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All Journal Tadrib: Jurnal Pendidikan Agama Islam JIP: Jurnal Ilmiah PGMI MODELING: Jurnal Program Studi PGMI Pendas : Jurnah Ilmiah Pendidikan Dasar NUR EL-ISLAM : Jurnal Pendidikan dan Sosial Keagamaan Jurnal Inovasi Hasil Pengabdian Masyarakat (JIPEMAS) Jurnal Hadratul Madaniyah Al Iman: Jurnal Keislaman dan Kemasyarakatan SOSIOEDUKASI : JURNAL ILMIAH ILMU PENDIDIKAN DAN SOSIAL Jurnal Layanan Masyarakat (Journal of Public Service) IJGIE (International Journal of Graduate of Islamic Education) Insyst : Journal of Intelligent System and Computation Tafkir: Interdisciplinary Journal of Islamic Education Al-Ubudiyah: Jurnal Pendidikan dan Studi Islam Edu Society: Jurnal Pendidikan, Ilmu Sosial dan Pengabdian Kepada Masyarakat Journal of Advanced Technology and Multidiscipline (JATM) Jurnal Pendidikan Islam Al-Affan AL ISNAD: Journal of Indonesian Hadith Studies Moderasi : Journal of Islamic Studies TOFEDU: The Future of Education Journal Jurnal Pembelajaran Bahasa dan Sastra Educompassion: Jurnal Integrasi Pendidikan Islam Dan Global Al Iman: Jurnal Keislaman dan Kemasyarakatan Inovasi Pendidikan dan Anak Usia Dini Jurnal Ilmu Bimbingan dan Konseling (BIKOLING)
Maryamah
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Religion Arts Humanities Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Social Sciences Other

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Journal : Journal of Advanced Technology and Multidiscipline (JATM)

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Sentiment and Social Network Analysis of X Social Media on the Implementation of the Merdeka Belajar Curriculum in Indonesia Herra, Nafisahika Putri; Ramadhani, Olga Kabsyah; Mumtaz, Nabila; Zakaria, Ditha Meiga; Maryamah
Journal of Advanced Technology and Multidiscipline Vol. 4 No. 2 (2025): Journal of Advanced Technology and Multidiscipline
Publisher : Faculty of Advanced Technology and Multidiscipline Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/jatm.v4i2.71938

Abstract

Indonesian Ministry of Education, Culture, Research, and Technology introduced the Merdeka Curriculum to overcome post-pandemics COVID-19 challenges with a transformative education policy. However, the effectiveness of education policy requires the contribution of public opinion. Exploring sentiment public opinions, and structural dimensions of interaction or network behavior are needed. This paper proposed sentiment and social network analysis of X social media on the implementation of the Merdeka Curriculum in Indonesia. The methodology consists of preprocessing, vectorizer with TF-IDF, sentiment and social network analysis. Sentiment classification was performed using four machine learning models, Support Vector Machine (SVM), Random Forest, XGBoost, and LightGBM. Based on the experimental results, Random Forest achieved the best performance with 70% accuracy. The analysis revealed that public sentiment was dominated by neutral and negative responses, indicating persistent criticism and limited support throughout the curriculum’s rollout. Social network analysis identified central accounts in the discourse, including @nadiemmakarim and @Kemdikbud_RI, while other accounts, for example @adekumala, served as key bridges within the network despite receiving fewer mentions. This paper integrates a data-driven approach to understanding public opinion and shows influence dynamics on social media providing valuable insights for policy communication and refinement in the digital era.
Co-Authors Agus Z. Arifin, Agus Z. Al Ihwanah Alimron Amilda Amirul Haqi Amrillah, M Soinun Anggraini, Zelvi Ani Maghfiroh Anisah, Nia Anna Damayanti Annisa Astrid Asri Karolina, Asri Asti Triasih Ayu Nur Shawmi Basuki, Lintang Sabrang Kinasih Cukup Islamiarso Darmanto Dita, Etiara Neva Eko Purnomo Ermis Suryana Fadhilah, Siti Nurul Fadli, Rahmat Fahmi Fakhruzzaman, Muhammad Noor Fitri Oviyanti Fitri Oviyanti Fitriyanti, Ovi Ghani, Mohammad Gina Sonia Hafizo Handoko, Helmi Herra, Nafisahika Putri Hosaini, Hosaini Ihwanah, Al Ilbari, Turi Indah Indah Dwi Cahyani Indraswari, Rarasmaya Ines Tasya Jadidah Irja Putra Pratama Ismarani Junia Putri Izzatuzzahroh Jossiselfiah Julianti, Evi KMS. Badaruddin Kurnia Dewi Kurniawan, M Riski Kustanto, Juli Kusuma Susanto, Evan Liza, Neshia Lukman Hakim M.Mawardi Maharani, Citra Aulia Martinis Yamin Mochammad Nginwanun Likullil Mahamid Moh Restu Hoeruman Mubharokh, Angge Sapto Muhamad Ikhsanudin Muhamad Uyun Muhammad Alif Muhammad Ardiansyah Mumtaz, Nabila Muslimah, Zahrah Mustakim, Iqbal Najah Baroud Natha Pratama, M. Ekhzan Nofiani, Julia Nyayu Soraya Nyimas Yunierti Prihatin Prasetya, Akhmad Fajar Pratama, Irja Putra Prihatin, Nyimas Yunierti Putri, Areefa Zahira Ramadhani, Olga Kabsyah Ramadhona, Suci Risfina, Almirah Meida Riyanti Romadhona, Zinde Ulfa Ruslaini, Ruslaini Salim Rosyadi Salsabila, Intan Devira Sandrina Ramadhani Saputri, Arliani sari, Mutia Septia Fahiroh Shance BT Sholikah, Rizka W. Siska Wulandari Soleha, Siti Soraya, Nyayu Subkhi, M. Bahrul Sukirman Susanto, Putri Dwidhamayanti Syarnubi Uci Purnama Sari Yaim, Ahmad Yecha Febrieanitha Putri Yelna Septiana Zakaria, Ditha Meiga ZANNAH, ZAHRATUL Zuhdiyah Zuhdiyah Zuhdiyah, Zuhdiyah Zulfadli Zulhijra