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All Journal Jurnal Ikatan Alumni Fisika Universitas Negeri Medan International Journal of Law Reconstruction EDUFORTECH PeTeKa Informatik : Jurnal Ilmu Komputer IMPROVEMENT: Jurnal Ilmiah untuk peningkatan mutu manajemen pendidikan Journal of Information Systems and Informatics El-Mujtama: Jurnal Pengabdian Masyarakat MANAJERIAL: Jurnal Inovasi Manajemen dan Supervisi Pendidikan Strategic: Journal of Management Sciences Jurnal Pengabdian Masyarakat Tjut Nyak Dhien Prisma Sains: Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram HUMANISMA : Journal of Gender Studies INDONESIAN JOURNAL OF URBAN AND ENVIRONMENTAL TECHNOLOGY JUDGE: Jurnal Hukum Jurnal Pengabdian Masyarakat dan Riset Pendidikan Indev: Literasi Media Dakwah dan Pengembangan Masyarakat El-Mujtama: Jurnal Pengabdian Masyarakat Journal of Health Management, Administration and Public Health Policies Jurnal Akademika Baiturrahim Jambi Jurnal Pengabdian kepada Masyarakat (PEMAS) International Journal of Informatics and Computing Al-Kautsar: Knowledge Advancemenets in Teaching Strategies and Research
Siti Annisa, Siti
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Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Nursing Physics Public Health Social Sciences Other

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Journal : International Journal of Informatics and Computing

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Sentiment Analysis of Application X on The Impact of Social Media Content on Adolescent Mental Well-Being using Naïve Bayes Algorithm Rizal, Randi; Pendit, Ulka Chandini; Ramli, Nuraminah; Annisa, Siti
JICO: International Journal of Informatics and Computing Vol. 1 No. 1 (2025): May 2025
Publisher : IAICO

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Abstract

Since the pandemic, the use of social media has increased significantly. However, its presence has raised significant concerns about its impact on the mental well-being of teenagers. The pervasive influence of social media has led to substantial changes in the social system within society. Despite this influence, there is currently no comprehensive understanding of the specific impact of social media on mental health. To address this gap, this research proposes the use of sentiment analysis of social media posts with the Naive Bayes algorithm as an approach to identify and classify positive and negative sentiments in these posts related to the mental well-being of teenagers. This solution aims to provide a deeper understanding of the impact of social media content on this vulnerable demographic. In this study, a total of 555,361 social media posts were successfully collected and analyzed using the Naive Bayes algorithm, which was trained with a sample of 27,977 test data. The research results demonstrate that sentiment analysis with the Naive Bayes algorithm is effective in classifying social media sentiment, with 50.55% of the posts classified as positive and 46.97% classified as negative. The identified sentiment patterns have provided valuable insights into the positive and negative impact of social media content on the mental well-being of teenagers.
Co-Authors Abdiansah, Abdiansah Adawiya, Rabiyatul Adila, Risti ADILLA, RISTI Adityosulindro, Sandyanto AGUSTIN, VERONIKA SITI Aisyah Nur Rohmah Amani, Suci Jaoharoh Amir, Rhamal Anwary, Ahmad Zacky Apnian, M. Ihsan Aquarista, M. Febriza Arif Purnomo Auliya Tama, Faradila Cahyani, Sri Bulan Chintya, Dina Dhea, Dhea Dian Palupi Rini Dini Safitri ENGKANA, ANDI AFDHAL MARIO Falih, Noor Farida, Nur Aini Fatimatuz Zahro Febriyani, Ilda Duwik Fitrianto, Bambang Ganda Febri Kurniawan Halim, Denny Hannan, Alif Muhammad Hari Sandi, Santi Pertiwi Henki Bayu Seta Herdiyanti, Herdiyanti Herliyani, Ramadhina Hernika, Citra Gustiningrum Heru Santosa Hidayaty, Dwi Epty Ilmi, M. Bahrul Inayah, Nadzira Ira Ira, Ira Ismaidar I, Ismaidar Isyana Rahayu, Isyana Jamilah, Sri Juliansyah, Viza Karmila, Rahma Ayu Karnati, Neti Karneti, Neti Khulasoh, Siti KOSUKE MIZUNO, KOSUKE Kurniati Putri, Dea Kusrestuwardhani Meldianto, Redni Putri Miranti, Peni Alya Munandar , Aris Nabila, Farah Nabila, Sarah Julia NAJWA, HAIRUN Nur Rohmah, Aisyah Pendit, Ulka Chandini Prima, Tesi Purnama, Desca Thea Putra, Tri Maulana Ramli, Nuraminah Randitha Missouri Ratelit Tarigan Ratih Puspitasari Rizal, Randi Romadi SAGITA, LILIS SAMSIDAR, NOVI Sandi, Santi Pertiwi Hari Sa’diah , Sita Septiani, Eka Setiani, Uni Sigalingging, Nursari Wahyuni Simbolon, Nadya Tesalonika Siti Habibah Siti Mujdalipah Sodri, Ahyahudin Subagja, Robie Wahab Sumiyani, Sumiyani Suyito, Suyito SYAHBANA, MUHAMMAD KADRI Tauhidah, Vicka Trina, Fitra Maria Wati, Reny Rahma Wira, Laesa Zahabun, Satria Zarzani, Tengku Riza ZULIANA, RIZQI