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DESIGN OF A WEB-BASED VILLAGE INCOME MAPPING SYSTEM USING HIERARCHICAL CLUSTERING IN CILETUH GEOPARK Jannah, Gina Raodotul; Gustian, Dudih; Rosita, Moneyta Dholah
JIKO (Jurnal Informatika dan Komputer) Vol 8, No 3 (2025)
Publisher : Universitas Khairun

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33387/jiko.v8i3.10694

Abstract

Cikelat Village, located within the Ciletuh–Palabuhanratu UNESCO Global Geopark, has significant potential in agriculture, MSMEs, and tourism. However, the absence of a structured information system limits the optimal utilization of these resources. This study maps the income distribution of Cikelat residents using the Hierarchical Clustering method and designs a web-based information system as a decision-support tool. Data from 438 respondents were preprocessed, normalized, and analyzed using Ward’s linkage and Euclidean distance, producing a dendrogram that identified three distinct socio-economic clusters: (1) Cluster 1 (212 respondents, 48.4%) – educated, self-employed residents with moderate income and high technology adoption; (2) Cluster 2 (131 respondents, 29.9%) – predominantly farmers with low income but positive perceptions of the Geopark’s benefits; and (3) Cluster 3 (95 respondents, 21.7%) – low-income groups with limited education and technology use. ANOVA confirmed significant differences among clusters (p 0.05). The system design follows the waterfall model and includes class diagrams and a prototype interface developed in Figma. Although still at the design stage, the proposed system provides a practical blueprint for future implementation and supports data-driven policymaking and sustainable rural development.
Mapping the Contribution of Kasepuhan Ciptagelar Tourism to Regional Income and Community Economy using the K-Means Clustering Method Gustian, Dudih; Sembiring, Falentino; Rahma, Fanny; Suwanto, Aat; Ramli, Azizul Azhar; Supangat
Scientific Journal of Informatics Vol. 13 No. 1: February 2026
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v13i1.35520

Abstract

Purpose: This study aims to map the contribution of Kasepuhan Ciptagelar tourism to regional income and the community economy as part of the UNESCO Global Geopark Ciletuh–Pelabuhanratu, Sukabumi. The research addresses the problem of limited infrastructure, poor accessibility, and low optimization of local tourism potential that hinders its contribution to regional income. The objective is to provide a data-driven understanding of tourism’s economic and socio-cultural impact. This study aims to map the contribution of Kasepuhan Ciptagelar tourism to regional income and the community economy as part of the UNESCO Global Geopark Ciletuh–Pelabuhanratu, Sukabumi. The research addresses the problem of limited infrastructure, poor accessibility, and low optimization of local tourism potential that hinders its contribution to regional income. The objective is to provide a data-driven understanding of tourism’s economic and socio-cultural impact. Methods: A mixed-method approach was used, integrating quantitative and qualitative analyses. Data were collected through questionnaires and interviews from three main respondent groups: local community (58%), tourists (31%), and government/MSMEs (11%). The K-Means Clustering algorithm was applied to classify perceptions into three contribution levels-high, medium, and low-while an ANOVA test was used to examine statistical differences among clusters. Results: The clustering results revealed three contribution categories: C1 (low) with 186 data points, C2 (medium) with 195 data points, and C3 (high) with 216 data points. The high cluster demonstrated a strong positive contribution to regional income, local economy, and infrastructure development, although challenges remain in socio-cultural sustainability. The ANOVA test confirmed significant differences in economic and infrastructure variables, while destination attractiveness was relatively uniform across clusters. Novelty: This study provides a multidimensional mapping model that integrates socio-economic and participatory data with K-Means clustering to analyze cultural tourism contribution. It introduces a data visualization information system prototype for policymakers to evaluate tourism performance interactively. The research offers new insights into evidence-based strategies for sustainable and community-centered cultural tourism development.
Co-Authors A. Oktian Permana Aan Setiawan Aan Setiawati Aang Hasanudin Acep Saepulrohman Ade Bahrum Adhitia Erfina Aditya Nurfitri Agraeni, Rosalia Agum Taufikurrahman Ahmadi, Muhammad Iqbal Ainaya, Regina Alamsyah, Zaenal Alfaudzan, Adriansyah Muhamad Alia Ahadi Argasah Alun Sujada Ammar Ammar Anak Agung Gede Sugianthara Anang Suryana Anggy Pradiftha Junfithrana Anita Rahayu Annisa Desi Pratiwi Anti Aprianti Arti Hariyanti Ati Sulastri Atika Fauzia Akbari Azkia Aura Shanda Cecep Warman Debby Rahmawati Debby Rahmawaty Dede Irwan Dede Sukmawan Dede Wahidin Dewa Saepurrahman Dewi Destinasari Dharma Saputra Dhea Lestari Dicki Nugraha Dzikril, Tubagus Edwinanto Ekky Noor Mahmudi Elsa Ramadanti Elsa Yulia Rahman Eneng Mia Rizkianti Enti Sulastri falentino sembiring Faridatun Ni’mah Faturrohman Al-Ghozi Fatwa Adib Soetedjo Fauzi Yuni Hastuti Fauziah Nur Octafiani Fuji Apriani Goni, Muhammad Wildan Harry Atmami Heri Firmansyah Imam Faisal Arridzwani Indra Supriadi Indra Yustiana Indriyani Indriyani Ismi Nurhadianti Rusmana Jannah, Gina Raodotul Jelita Asian Jihad Hari Jordan Chan William Kartika, Mila Kirishchieva Irina Rafaelevna Kudin Rustaman LESTARI, BUNGA Lucas Crammer M Dezan Sya’ban S M. Syukron Nawawi M. Yosef Ismatulloh Marina Marina Artiyasa Marina Artiyasa Maryam Nurhasanah Mega Lumbia Sinaga Megasari Putri Meisa Sindriama Rinelda Mia Kurniasari Mochamad Khilmi Mohamad Najib Muahamad Taufik Muhamad Amar Muhamad Renaldi Aripin Muhamad Rivqi Nurridwan Muhamad Salman Al-Farits Muhamad Zaenal Abidin Muhamad Zidane Mustofa Muhamd Ammar Muhammad Alman Firdaus Muhammad Ammar Muhammad Arip Muhammad Arsyad Muhammad Fachreza Faturrahman Muhammad Iqbal Ahmadi Muhammad Natsir Muhammad Wildan Goni Muslih, Muhamad Neng Mira Indri Anggraeni Neng Resti Noviansyah Nunik Destria Arianti Nur Apriyanti Nur Apriyanti Nur Fauza Muhidin Nuraeni Nursyi’ah, Sitiyana Pahmi, Samsul Paikun Panji Narputro Rahayu Awaliyah Rahma, Fanny Ramli, Azizul Azhar Rian Nugraha Rico Sihotang Rifaldi Zulkarnaen Rimalya Widian Rinrin Rinrin Rintho Rante_Rerung Rival Maulana Rosita, Moneyta Dholah RR. Ella Evrita Hestiandari Rudi Heryanto Saepudin, Sudin Salsa Lisna Audina Sarah Sifa Antadipura Sastradipraja, C K Satish Kumar Damodar Seko Lesmana Selsa Khairunisa Fadiya haya Sholihat, Anisa Sihabudin Sihabudin Sihabudin Siti Handayani Siti Hasna Fadhilah Siti Khalifah Siti Mulia Agustina Siti Olis Somantri Somantri Sri Rejeki, Nada Supangat Suratno, Erip Suwanto, Aat Taufik Bahrul Alam Wildan Riswandi Wulan Alinda Wahyumi Yayatillah Rubiati Yoga Vikriansyah Yudi Nata Yudi Nata Yunita Gusti Nurani Yusuf Iskandar Zaid Sulaiman