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All Journal JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Engagement: Jurnal Pengabdian Kepada Masyarakat
Mutmainah, Zamrah
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Religion Arts Humanities Computer Science & IT Education Social Sciences

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KAJIAN EKSPLORASI TENTANG POLA KESEJAHTERAAN MULTIDIMENSI DI JAWA BARAT MENGGUNAKAN ANALISIS GEROMBOL Az-Zahra, Putri Nisrina; Tangdilomban, Claudian Tikulimbong; Mutmainah, Zamrah; Fitrianto, Anwar; Alifviansyah, Kevin; Erfiani, Erfiani
JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Vol 10, No 4 (2025)
Publisher : STKIP PGRI Tulungagung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29100/jipi.v10i4.9307

Abstract

Kesejahteraan multidimensi mencerminkan kualitas hidup yang melampaui indikator tunggal seperti IPM. Penelitian ini berfokus pada eksplorasi dan visualisasi pola kesejahteraan multidimensi di Jawa Barat menggunakan algoritma K-Means dan HDBSCAN. Data Susenas Maret 2024 mencakup 12 variabel dalam empat dimensi: pendidikan, kesehatan, ekonomi, dan fasilitas rumah tangga. Reduksi dimensi dilakukan dengan PCA sebelum clustering. Hasil menunjukkan HDBSCAN lebih optimal dibandingkan K-Means, dengan Silhouette Score 0,558, Calinski-Harabasz Index 41,584, dan Davies-Bouldin Index 0,603. Visualisasi cluster mengungkap ketimpangan antarwilayah, di mana daerah perkotaan cenderung lebih sejahtera, sedangkan pedesaan dan pinggiran menunjukkan variasi yang lebih beragam.
Development of Situ Gede Lake Tourism and Local MSMEs through Web-Based Digital Promotion and Data Analysis Cintani, Meavi; Mutmainah, Zamrah; Putra, I Gusti Ngurah Sentana; Kamila, Sabrina Adnin; Amelia, Lisa; Oktarina, Sachnaz Desta; Kurnia, Anang; Soleh, Agus Mohamad; Rizki, Akbar
Engagement: Jurnal Pengabdian Kepada Masyarakat Vol. 10 No. 2 (2026): May 2026
Publisher : Asosiasi Dosen Pengembang Masyarajat (ADPEMAS) Forum Komunikasi Dosen Peneliti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29062/engagement.v10i2.2161

Abstract

Background: The development of tourism at Situ Gede Lake and local MSMEs through a web-based digital promotion and data analysis approach addresses the need for local tourism to compete more effectively. This community service focuses on empowering local MSMEs within the tourism ecosystem using digital technology. Purpose of the Study: This study aims to develop a web-based platform that integrates digital promotion and data analysis to support tourism digitalization at Situ Gede Lake, enhance MSME empowerment, and introduce data-driven visitor trend analysis using the Long Short-Term Memory (LSTM) deep learning method. Methods: The platform was developed using daily visitor data from the Situ Gede Village Office. The LSTM model was applied to forecast tourist numbers through 2026. Socialization and training were conducted on July 3, 2025, with 31 participants from POKDARWIS, MSME actors, village officials, and the community. The web application (https://situgede-ssmi.ipb.ac.id/) integrates a visitor statistics dashboard, MSME catalog, interactive map, event schedule, and waste management education. Results: The dashboard reveals an average of 53 visitors per day, 17 active communities, and estimated daily revenue of 2.5 million rupiah. LSTM predictions indicate a seasonal surge in mid-2026 potentially exceeding 400 visitors per day. MSME actors showed readiness to utilize the digital catalog, and participants responded positively to improved information access. Early findings demonstrate that combining web-based digital promotion and data analysis enhances MSME visibility, supports sustainable tourism development, and strengthens environmental awareness at Situ Gede Lake.
Co-Authors Agus Mohamad Soleh Alifviansyah, Kevin Anang Kurnia Az-Zahra, Putri Nisrina Cintani, Meavi Erfiani Erfiani Fitrianto, Anwar Kamila, Sabrina Adnin Lisa Amelia Fransen Putra, I Gusti Ngurah Sentana Rizki, Akbar Sachnaz Desta Oktarina Tangdilomban, Claudian Tikulimbong