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Analisis Sentimen Fasilitas Belajar dan Alat Laboratorium menggunakan metode Naïve Bayes Classifier Syahar, A Ulfah Tenripada; Savitri, Avin; Widyawati, Dewi; Ma’Tang, Hariani
Jurnal Ilmiah Sistem Informasi dan Teknik Informatika (JISTI) Vol 7 No 2 (2024): Jurnal Ilmiah Sistem Informasi dan Teknik Informatika (JISTI)
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat Universitas Lamappapoleonro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57093/jisti.v7i2.265

Abstract

ABSTRACK This study aims to analyze student sentiment towards learning facilities and laboratory equipment using the Naïve Bayes Classifier method. The data used in this study were obtained from social media platforms, which include student comments and statements regarding the facilities and tools available at educational institutions. The collected data is then analyzed to identify the sentiments contained, namely positive, negative, and neutral. Based on the analysis results, 170 negative sentiments, 135 positive sentiments, and 147 neutral sentiments were obtained. The Naïve Bayes algorithm produces an accuracy value of 77%, precision of 75%, recall of 66%, and F1-score of 7%. These results show that Naïve Bayes can be used to classify student sentiment towards laboratory facilities and equipment, although there is still room for improvement in increasing recall and F1-score. This research provides an overview of the quality of learning facilities and laboratory equipment and identifies areas that require more attention in the improvement and maintenance of facilities in educational institutions.
Pemberdayaan Ekonomi Keluarga Melalui Produksi Virgin Coconut Oil Berbasis Kearifan Lokal di Desa Pesisir Selayar Nengsih, Ratika; Kasim, Sinta; Syahar, A Ulfah Tenripada
Jurnal Pengabdian Kepada Masyarakat Patikala Vol. 5 No. 3 (2026): Jurnal PkM PATIKALA
Publisher : Pusat Pengembangan Pendidikan dan Bakat Indonesia/Education and Talent Development Center of Indonesia (ETDC Indonesia)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51574/patikala.v5i3.4145

Abstract

Garaupa Raya Village in Selayar Islands Regency faces economic challenges as a remote coastal area with limited infrastructure and underutilized coconut resources. This community empowerment program aimed to enhance family economic independence through Virgin Coconut Oil (VCO) production based on Islamic values and local wisdom. The program involved two main partners: PKK (Family Welfare Empowerment) with 22 active members and Youth Organization (Karang Taruna) with 10 members. Using Participatory Action Research approach, activities were conducted through five stages: socialization, technical and managerial training, appropriate technology implementation, monitoring and evaluation, and sustainability planning. The program provided semi-hydraulic coconut milk press equipment, fermentation containers, and digital marketing training. Results showed significant improvements: production capacity increased from 1-2 liters to 5-10 liters per month, 90% of members mastered simple bookkeeping, and products were marketed through TikTok and Shopee platforms under the brand "Garaupa Raya VCO". The program successfully transformed the community from subsistence economy to productive entrepreneurship based on Islamic values and local wisdom, contributing to SDGs goals 1, 5, 8, and 12.