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Journal : TAKSONOMI

The Use of Machine Learning to Evaluate the Jatim Cerdas and Sehat Program: A Case Study in East Java Indriyanti, Aries Dwi; Gernowo, Rahmat; Sediyono, Eko
TAKSONOMI: Jurnal Penelitian Pendidikan Dasar Vol. 4 No. 2 (2024): Taksonomi Jurnal Penelitian Pendidikan Dasar
Publisher : Program Studi Pendidikan Guru Sekolah Dasar Universitas Muhammadiyah Buton

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Abstract

This study evaluates the effectiveness of the Jatim Cerdas and Sehat Program using a quantitative approach based on machine learning to deliver quick, accurate, and data-driven insights. By combining sentiment analysis with Geographic Information Systems (GIS), the research uncovers public opinions, key issues affecting program implementation, and the spatial distribution of education and healthcare problems in East Java. The study employs a quantitative methodology, collecting data from Twitter through data crawling via the Twitter API. Sentiment analysis is conducted using the Naive Bayes algorithm, while spatial analysis utilizing GIS is employed to visualize the geographic spread of the issues. The sentiment analysis findings reveal that public perception of the program is largely negative. Key concerns identified include the unfairness of the education zoning system, confusing curriculum changes, high education costs despite promises of free education, and ongoing debates over the National Examination. In healthcare, complaints focus on disparities in healthcare facilities, inconsistent service delivery, and high treatment costs, including issues related to BPJS. Spatial analysis highlights priority areas, particularly rural and suburban regions, that require further attention regarding access to education and healthcare.
Co-Authors Abda Abda Akasa, Dinda Fatika Amalia Putri, Amalia Anita Andriani Asfiah, Asfiah Aulia Rachman, Muhammad Wisnu Aditya Aulia Syalsabila Dian Yahya AYER, FIDIANTI RAMADANI SUHADI Ayubi, Fatahillah Al Berliana, Yollavinia Gresyska Cahyani, Rizka Dwi Eko Sediyono Ernawati, Sulistya Fadhilah, Putri Nur Faizani, Septi Nur Hadi Sucipto, Hadi Hapsari, Nawang Ambika Hilmi, Faalih Hibban I Gusti Lanang Putra Eka Prismana, I Gusti Lanang Putra Eka I Kadek Dwi Nuryana, I Kadek Dwi Ibrahim, Moch. Araafi Syamsul Iftitaahul Mufarrihah Imaduddin, Naufaldy Irvan Indriawan, Fani Kholifatu A.S, Arisni Kholifatu Amalia Shofiani, Arisni Kusuma, Ragil Candra Kusumanigrum, Fitri Laili, Elisa Nurul Mahmudah, Alya Choirum Mahrus Ali Marsam, Muqit Nur Salam Mashuri, Chamdan Mauludi, Kartika Mujianto, Ahmad Heru Mursyid, Rabhita Nada, Kirana Meliana Dwi Nur Cholis Majid Nurjanah, Edtalia Santi PADWASIH, ELLEN MARIA Patmalasari, Dwi Prakosa, Daniel Dhian Prasetyani, Siska Wahyu Pratama, Wahyu Suprayogi Adhyaksa Pratiwi, Juwita Ajeng Pritasari, Octaverina Kecvara Puspaningrum, Hellen Fatima Putra Hadi, Affan Adyatma Putri, Nanda Kinanti Amelia Raharjo, Resdianto Permata Rahmat Gernowo Rahmawati, Atin Yesi Rahmawati, Lutvia Reyhana Putri, Adelia Rizma Rizal, Muhammad Fatkhur Robbaniyah, Shibghotur Ayu Romadhon, Ismail Safa'ah, Siti Nurhalizatus Saputra, Kresna Yudha Bayu Shofi, Ravita Dinia Sholihah, Rohmatus Soraya, Fitri Aurellia Subandiyah, Heny SUBHAN, MUHAMAD Suhartono, Darell Timotius Supratno, Haris Supratno, Haris Supratno Tanhella Zein Vitadiar Tasmara, Hasbi Rivanda Thahirrah, Nadia Nur UBAIDILLAH, M FATIH FADLIL UMAR FAUZI Utama, Jihad Satrio Victoria, Margaretha Sarah Wati, Dian Nita Sekartika WIDI, KINASIH Widoyoningrum, Sri Widyaretno, Nabilla Yanti, Risma Novi Yasir Mubarok Yolanovia, Derina