yielded the highest prediction accuracy (RMSE = 0.625, MAE = 0.480, R² = 0.198), outperforming the remote sensing-only dataset (RMSE = 0.685, MAE = 0.471, R² = 0.038) and the integrated dataset (RMSE = 0.647, MAE = 0.492, R² = 0.140). Although the R² values were relatively low, they reflect the complexity of regional economic growth and the influence of factors beyond those included in this study. Permutation importance identified the Human Development Index and Disaster Risk Index as the most influential predictors. These findings indicate that socioeconomic indicators are stronger predictors of regional economic growth, while remote sensing variables provide complementary spatial information. Although integrating remote sensing variables did not improve predictive accuracy, it offers valuable environmental context for more comprehensive data-driven regional development planning.
Co-Authors Aisyah Darti Megasari Bay Haqki Cindy Andriani Depina Br Tumangger Deslia Ningsih Sagala Dian Septiana Dilla Syadzwina Erni Susilawati Purba Etty Widawati Excaudia Mazmuris Siringoringo Fadli Agus Triansyah Gerry Morado Alfonsus Sirait3 Harahap, Sarwedi Henny Purnama Dewi Heri Pratikto Hernita Siagian Imamul Khaira Indi Paska Simamora Irwandi, Hafiz Jelita Maria Christine Samosir Josua, Josua Adrio Sihombing Keila Putri Zhafrani Kristin Margaretha Simarmata Leni Malinda Madziatul Churiyah Mentari Rezeki Ramadhani Muammar Rinaldi Muhammad Akbar Syahbana Pane Nabila Tijani Tharifah Napitupulu, Zulhamdani Natasya Aura Nia Nutanesa Damanik Nisha Angelia Putri Novialdi Ashari Putri Mauliza Raja Parnaungan Munthe Ramadhani, Fanny Rina Indra Sabella Ririn Safarina Rizka Hidayah husin Lubis Rumanti Pintubatu Salome Tampubolon Samuel Revaldo Jeverson Siboro Sihaloho, Ulfah Oktarida Sihombing, Josua Adrio Simamora, Vailimlim Simatupang, Simeon Adrian Simeon Adrian Simatupang Sisti Nadia Amalia Syainatun Purnawati Syamsul Arifin Syamsul Arifin Syarifah Ainun Tasya Manurung Vivi Uvaira Hasibuan Yusrina Arfah Lubis Zainal Fanani