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Mursyidah Mursyidah
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Nursing Physics Public Health Social Sciences Other

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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Implementation of The Logistic Regression Algorithm to Analyze Poverty Factors in Aceh Province Mursyidah, Mursyidah; Kesuma Dinata, Rozzi; Yunizar, Zara
Journal of Applied Informatics and Computing Vol. 9 No. 4 (2025): August 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i4.9715

Abstract

Aceh Province continues to face a high poverty rate despite its abundant natural resources. This study aims to analyze the factors influencing poverty status in Aceh Province by applying a binary logistic regression algorithm. The research specifically focuses on an inferential analytical approach to reveal significant relationships among socioeconomic variables. Secondary data were obtained from the Aceh Provincial Statistics Agency (Badan Pusat Statistik/BPS) for the period 2019–2023. Inferential analysis was conducted using the entire dataset through the statsmodels library to identify variables that are statistically significant to poverty status. In addition, a classification approach was implemented using scikit-learn, with a data split between training data (2019–2022) and testing data (2023), yielding an accuracy of 0.70, precision of 0.81, recall of 0.70, F1-score of 0.66, and AUC of 0.69. These findings provide empirical evidence that improving access to education and equitable infrastructure development in densely populated areas can serve as effective policy focuses in efforts to alleviate poverty in Aceh Province.
Co-Authors Afdilla, Muhammad Akbar, Maldino Akhmad, Mawadda Warahma Ami Rahmat Amri Amri Anwar Anwar Arif, Zainal Ariga, Kanda Armita, Desi Asmaul Husna Aswandi Aswandi, Aswandi Attariq, Attariq Atthariq Atthariq Atthariq, Atthariq Ayu Wahyuni Balqis Balqis D, M Risan Devnanza, Rahul Erdiansyah, Umri Fajar, In Rahmi Fatria Ferdian, Aldi Firdaus, Muhammad Raja Guna, Indra Guntur Syahputra, Guntur Gustiawan, Hafhis Hari Toha Hidayat Hellen Tiara Herri Mahyar Hidayat, Hari Toha Hidayati, Dian Husaini Husaini Husaini Husaini Husbani, Ayyi Ibrohim Ihsan, Ahmad Ilham Safar Indrawati Indrawati Iriansyah, Nandang Iskandar Iskandar Jamilah Jamilah Julita Julita Jumhur Jumhur Kadafi, Muhammad Surya Kamal, Syafikah Karima, Annisa Kurniawati, Fauziah Julia Lita Lovia Lola Malihah M. Rahmad Mahdi Mahdi, Mahdi Maria Ulfah Mawaddah, Sofia Mitri Irianti Muchsalmina, Muchsalmina MUHAMMAD ALI Muhammad Davi Muhammad Fikar, Muhammad Muhammad Haikal MUHAMMAD HARIS Muhammad Ilham Muhammad Nasir Muhammad Reza Zulman Muhammad Rizka, Muhammad Muhammad Rizki Saputra, Muhammad Rizki Mukhamad Nurhadi, Mukhamad Muliana, Syarifah Mursalin, M Muttaqin Muttaqin Muttaqin Muttaqin Nasir*, Muhammad Neneng Purnamawati Nida, Hayatun Novitri, Suri Dheya Novrianti Nurmasyitah Nurmasyitah Pitaloka, Rindu Duanda Sandya Putra Ginting, Rachel Ardana Putri, Dian Ayu Rahmi Rahmi Ramadhona Ramadhona Ramadhona Ramadhona Rifki, Muhammad Aidil Rijal, Afzalur Rita Syntia Rony, Zahara Tussoleha Rosalina, Linda Rozzi Kesuma Dinata Rudi F, Fachri Yanuar Rusdiana Rusdiana Saifan Nur Salsabilah, Lutfiah Saputri, Erlinda Sigit Wahyudi, Sigit Sufa, Rahmat Auliya Sugeng, Santoso Sukirman Sukirman Ulfahidayati, Ulfahidayati Utami, Mutia Varisha, Tia Wulan Fatin Nasyuha YUNIAR Thohir Zara Yunizar