Abstract:Village development planning that is not grounded in data can lead to poorly targeted programs, particularly for settlement-environment issues such as solid waste, sanitation, drainage, and neighborhood space quality. This…
is community service program aimed to improve residents’ literacy in data-based planning and strengthen meaningful participation in formulating settlement-environment program proposals. The activity was conducted in Kalijaga Village, Aikmel Subdistrict, East Lombok Regency, on 17 November 2025 as a special village deliberation meeting (Musyawarah Desa Khusus; Musdesus) involving 75 participants representing village stakeholders, including youth and community organizations (Karang Taruna and the Village Community Resilience Institution/Lembaga Ketahanan Masyarakat Desa; LKMD). A participatory education approach was applied through short lectures, focused discussions, and hands-on proposal drafting using simple minimum data and a standard structure (problem–location–target group–indicators–resource needs). Evaluation was descriptive using facilitator field notes and a proposal-completeness rubric. Of 49 written proposals collected (N=49), 40 (81.6%) met all minimum elements, while 9 (18.4%) were incomplete. The results indicate a shift from general complaints toward more structured proposals with clearer locations, target groups, and basic indicators. Data-based village planning education is a low-cost intervention to improve the quality of community participation outputs and enhance the readiness of proposals for subsequent village planning processes..
Abstract:Makassar is currently facing a mobility crisis that is not merely technical, but deeply embedded in the social, political, and spatial dimensions of urban life. Mobility spaces in the city—roads, transport nodes, and travel…
ravel rhythms—have become contested arenas where technocratic planning collides with residents’ everyday realities. This study aims to examine how mobility spaces in Makassar are produced, negotiated, and lived by urban dwellers amid infrastructural dysfunction and unequal access.
Using a qualitative, city-based ethnographic approach, the research was conducted across key mobility corridors and densely populated neighborhoods. Conceptually, this study draws on the frameworks of spatial anarchy (Castells & Smith), temporal disorientation (Zerubavel), and the politics of infrastructure (Larkin) to analyze how disorganized space and time shape citizens’ mobility experiences.
Findings reveal that Makassar’s mobility space is marked by spatial fragmentation, erratic urban rhythms, and various forms of micro-resistance—such as the use of informal routes, modifications to pete-pete (minibus) trajectories, and the occupation of street space by informal economic activities.
This research contributes theoretically to urban anthropology and the discourse on mobility justice by foregrounding the need to understand cities from below—through the lived experiences of residents who continuously adapt within unruly and unstable urban environments
Abstract:This study aims to analyze the communication strategy employed by the NEI-DT Foundation in building community trust through a community-based healthcare service program in Tritunggal Hamlet, Banyuasin Regency, South Sumatra,…
tra, Indonesia. The study is motivated by the importance of organizational communication strategies in enhancing public participation and program legitimacy within rural communities characterized by limited access to information, geographical constraints, and community-oriented social structures. Adopting a constructivist paradigm, this research employs a qualitative approach using an intrinsic case study design. Data were collected through in-depth interviews, non-participant observation, and document analysis involving seven informants, including foundation representatives, community leaders, and program beneficiaries. Data were analyzed using the interactive model of Miles, Huberman, and Saldaña, encompassing data condensation, data display, and conclusion drawing. The findings reveal that the foundation’s communication strategy involves identifying community characteristics, developing simple and contextually relevant messages, utilizing a combination of digital and traditional communication channels, and engaging local leaders as communication intermediaries. Program information is disseminated through village heads, neighborhood leaders, women’s community groups (PKK), social media platforms such as WhatsApp and Facebook, and mosque loudspeaker announcements. The study further demonstrates that the communication pattern reflects the Two-Step Flow of Communication model, in which community leaders function as opinion leaders who mediate organizational messages before they reach the wider community. Community trust is cultivated through the social legitimacy of local leaders, interpersonal communication, direct experiences with program benefits, and the consistency of services provided by the foundation. The study concludes that the effectiveness of community-based organizational communication strategies in rural settings is determined not only by message content and media utilization but also by the organization’s ability to establish interpersonal relationships, adapt communication practices to local cultural contexts, and actively involve community leaders within the communication network. This research contributes to the advancement of community-based organizational communication studies by providing empirical insights into trust-building processes in rural community development programs
Abstract:This study aims to analyze the effectiveness of public service delivery in issuing Certificate of Indigency (SKTM) at Karang Indah Village Office, Merauke Regency. The background of this research is based on the increasing…
ng number of SKTM applications each year, which has not been matched by optimal service quality improvements. This study employs a qualitative method with a descriptive approach. Data collection techniques include observation, interviews, and documentation involving 11 informants consisting of village officials and community members. The results show that, in general, the SKTM service at Karang Indah Village Office is relatively effective, particularly in terms of procedures and costs, which are simple, transparent, and free of charge. The service completion time is also relatively fast, often completed within one working day. However, several challenges still affect service effectiveness, such as inconsistencies in procedural implementation, limited facilities and infrastructure, manual administrative systems, and insufficient public awareness regarding the requirements for obtaining SKTM. Additionally, coordination between neighborhood units (RT) and the village office remains suboptimal, potentially causing service delays. This study concludes that the effectiveness of SKTM service delivery in Karang Indah Village needs improvement through digital service innovation, capacity building for administrative staff, and strengthening supervision and public outreach.
Abstract:Abstract: This study aims to classify the nutritional status of toddlers based on anthropometric data using the K-Nearest Neighbor (KNN) algorithm. Data were obtained from 20 Integrated Health Posts (Posyandu) in Rumbai…
Timur District, including Lembah Sari Village and Limbungan Village with a total of 1,000 toddler data. After cleaning and preprocessing, 782 data were obtained ready for use. The preprocessing stages include data cleaning and transformation, outlier removal, minority class handling, and data normalization. Next, data balancing was carried out using the Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance. The data was divided into 80% training data and 20% test data, then the K parameter was tested from 1 to 15 using 5-fold cross-validation. The results showed that the value of K = 1 provided the best performance with a macro recall of 0.8827 and an accuracy of 86.26%. These results indicate that the combination of the KNN algorithm with the SMOTE method and Min-Max normalization is effective in improving classification performance on imbalanced data and producing accurate and balanced predictions of toddler nutritional status between classes.
Keywords: k-nearest neighbor; toddler nutritional status; SMOTE; min-max scaling; classification; anthropometric data
Abstrak: Penelitian ini bertujuan untuk mengklasifikasikan status gizi balita berdasarkan data antropometri menggunakan algoritma K-Nearest Neighbor (KNN). Data diperoleh dari 20 Posyandu di Kecamatan Rumbai Timur, meliputi Kelurahan Lembah Sari dan Kelurahan Limbungan dengan total 1.000 data balita. Setelah melalui proses cleaning dan preprocessing, diperoleh 782 data yang siap digunakan. Tahapan pra-pemrosesan meliputi pembersihan dan transformasi data, penghapusan outlier, penanganan kelas minoritas, serta normalisasi data. Selanjutnya dilakukan penyeimbangan data menggunakan Synthetic Minority Oversampling Technique (SMOTE) untuk mengatasi ketidakseimbangan kelas. Data dibagi menjadi 80% data latih dan 20% data uji, kemudian dilakukan pengujian parameter K dari 1 hingga 15 menggunakan 5-fold cross-validation. Hasil penelitian menunjukkan bahwa nilai K = 1 memberikan performa terbaik dengan recall macro sebesar 0,8827 dan akurasi 86,26%. Hasil ini menunjukkan bahwa kombinasi algoritma KNN dengan metode SMOTE dan normalisasi Min-Max efektif dalam meningkatkan kinerja klasifikasi pada data tidak seimbang serta menghasilkan prediksi status gizi balita yang akurat dan seimbang antar kelas.
Kata kunci: k-nearest neighbor; status gizi balita; SMOTE; min-max scaling; klasifikasi; data antropometri
Abstract:Abstract: Information Technology (IT) has played a crucial role in various sectors, including the transportation sector, as seen in the Department of Transportation of Asahan Regency, North Sumatra. One of the challenges…
in this area is the performance of parking attendants, which affects the effectiveness of parking management and traffic safety. Poor performance of parking attendants can cause various issues, including traffic congestion, rule violations, and user discomfort. Therefore, evaluating the performance of parking attendants is essential to improve service quality and parking safety. In this context, the implementation of a technology-based information system is an appropriate solution to enhance the effectiveness of the performance evaluation process for parking attendants. Classification methods, such as k-nearest neighbor (KNN), are used to evaluate the performance of parking attendants more accurately and efficiently. This method allows early detection of poor performance, such as fraud or traffic rule violations, and provides feedback for improvements. The primary goal is to measure effectiveness, identify areas for improvement, and recognize parking attendants with good performance.
Keywords: Information Technology, Parking Attendants, Performance Evaluation, KNN, Asahan Regency.
Abstrak: Teknologi Informasi (TI) telah memainkan peran penting dalam berbagai sektor, termasuk sektor transportasi, seperti yang terlihat pada Dinas Perhubungan Kabupaten Asahan, Sumatera Utara. Salah satu tantangan di wilayah ini adalah kinerja juru parkir yang mempengaruhi efektivitas pengelolaan parkir dan keselamatan lalu lintas. Kinerja juru parkir yang kurang optimal dapat menimbulkan berbagai masalah, termasuk kemacetan, pelanggaran aturan, dan ketidaknyamanan pengguna parkir. Oleh karena itu, penilaian kinerja juru parkir menjadi sangat penting untuk meningkatkan kualitas layanan dan keamanan parkir. Dalam konteks ini, penerapan sistem informasi berbasis teknologi menjadi solusi yang tepat untuk meningkatkan efektivitas proses penilaian kinerja juru parkir. Metode klasifikasi, seperti k-nearest neighbor (KNN), digunakan untuk mengevaluasi kinerja juru parkir dengan lebih akurat dan efisien. Metode ini memungkinkan deteksi dini terhadap kinerja buruk, seperti penipuan atau pelanggaran aturan lalu lintas, serta memberikan umpan balik untuk perbaikan. Tujuan utamanya adalah mengukur efektivitas, mengidentifikasi area perbaikan, dan memberikan apresiasi bagi juru parkir yang memiliki kinerja baik.
Kata Kunci: Teknologi Informasi, Juru Parkir, Penilaian Kinerja, KNN, Kabupaten Asahan.
Abstract:Abstract: PT. Padasa Enam Utama, a palm oil plantation company, currently assesses the quality of Fresh Fruit Bunches (FFB) based solely on physical aspects. They use Microsoft Excel without a specialized application system,…
tem, which can lead to subjective assessments and the risk of fraud. This research aims to develop a predictive system for the quality of Fresh Fruit Bunches. Data collection was conducted using quantitative methods through direct observation and interviews with relevant parties. The study shows that the use of the K-Nearest Neighbor method provides the best accuracy with a more efficient calculation process. With this system, the company’s performance in making decisions regarding FFB quality is expected to improve. The system helps reduce human errors in quality assessments and offers visualizations that make it easier for users to understand the classification of production quality. Although the results are reliable, there is still room for further development, such as improving accuracy through more advanced data preprocessing techniques or using more complex machine learning models.
Keywords: Data Mining; K-Nearest Neighbor algorithm; Fresh Fruit Bunches (FFB); Python; Streamlit.
Abstrak: PT. Padasa Enam Utama, sebuah perusahaan perkebunan kelapa sawit, saat ini menilai kualitas produksi Tandan Buah Segar (TBS) berdasarkan aspek fisik saja. Mereka menggunakan Microsoft Excel tanpa sistem aplikasi khusus, yang dapat menyebabkan penilaian tidak objektif dan risiko kecurangan. Penelitian ini bertujuan untuk mengembangkan sistem prediksi mutu kualitas Tandan Buah Segar. Dalam pengumpulan data, digunakan metode kuantitatif melalui observasi langsung dan wawancara dengan pihak terkait. Penelitian menunjukkan bahwa penggunaan metode K-Nearest Neighbor memberikan akurasi terbaik dengan proses perhitungan yang lebih efisien. Dengan adanya sistem ini, diharapkan kinerja perusahaan dalam membuat keputusan terkait mutu produksi TBS dapat meningkat. Sistem ini membantu mengurangi kesalahan manusia dalam penilaian mutu TBS dan memberikan visualisasi yang memudahkan pengguna memahami klasifikasi mutu produksi. Meskipun telah memberikan hasil yang dapat diandalkan, masih ada ruang untuk pengembangan lebih lanjut, seperti peningkatan akurasi melalui teknik preprocessing data yang lebih canggih atau penggunaan model-machine learning yang lebih kompleks.
Kata kunci: Data Mining; Algoritma K-Nearest Neighbor; Tandan Buah Segar (TBS); Python; Streamlit
Abstract:Abstrak: Margadana Urban Village is part of the government structure in Tegal City. Lack of spatial information about urban village boundaries, neighborhood boundaries, and other important information deemed necessary. Realizing…
ealizing this, the Margadana Kelurahan thematic maps need to be realized for information disclosure, and the need to optimize the potential of the region for the short, medium, and long term. There is a need for integration between RW and RT in order to provide data and information to make it more efficient. In community service, remote sensing is used, followed by FGDs with local community leaders, namely the urban village administration and RW representatives. The purpose of community service apart from facilitating the sharing and exchange of data/information between Community Leaders can also assist in making safe thematic maps which can be used as the basis for spatial planning based on their potential. The people of the Margadana Urban Village can also participate in the process of planning, utilizing, and controlling the spatial use of their urban village area based on their potential.
Keywords: margadana urban village; road transportation safety polytechnic; thematic map
Abstract: Kelurahan Margadana merupakan salah satu wilayah adminstratif yang berada di Kota Tegal. Belum tersedianya informasi spasial tentang batas kelurahan, batas RW, dan informasi penting lainnya yang dianggap perlu. Menyadari hal ini, maka peta tematik Kelurahan Margadana perlu diwujudkan keterbukaan informasi, dan kebutuhan pengoptimalan potensi wilayah untuk jangka pendek, menengah maupun panjang. Diperlukan adanya keterpaduan antar RW dan RT dalam rangka penyediaan data dan informasi agar lebih efisien. Dalam pengabdian kepada masyarakat ini metode yang digunakan dengan cara melakukan penginderaan jauh, dilanjutkan dengan FGD dengan tokoh masyarakat setempat, yakni pihak kelurahan dan perwakilan RW. Tujuan pengabdian masyarakat selain dengan memfasilitasi sharing dan tukar data/informasi antar Tokoh Mayarakat juga dapat membantu dalam pembuatan peta tematik berkeselamatan yang dapat dijadikan sebagai dasar penataan ruang berdasarkan potensinya. Masyarakat Kelurahan Margadana juga dapat berperan serta dalam proses perencanaan, pemanfaatan, dan pengendalian pemanfaatan ruang wilayah kelurahannya berdasarkan potensi yang dimiliki.
Kata kundi: kelurahan margadana; peta tematik; politeknik keselamatan transportasi jalan
Abstract:Abstract: Kampung Romantic is one of the urban villages in Malang City which currently transforms to be a village with special interest. One of the potentials in Kampung Romantis is the decorative-plant tour and business…
developed by its residents. This potential can be utilized to strengthen the character of the village that upholds good relations between neighbors and families. Reviewing the standard of a tourism village, Kampung Romantis is still far from the existing standard due to a lack of adequate facilities and infrastructure. However, its location is strategic as located in the middle of the city and near shopping centers, educational and heritage areas. Considering its strategic location and the high interest of the residents in developing their village, it is important to brand the area of this village visually. An effort was made through this service program through the signage design for a logo of Kampung Romantis which can strengthen the image of that area. The stages of the service program started from observation and communication with the residents, then planning and construction for the signage design. This program had successfully produced a signage design that was constructed to brand the area of Kampung Romantis by involving the residents.
Keywords: regional signage; romantic village; thematic village
Abstrak: Kampung romantis merupakan salah satu kampung kota di Kota Malang yang saat ini berupaya untuk menjadi kampung minat khusus. Wisata belanja tanaman hias yang merupakan potensi yang sekarang dapat dikembangkan oleh warganya sendiri. Potensi tersebut dapat dimanfaatkan sebagai untuk memperkuat identitas kawasan sebagai kampung kota yang tetap mengedepankan hubungan yang baik dengan tetangga dan juga keluarga. Apabila dikaji berdasarkan standar kampung wisata, maka kampung romantis masih jauh dari standar yang ada karena sarana dan prasarananya masih minim. Lokasi kampung romantis sangat strategis karena terletak ditengah Kota Malang dan juga dekat dengan pusat perbelanjaan, area pendidikan dan juga kawa-san heritage (warisan) yang ada di Kota Malang. Melihat lokasinya yang strategis serta tingginya minat warganya untuk mengembangkan menjadi kampung wisata, maka diperlukan upaya untuk dapat membranding kawasan tersebut dan juga mempercantik secara visual kawasan tersebut. Upaya yang dilakukan dalam kegiatan pengabdian ini melalui desain signage berupa logo dari kampung romatis untuk dapat memperkuat branding kawasan tersebut. Tahapan kegiatan pengabdian dimulai dari observasi dan komunikasi dengan warga hingga perencanaan dan konstruksi signage. Kegiatan pengabdian ini berhasil membuat rancangan signage yang akhirnya dapat dibangun untuk branding di Kawasan kampung romantis dengan keterlibatan warganya.
Kata kunci: desa tematik; kampung romantis; signage
Abstract:Some housewives in Batam City do not work, relying solely on income from their husbands. During this time, housewives use their free time to socialize and have a good time with their neighbors without producing anything…
useful, so it's time to take advantage of these habits in order to produce something to support their family's economy. In order for income housewives to have new knowledge and abilities, crafting activities are carried out by using patchwork. This training is carried out to use patchwork to have more selling value such as hijab accessories. This training was carried out twice, which was given the understanding of housewives about the use of patchwork and then given the practice of learning by doing. In the implementation of the service carried out by practicing directly how to make a brooch with several models of patchwork. Aside from the guidance of making brooches from patchwork, researchers also provide assistance in managing financial management, so that in the future it can be used as a home business that can help support the family's economy. From the results of the evaluation at the service of the mothers, thousands of households have been able to make patchwork brooches with several variations and models