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Showing 33 articles found for "Exploring"

Pemberdayaan Kelompok Lembaga Pengelola Hutan Desa Terhadap Agro-Ekowisata di Desa Pasar Rawa Kecamatan Gebang Kabupaten Langkat

Has, Dini Hadiani, Putra, Hendris Syah, Sari, Ratna
Abstract: Pasar Rawa Village has diverse natural potential, namely horticulture, fisheries to tourism, especially mangrove forests that promise as tourist destinations. Potential needs to be identified in depth to determine sustainable… nable agroecotourism development. The problem in managing the potential of mangrove tourism is the management, involvement and support of local communities. The purpose of Community Service activities is to provide understanding, knowledge, about agroecotourism and the management and development of agroecotourism in Pasar Rawa Village. The methods carried out are field surveys, socialization, training using refractometers and mangrove planting. The socialization activity was carried out with participants being members of the LPHD group totaling 27 people. In the socialization presentation, the community was very enthusiastic in exploring the existing potentials such as local culture and typical food of the region. Training on the use of refractometers was carried out so that group members could find out the exact value of the sweetness in melons that could be sold and used as an attraction for tourists to try melons that have a unique taste so that they became the selling point of ecotourism and agro-tourism. One of the conservation efforts is mangrove planting.             Keywords: agro-ecotourism; community empowerment; mangrove forest    Abstrak: Desa Pasar Rawa memiliki potensi alam beragam, yaitu hortikultura, perikanan hingga pariwisata, terutama hutan mangrove menjanjikan sebagai destinasi wisata. Potensi perlu diidentifikasi secara mendalam untuk menentukan pengembangan agroekowisata berkelanjutan. Permasalahan dalam mengelola potensi wisata mangrove yaitu pengelolaan, keterlibatan dan dukungan masyarakat lokal. Tujuan kegiatan Pengabdian kepada Masyarakat adalah untuk memberikan pemahaman, pengetahuan, tentang agroekowisata dan pengelolaan serta pengembangan menjadi agroekowisata di Desa Pasar Rawa. Metode yang dilakukan adalah survei lapangan, sosialisasi, pelatihan menggunakan refraktometer dan penanaman mangrove. Kegiatan sosialisasi dilakukan dengan peserta adalah anggota kelompok LPHD yang berjumlah 27 orang. Dalam presentasi sosialisasi, masyarakat sangat antusias dalam menggali potensi yang ada seperti budaya lokal dan makanan khas daerah tersebut. Pelatihan penggunaan refraktometer dilakukan agar anggota kelompok dapat mengetahui nilai pasti dari rasa manis pada melon dapat dijual dan dijadikan daya tarik bagi wisatawan mencoba melon yang memiliki rasa unik sehingga menjadi nilai jual ekowisata dan agrowisata. Salah satu kegiatan upaya konservasi adalah penanaman mangrove. Kata kunci: agro-ekowisata; hutan mangrove; pemberdayaan masyarakat

PERFORMANCE ANALYSIS OF CLUSTERING MODELS BASED ON MACHINE LEARNING IN STUNTING DATA MAPPING

Handayani, Masitah, Sibuea, Mustika Fitri Larasati
Abstract: Abstract: Stunting is one of the nutritional problems that the world pays the most attention to and a major nutritional problem in Indonesia. Stunting is a problem in toddler growth which is characterized by a toddler's… height that is too short compared to toddlers of his age. In the research location, namely Asahan Regency, the mapping of areas prone to increased stunting rates has not been carried out optimally. The process of exploring the stunting data warehouse is useful for adding information that can assist the government in making policies. Therefore, the aim of this research is to map stunting-prone areas in Asahan district based on the number of stunting cases in Asahan district using the machine learning-based K-Means clustering model. Based on previous research reviews, the k-means clustering method used has not used the normalization process. In addition, distance measurement only uses Euclidean Distance. Meanwhile, in this research, clustering performance analysis was carried out using a more in-depth process, namely by applying data normalization at the beginning, using the elbow method to determine the best number of clusters (K), measuring distance using Euclidean Distance, Manhattan Distance and Minkowski Distance to obtain comparison results. better clusters. The analysis results show that the best number of clusters is cluster 2 which shows the mapping results into 2 groups with a DBI of 0.51290 and a silhouette_score of 0.71432.   Keywords: stunting; k-means clustering; machine learning   Abstrak: Stunting menjadi salah satu permasalahan gizi yang paling diperhatikan dunia dan permasalahan gizi yang utama di Indonesia. Stunting merupakan masalah pada pertumbuhan balita yang ditandai dengan tinggi badan balita yang terlalu pendek dibanding balita seusianya. Pada lokasi penelitian yaitu Kabupaten Asahan, pemetaan daerah rawan peningkatan angka stunting belum dilakukan dengan optimal. Proses eksplorasi gudang data stunting ini berguna untuk menambah informasi yang dapat membantu pemerintah dalam mengambil kebijakan. Maka dari itu, tujuan dari penelitian ini adalah pemetaan daerah rawan stunting di kabupaten Asahan berdasarkan jumlah kasus stunting di Kabupaten Asahan menggunakan model clustering metode K-Means berbasis machine learning. Berdasarkan tinjauan penelitian terdahulu, metode k-means clustering yang digunakan belum menggunakan proses normalisasi. Selain itu, pengukuran jarak hanya menggunakan Euclidean Distance. Sedangkan dalam penelitian ini, analisis kinerja clustering yang dilakukan dengan proses yang lebih mendalam yaitu dengan penerapan normalisasi data di awal, penggunaan elbow method untuk penentuan jumlah cluster (K) terbaik, pengukuran jarak dengan Euclidean Distance, Manhattan Distance dan Minkowski Distance untuk mendapatkan hasil perbandingan cluster yang lebih baik. Hasil analisis menunjukkan bahwa jumlah cluster terbaik yaitu  cluster 2 yang menunjukkan hasil pemetaan menjadi 2 kelompok dengan DBI 0.51290 dan silhouette_score sebesar 0.71432.   Kata kunci: stunting; k-means clustering; machine learning

When Words Become Weapons: Volunteer Communication Tactics to Combat Drugs at The Grassroots

Victor Maruli Tua L Tobing, Anita Asnawi, Mochammad Arfani, Garry Brumadyadisty, Dedi Setyawan, Siska Armawati Sufa
Abstract: This study investigates the communicative practices of youth volunteers involved in Surabaya’s Kelurahan Bersinar anti-drug initiative, highlighting the role of grassroots messaging in shaping public health discourse. Grounded… Grounded in framing theory, narrative theory, and social capital theory, the research explores how volunteers construct persuasive anti-drug messages through culturally rooted storytelling, emotional framing, and symbolic communication. Using a qualitative case study approach, data were gathered through interviews, focus groups, observations, and campaign materials with 18 youth volunteers. The findings reveal that volunteers effectively used personal experiences and local narratives to foster trust and collective identity, transforming individual challenges into shared stories of hope and resistance. Emotional strategies, such as gain-framed and fear-based appeals, were deliberately crafted to trigger empathy and promote behavioral change. Volunteers also capitalized on their deep integration within community networks to enhance message credibility and reach, cultivating both bonding and bridging social capital. The study challenges top-down approaches in health campaigns, illustrating the power of peer-led, culturally resonant communication. It contributes a layered communication model for grassroots health advocacy and underscores the transformative impact of narrative-driven volunteer engagement. The study recommends integrating cultural framing in training programs and exploring digital channels to scale grassroots messaging in future research.

Exploring HR Experiences at Bunda Sarini Clinic: Digitalization, MIS, Service Quality, and Operational Efficiency

Giovanni Owen Nanda Wijaya, Eddy Yunus, Meithiana Indrasari
Abstract: The integration of digitalization and Management Information Systems (MIS) has profoundly enhanced human resource efficiency, service quality, and operational effectiveness at Klinik Pratama Bunda Sarini. This study explores… ores the role of MIS in optimizing workforce management and improving patient-centered care, highlighting both its advantages and the challenges encountered during implementation. Researchers employed a qualitative case study approach, utilizing semi-structured interviews and document analysis to examine HR professionals' experiences with digital transformation. The findings indicate that MIS has streamlined administrative workflows, reduced clerical inefficiencies, and improved real-time data accessibility, facilitating faster decision-making and higher patient satisfaction. However, workforce resistance, digital literacy limitations, and data security concerns created obstacles in the transition process. Structured HR-led training programs and phased implementation strategies effectively addressed these challenges. The study underscores the importance of sustained investment in workforce development, cybersecurity measures, and digital infrastructure to support long-term healthcare digitalization. Future research should evaluate the long-term impact of digital adoption in small-scale healthcare institutions.

Analysis of the Performance of Regional Government Treasurers in Compiling Reports and Accountability

Riska Latifa Alauddin Nur, Tuti Dharmawati
Abstract: This study aims to analyze the role of local government treasurers in regional financial management, especially in terms of administration and preparation of accountability reports. Based on the importance of accountability… ity and transparency in public financial management, treasurers play a key role in ensuring that regional budget management runs well. This study uses a qualitative method with a literature study approach . review ), where data were obtained from books, journals, laws and regulations, and regional financial reports. The analysis was conducted by exploring various concepts regarding the types of treasurers, their duties and authorities, and the challenges faced in the process of preparing regional financial accountability reports. The results of the study indicate that there are three types of regional government treasurers, namely expenditure treasurers, revenue treasurers, and goods treasurers, each of which has its own duties and roles in managing regional finances. The treasurer's duties include recording, reporting, and accountability for budget use, with great authority in managing regional funds. However, significant challenges are faced in the administration process , such as the complexity of the accounting system and limited competent human resources. In conclusion, to improve the quality of regional financial reports, improvements are needed in the financial information system, increased treasurer competence, and better coordination between treasurers and related agencies. Thus, regional financial management can be more transparent, accountable , and efficient

Preliminary Evaluation of Gaussian Naive Bayes for Multi-Label Hate Speech and Abusive Language Detection on Indonesian Twitter

Handayani, Tri Pratiwi, Hasyim, Wahyudin, Wati, Nursetia
Abstract: Automatic detection of hate speech and abusive language is crucial for combating online toxicity. This study explores Gaussian Naive Bayes for multi-label classification of hate speech on Indonesian Twitter, including target,… rget, category, and level. We combined TF-IDF features with contextual BERT embeddings. The model achieved balanced performance for general hate speech and good non-abusive language detection. However, it exhibited limitations with imbalanced data and specific hate speech types. The classifier consistently favored the majority class (non-hateful/non-abusive) across labels, particularly struggling with HS_Gender, HS_Physical, etc. This suggests difficulty detecting less frequent but potentially severe hate speech, likely due to limited training data. Overall accuracy and F1-scores confirm that while Gaussian Naive Bayes is efficient, it lacks robustness for nuanced multi-label classification with imbalanced datasets. This necessitates exploring alternative approaches for effectively detecting specific and less frequent hate speech.

Exploring Students' Experience Of Using Nearpod In Grammar Lesson In Relation With Students’ Increased Engagement: A Descriptive Qualitative Approach

Atik Astrini, Yeni Prastiwi, Anam Sutopo
Abstract: The research aims to investigate the student’s experience of using Nearpod   related to students’ increased engagement in grammar lesson at SMAN 1 in Surakarta. The significant level of engagement is the key for students… udents to keep up with grammar lesson and then gain better comprehension of the lesson.  The research uses descriptive - qualitative method.  The research applies focus group discussion, in-depth interview, observation techniques and document analysis.  To broaden understanding about the level of engagement, the research explores the students’ experiences in learning grammar  using Nearpod. The research then analyzes the data from techniques to identify the pattern, trend, theme and meaning. The result of the research shows that the use of Nearpod in Grammar Lesson has significant impact in increasing students’ engagement. This finding implies the important of integrating subjects with digital platforms to create collaborative and interactive environment of learning.   

Pengaruh Kepemimpinan Transformasional dalam Meningkatkan Kinerja Organisasi Pendidikan

Ahmad Muktamar, Faisal, Joaquim Pinto, Hartini
Abstract: This in-depth research on "The Influence of Transformational Leadership in Improving the Performance of Educational Organizations" uses a qualitative library research method. The main focus of this research is to understand… and how transformational leadership affects organizational culture, employee motivation, and academic performance in educational settings. The results showed that transformational leadership plays a central role in shaping a positive and inclusive organizational culture, focusing on empowerment, shared vision, and open communication. The dimension of individual empowerment through responsibility and autonomy creates a work climate that supports creativity and growth. A shared vision clearly articulated by the transformational leader provides strong direction for team members, creates meaning in every action, and increases employee engagement. Open communication maintained by transformational leaders provides space for ideas and opinions to flourish, creating a collaborative work environment. The importance of applying transformational leadership in the context of educational organizations is also recognized in the implications of this research. Contributions to the understanding of transformational leadership can help educational leaders develop more contextualized and relevant leadership strategies. The practical implications of this research include the development of leadership training and development programs as well as the formulation of educational policies that support organizational growth and educational quality improvement. Although this study provides a deeper understanding, recognition of the critiques and limitations of previous studies provides a foothold for further research in exploring the complexities of transformational leadership in educational organizations.

EXPLORING THE UNIQUENESS AND DISTINCTIVENESS OF TIMOR LESTE CULTURE THROUGH STORY AND NARRATIVE EXPLORATION: AN ANALYSIS OF FACTORS INFLUENCING TOURISM DESTINATION PROMOTION

Rezki Akbar Norrahman
Abstract: culture through the exploration of stories and narratives, as well as analyze the factors that influence the promotion of tourism destinations in this region. The research method used is qualitative with the main source… of data coming from literature studies, mainly focusing on folklore, historical narratives, and Timor Leste's cultural richness. The introduction of the research covered the context of tourism in Timor Leste, highlighting the challenges in promoting tourism destinations and the problems faced. An in-depth literature search was then conducted to formulate the research problems, namely constraints in tourism promotion and the role of stories and narratives in the context of destination promotion. In the exploration of cultural uniqueness, the findings show that local mythology, oral traditions and community values play an important role in shaping Timor Leste's cultural identity. The analysis of factors influencing destination promotion involved an evaluation of marketing, tourism infrastructure, media, technology and sustainability aspects. The results of this study provide an in-depth insight into Timor Leste's local wisdom and tourism potential. The findings are expected to serve as a basis for the development of more effective promotional strategies, integrating cultural uniqueness in stories and narratives as a foundation for increasing the attractiveness of this tourism destination in the eyes of global travelers

The Metaphysics Of Gender Identity: Between Essentialism And Social Constructivism

Muhammad Amin, Ahmad
Abstract: This article examines gender identity within a metaphysical framework by exploring the tension between essentialist and social constructivist paradigms. The core issue addressed in this research is the absence of a conceptual… ptual framework capable of reconciling these two traditionally opposing approaches. Essentialism regards gender as a fixed, inherent attribute, whereas constructivism emphasizes that gender is shaped by social and cultural practices. The aim of this study is to formulate a hybrid metaphysical model that integrates both perspectives through dialectical synthesis. The methodology employed involves a philosophical literature review with thematic analysis of works published within the last five years. Findings reveal that a relationally grounded hybrid model successfully merges the strengths of both paradigms, offering a more inclusive and applicable approach for social policy development. This model is viewed as critical for advancing academic discourse while also providing a robust philosophical foundation for the recognition and protection of gender diversity in contemporary society.