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Showing 129 articles found for "Indicators"

Penguatan Manajemen Evaluasi Diri Madrasah Pada KKM Kecamatan Kelapa Dua Tangerang

Muslim, Ahmad Buchori, Candra, Bach Yunof
Abstract: This service aims to analyze and understand the readiness of madrasahs in conducting madrasah self-evaluation and maximize the implementation of training and assistance in madrasah self-evaluation management in the Madrasah… sah Ibtidaiyah Working Group, Kelapa Dua Tangerang District in order to increase understanding and skills in conducting madrasah self-evaluation in accordance with the indicators set in the e- RKAM application. The methods and techniques used in this service are training and mentoring at each madrasah targeted for service. The expected result in this service is the creation of effective madrasah self-evaluation management in the process of implementing madrasah self-evaluation which is carried out annually so that it can provide relevant information to madrasah residents and policymakers about the achievement of madrasah quality according to national education standards. The results that can be seen in this service are the improvement of madrasah quality as seen from the quality achievement performance score which increased by an average of 11% between 2021 and 2022.

PEMBERDAYAAN MASYARAKAT INDRALAYA RAYAMELALUI INTRODUKSI TEKNOLOGI SOLAR DRYING BIJI LOTUS (Nelumbo nucifera) LIAR

ridhowati, sherly
Abstract: The use of natural water resources in the surrounding area must be utilized optimally through local source diversification activities, especially in Indralaya Raya village, Indralaya District, Ogan Ilir Regency. Availability… lity of lotus seeds is abundant especially during rainy season but has not been utilized optimally. In services program,  the introduction of solar drying technology was carried out through outreach and assistance to Village residents, especially youth organizations and micro small medium enterprises (UMKM), regarding the application of technology used for the drying process of lotus seeds, so that the dried lotus seeds could be stored longer for further used, then the next activity continued with the processing of diversified flour products and their derivatives. The success of this activity has shown that the Indralaya Raya residents were enthusiastic about this service activity as shown by the activity achievement indicators. Socialization and assistance activities on the use of solar-powered dryers and the manufacture of flour products and their derivatives have had a positive impact on the Indralaya Raya village community in empowering the activities of youth organizations and UMKMs.

Desain Struktur Gaji, Kepesertaan Bpjs Tenaga Kerja, Jemaat Surya Kasih Pondok Kopi Jakarta Timur

Nomleni, Anton PW, Tambunan, Leo Alexander, Kusa, Yortan, Ningrum, Fadia Ayu, Sidauruk, Morris
Abstract: The secretariat office has employees including the head of the office, cashier, security guard and boarding house, and the management of this office is under the super- vision of the Chair of the 5 Daily Management of the… e Congregation Council (PHMJ). GPIB office employees of the Surya Kasih Congregation receive salaries provided by the Surya Kasih Congregation for employees with local status and by the synod if the status is as a synod employee. So far, salaries have been given in the form of a single unit with- out a salary structure that is in accordance with church regulations, where there are ele- ments of allowances and determination of their amounts. Then every employee has been registered to participate in BPJS labor, but it is limited to "work accident insurance (JKK)" and "death guarantee (JKM)" while those that have not been followed are "pen- sion guarantee (JP)" and "old age guarantee (JHT). )”. Apart from that, to be able to pro- vide a salary value and benefits, it must be based on an objective and structured work per- formance assessment, then involve employees, their leaders and then a provision will be made as a permanent employee. Based on this, it has been registered to take part in "pen- sion guarantee (JP)" and "old age guarantee (JHT)". Then previously there was no in- strument for assessing employee performance objectively, so a form of performance as- sessment with several indicators was also prepared.

Pemberdayaan Masyarakat Untuk Mewujudkan SDGS Pendidikan Desa Berkualitas Melalui Smart Desa Literasi Air Genting

Syofra, Anil Hakim, Ahmad, Naimah, Oktari, Tri, Azhari, Nadila
Abstract: This village is famous as Kampung Pancasila Village. However, the problem in this village is the low level of awareness about how important education is in the future. This is because parents have busy activities all day… long and when they get home they are tired, causing them to pay less attention to their children, so they sometimes ask their children to work together to earn additional income for the family. So to solve this problem, the PPK ORMAWA UNA service team provides knowledge and information services on non-formal learning based on community needs in the form of books and non-books in literacy corners, equipped with information technology devices, providing information services from sources. access to information to the public related to 6 basic literacies. The methods used in community service activities are conducting initial surveys, identifying regional potential and problems, analyzing community needs, forming programs with the community, determining target audiences, formulating indicators of program success, implementing programs, socializing and publishing them to the community, providing library materials and corners. literacy and providing non-formal education service facilities. The results of this activity resulted in 9 literacy corners in Air Genting Village which developed non-formal learning based on community needs and the operation of literacy corners with different programs and management. Keywords: reading corner, literacy, Air Genting   Abstrak: Desa ini terkenal dengan Desa Kampung Pancasila. Namun yang menjadi permasalahan di Desa ini adalah rendahnya tingkat kesadaran tentang betapa pentingnya pendidikan di masa depan. Hal ini disebabkan karena padatnya aktivitas orang tua sehari penuh dan setiba di rumah sudah kelelahan membuat kurangnya perhatian terhadap anaknya sehingga terkadang meminta anaknya untuk bekerja bersama mencari penghasilan tambahan keluarga. Maka untuk  menyelesaikan permasalahan tersebut, Tim pengabdi PPK Ormawa UNA menyediakan layanan pengetahuan serta informasi pada pembelajaran non-formal berbasis kebutuhan masyarakat berbentuk buku ataupun non- buku yang ada di pojok- pojok literasi, yang dilengkapi dengan perangkat  teknologi informasi, menyediakan layanan informasi dari sumber akses informasi kepada masyarakat yang berkaitan dengan 6 literasi dasar. Metode yang digunakan pada kegiatan pengabdian masyarakat adalah melakukan survei awal, mengidentifikasi potensi daerah dan masalah, menganalisis kebutuhan masyarakat, pembentukan program bersama masyarakat, menetapkan khalayak sasaran, merumuskan indikator keberhasilan program, melaksanakan program, mensosialisasikan dan mempublikasi kepada masyarakat, menyediakan bahan pustaka dan pojok literasi dan mengadakan perlengkapan fasilitas layanan pendidikan non-formal. Hasil dari kegiatan ini menghasilkan 9 pojok literasi di Desa Air Genting yang mengembangkan pembelajaran non-formal berbasis kebutuhan masyarakat serta beroperasinya pojok-pojok literasi dengan program dan kepengurusan yang berbeda-beda. Kata Kunci: Pojok Baca, Literasi, Air Genting

Pemulihan Kesehatan Dan Fasilitas Pendidikan Pasca Gempa Cianjur Di Wilayah Cugenang

Soenandi, Iwan Aang, Peranginangin, Prasasti, Silalahi, Malianti, Mokorowu, Yanny Yeski, Ginting, Meriastuti
Abstract: Abstract: The Community Service Program, LDDIKTI 3 in collaboration with DITJENDIKTIRISTEK and Universities launched an Incentive Program for Assignment to Private Universities for the Implementation of Community Service… in the Cianjur Earthquake Area based on Key Performance Indicators with a focus on the goal of Recovery for Victims of the Cianjur Earthquake Natural Disaster, West Java. From the results of observations made in the Cianjur and surrounding areas which were affected by the earthquake, many locations in Wangunjaya Village, Cugenang Regency, have not been touched and received assistance. Many people in this area experience health problems due to unbalanced nutritional intake and unclean lifestyle, damage to learning tools in schools and early childhood education, especially at SMPN 2 Cugenang and in early childhood education. The aim of the activity is to improve public health from a physical and mental perspective and to help restore education using digital learning. The activities carried out included conducting free examinations and treatment, teaching Progressive Muscle Relaxation (PMR) therapy to reduce anxiety in the community, distributing healthy food parcels, providing trauma healing for school children, and providing school facilities for schools.   Keywords: cianjur earthquake; cugenang; community service; educational facilities; health recovery.   Abstrak: Program Pengabdian Masyarakat, LDDIKTI 3 bekerjasama dengan DITJENDIKTIRISTEK dan Perguruan Tinggi mencanangkan Program Insentif Penugasan kepada Perguruan Tinggi Swasta untk Pelaksanaan Pengabdian Kepada Masyarakat di Wilayah Gempa Cianjur berbasis Kinerja Indikator Kinerja Utama dengan fokus tujuan Pemulihan Korban Bencana Alam Gempa Cianjur Jawa Barat. Dari hasil pengamatan yang dilakukan di daerah Cianjur dan sekitarnya yang terkena dampak gempa, lokasi Desa Wangunjaya Kabupaten Cugenang masih banyak yang belum tersentuh dan mendapatkan bantuan. Para masyarakat didaerah ini banyak yang mengalami masalah kesehatan karena asupan gizi yang tidak seimbang serta perilaku hidup yang tidak bersih, kerusakan alat-alat pembelajaran di sekolah dan PAUD khususnya di SMPN 2 Cugenang dan di PAUD. Tujuan kegiatan adalah untuk meningkatkan kesehatan masyarakat dari segi jasmani serta mental dan membantu memulihkan Pendidikan menggunakan pembelajaran digital. Kegiatan yang dilakukan adalah melakukan pemeriksaan dan pengobatan gratis, mengajarkan terapi Progressive Muscle Relaxation (PMR) untuk menurunkan ansietas pada masyarakat,  membagikan parcel makanan sehat, memberikan trauma healing bagi anak sekolah, serta memberikan bantuan fasilitas sekolah bagi sekolah. Hasil dari kegiatan ini menunjukkan bahwa terjadinya peningkatan perasaan bahagia siswa dan masyarakat (+52%), siswa menjadi bisa merasakan pembelajaran digital (+34%) dan masyarakat menjadi lebih merasakan jasmani yang lebih sehat (+17%).   Kata kunci: cugenang; fasilitas pendidikan; gempa cianjur; pemulihan kesehatan; pengabdian masyarakat.

Pemberdayaan Masyarakat dan Identifikasi Faktor Risiko Kesehatan Di Dusun Jaranan

Jatmika, Septian Emma Dwi
Abstract: Abstract:  Jaranan Hamlet has never identified health risk factors related to PHBS and KADARZI. The purpose of this service is to find out the lowest indicators of PHBS and KADARZI. The methods used are program socialization,… ation, data analysis, and problem priority determination, Hamlet Community Deliberation (MMD), intervention, and partner participation. The results obtained, the priority problem in RT 10 and 11 Dusun Jaranan is the low number of people who do not do physical activity every day. It was agreed to be held together and blood pressure measurement before and after exercise. People are very enthusiastic and experience a decrease in blood pressure after participating in gymnastics. It is hoped that this community service program in the form of community empowerment can be used as a motivation for the community to routinely do gymnastics which can be beneficial for residents. Keywords: identification of health risk factors; community empowerment; gymnastics   Abstrak: Dusun Jaranan belum pernah dilakukan identifikasi faktor risiko kesehatan terkait dengan PHBS dan KADARZI. Tujuan pengabdian ini untuk mengetahui indikator dari PHBS dan KADARZI yang paling rendah. Metode yang digunakan yaitu sosialisasi program, analisis data dan penentuan prioritas masalah, Musyawarah Masyarakat Dusun (MMD), intervensi, dan partisipasi mitra. Hasil yang didapatkan, prioritas masalah di RT 10 dan 11 Dusun Jaranan yaitu masih rendahnya masyarakat yang tidak melakukan aktifitas fisik setiap hari. Disepakati untuk diadakan senam bersama dan pengukuran tekanan darah sebelum dan sesudah senam. Masyarakat sangat antusisas dan mengalami penurunan tekanan darah setelah mengikuti senam. Diharapkan dengan adanya program pengabdian berupa pemberdayaan masyarakat ini dapat dijadikan motivasi masyarakat untuk rutin mengadakan senam yang dapat bermanfaat bagi warga. Kata kunci: identifikasi faktor risiko kesehatan; pemberdayaan masyarakat; senam

STUDENT DEPRESSION SCREENING BASED ON THE OPTIMUM DATA BALANCING AND RANDOM FOREST

Adnan, M. Sayyidul, Budi Santoso, Irwan, Crysdian , Cahyo
Abstract: Abstract: Mental health issues, particularly depression among young adult university students, are often detected late due to stigma and reluctance to seek medical consultation. The objective of this study is to develop… an early screening model employing machine learning techniques, specifically the random forest algorithm, on a dataset of 268 students (aged 17-29 years; consisting of 98 males and 170 females) within a multicultural educational setting. The principal challenges associated with this dataset are class imbalance and the potential for data leakage from clinical scores. This study implements a rigorous feature selection approach that involves the elimination of depression score features and the utilization of the Synthetic Minority Over-sampling Technique (SMOTE) to balance the training data distribution. Furthermore, a Threshold Tuning strategy is employed to prioritize detection sensitivity (Recall). The findings indicate that reducing the decision threshold to an optimal value of 0.25 led to a substantial enhancement in the recall value, increasing it from 36% (baseline) to 77%. A feature importance analysis was conducted, the results of which indicated that Total Social Connectedness (ToSC) is the most dominant predictor. In summary, the present study corroborates the notion that optimizing sensitivity through threshold tuning is of paramount importance for medical screening. Furthermore, social isolation factors emerge as more significant indicators of depression risk than demographic attributes.             Keywords: data mining; depression; imbalanced data; random forest; smote; threshold tuning     Abstrak: Masalah kesehatan mental, khususnya depresi di kalangan mahasiswa dewasa muda, sering terdeteksi terlambat akibat stigma dan enggan mencari konsultasi medis. Tujuan studi ini adalah mengembangkan model skrining dini menggunakan teknik machine learning, khususnya algoritma random forest, pada dataset 268 mahasiswa (usia 17-29 tahun; terdiri dari 98 laki-laki dan 170 perempuan) dalam lingkungan pendidikan multikultural. Tantangan utama yang terkait dengan dataset ini adalah ketidakseimbangan kelas dan potensi kebocoran data dari skor klinis. Studi ini menerapkan pendekatan seleksi fitur yang ketat, yang melibatkan eliminasi fitur skor depresi dan penggunaan Teknik Over-sampling Minoritas Sintetis (SMOTE) untuk menyeimbangkan distribusi data pelatihan. Selain itu, strategi Penyesuaian Ambang Batas diterapkan untuk memprioritaskan sensitivitas deteksi (Recall). Hasil penelitian menunjukkan bahwa mengurangi ambang batas keputusan ke nilai optimal 0,25 menyebabkan peningkatan signifikan dalam nilai recall, dari 36% (dasar) menjadi 77%. Analisis pentingnya fitur dilakukan, hasilnya menunjukkan bahwa Total Social Connectedness (ToSC) adalah prediktor yang paling dominan. Secara ringkas, studi ini membenarkan bahwa mengoptimalkan sensitivitas melalui penyesuaian ambang batas sangat penting untuk skrining medis. Selain itu, faktor isolasi sosial muncul sebagai indikator risiko depresi yang lebih signifikan daripada atribut demografis.   Kata kunci: penambangan data; depresi; data tidak seimbang; hutan acak; smote; penyesuaian ambang batas

COMPARATIVE ANALYSIS OF RANDOM FOREST, KNN, AND SVM FOR TODDLER STUNTING CLASSIFICATION

Shula, Maritza Ayu, Sri Siswanti
Abstract: Abstract: Stunting is a chronic nutritional condition in toddlers characterized by a Height-for-Age (HFA) measurement below the standard growth threshold, necessitating early detection to prevent long-term consequences.… This study aims to classify toddler stunting status by comparing three machine learning methods: Random Forest (RF), K-Nearest Neighbor (KNN), and Support Vector Machine (SVM). The dataset comprises 345 toddler records from Puskesmas Indramayu (2025), including weight, height, and nutritional status based on WFA, HFA, and WFH indicators. Preprocessing steps include data cleaning, StandardScaler normalization, One-Hot Encoding for categorical features, and splitting the training and testing data with a ratio of 80:20. The comparison results are that KNN achieved the best performance with an accuracy of 71.01%, a precision of 0.69, a recall of 0.69, and an F1 score of 0.67, while RF and SVM both had an accuracy of 69.57% with F1 scores of 0.67 and 0.68, respectively. Thus, KNN demonstrated superior effectiveness in classifying the stunting status of toddlers compared to RF and SVM on this dataset.             Keywords: KNN; Random Forest; SVM; Stunting; toddlers     Abstract: Stunting adalah kondisi gizi kronis pada balita yang ditandai dengan pengukuran Tinggi Badan menurut Usia (HFA) di bawah ambang batas pertumbuhan standar, sehingga memerlukan deteksi dini untuk mencegah konsekuensi jangka panjang. Penelitian ini bertujuan untuk mengklasfikasikan status stunting pada balita dengan membandingkan tiga metode pembelajaran mesin: Random Forest (RF), K-Nearest Neighbor (KNN), dan Support Vector Machine (SVM). Kumpulan data terdiri dari 345 catatan balita dari puskesmas indramayu (2025), termaksut brat badan, tinggi badan, dan status gizi berdasarkan indicator WFA, HFA, dan WFH. Langkah-langkah prapemrosesan meliputi pembersian data, normalisasi Stand-ardScaler, One-Hot Encoding untuk fitur kategirikal, serta pembagian data pelatihan dan pengujian dengan rasio 80:20. Hasil perbadingan adalah KNN mencapai kinerja terbaik dengan akurasi 71,01%, presisi 0,69, recall 0,69, dan skor F1 sebesar 0,67,  RF dan SVM  keduanya memiliki akurasi 69,57% dengan skor F1 masing-masing sebesar 0,67 dan 0,68. Dengan demikian, KNN menunjukkan keefektifan yang lebih unggul dalam mengklasifikasikan status stunting balita dibandingkan dengan RF dan SVM pada da-taset ini.   Kata kunci: KNN; random forest; SVM; Stunting; Balita

DATA STRUCTURE MODELING IN THE BEST TEACHER RATING SYSTEM USING TOPSIS ALGORITHM

Parini, Parini, Febby Madonna Yuma
Abstract: Abstract: Teacher performance appraisal is a very important aspect in improving the quality of education today, but often occurs during the assessment process of subjectivity constraints and lack of a structured system,… in this study aims to build a data structure modeling and facilitate the school MAS Islamiyah Hessa Air Genting in the assessment to determine the best teacher transparently and measurably by using the Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) algorithm. The TOPSIS method was chosen because it is able to provide ranking results based on the closeness of alternatives to the ideal solution. In this modeling, assessment criteria data such as pedagogical, professional, personality, social competencies, as well as other indicators such as teacher discipline and achievement are modeled structurally in a relational database. The results show that the designed data structure is able to support the decision-making process efficiently and objectively. Keywords: data structure; decision support system; teacher assessment; topsis; ranking.   Abstrak: Penilaian kinerja guru merupakan aspek yang sangat penting dalam peningkatan mutu pendidikan saat ini, namun sering terjadi saat proses penilaian kendala subjektivitas dan kurangnya sistem yang terstruktur, dalam penelitian ini bertujuan untuk membangun pemodelan struktur data serta mempermudah pihak sekolah MAS Islamiyah Hessa Air Genting dalam penilaian untuk menentukan guru terbaik secara transparan dan terukur dengan menggunakan algoritma Technique for Order Preference by Similarity to Ideal Solution (TOPSIS). Metode TOPSIS dipilih karena mampu memberikan hasil perankingan berdasarkan kedekatan alternatif terhadap solusi ideal. Dalam pemodelan ini, data kriteria penilaian seperti kompetensi pedagogik, profesional, kepribadian, sosial, serta indikator lain seperti kedisiplinan dan prestasi guru dimodelkan secara terstruktur dalam basis data relasional. Hasil penelitian menunjukkan bahwa struktur data yang dirancang mampu mendukung proses pengambilan keputusan secara efisien dan objektif. Kata kunci: struktur data; topsis; penilaian guru; sistem pendukung keputusan; perangkingan

OPTIMIZATION OF DECISION SUPPORT SYSTEM (DSS) CUSTOMER SERVICE OF TELECOMMUNICATION COMPANIES WITH MOORA METHOD

Sari, Dely Indah, Sondra Wijaya, I Made, Harahap, Widiya Lestari, Rizki, Mohd.
Abstract: Abstract: Decision Support System (DSS) in telekomunication company service is the key to improving customer satisfaction and operational efficiency. This study aims to assess and select the optional customer service strategy&#8230; ategy using the Mutly Objective Optimization on The Basic of Ratio Analysis (MOORA) method. This approach is used to analyze various indicators such as respon time, complaint resolution, service cost and costomer satisfaction to find the most efficient solution. The research finding indicate that the MOORA method can provide from the calculation results, it was found that the age range <25 years was ranked first as users who felt satisfied with Product Quality, Price, Service Quality, and the most telecommunications users and the second rank was the age range 25-35 years, the third rank was the age range 36-45 years, the fourth rank was the age range >45 years. The implementation of DSS strengthened by MOORA is expected to improve the quality of service and competitiveness of companies in the competitive telecomunication industry.  Keywords: customer service; DSS; MOORA; telecomunication; optimization    Abstrak: Sistem Pendukung Keputusan (DSS) dalam layanan perusahaan telekomunikasi merupakan kunci untuk meningkatkan kepuasan pelanggan dan efisiensi operasional. Penelitian ini bertujuan untuk menilai dan memilih strategi layanan pelanggan opsional dengan menggunakan metode Mutly Objective Optimization on The Basic of Ratio Analysis (MOORA). Pendekatan ini digunakan untuk menganalisis berbagai indikator seperti waktu respons, penyelesaian keluhan, biaya layanan dan kepuasan pelanggan untuk menemukan solusi yang paling efisien. Temuan penelitian menunjukkan bahwa metode MOORA dapat memberikan Dari hasil perhitungan, ditemukan bahwa rentang usia <25 tahun menduduki peringkat pertama sebagai pengguna yang merasa puas terhadap Kualitas Produk, Harga, Kualitas Layanan, dan pengguna telekomunikasi terbanyak dan peringkat kedua adalah rentang usia 25-35 tahun, peringkat ketiga adalah rentang usia 36-45 tahun, peringkat keempat adalah rentang usia >45 tahun. Penerapan DSS yang diperkuat oleh MOORA diharapkan dapat meningkatkan kualitas layanan dan daya saing perusahaan dalam industri telekomunikasi yang kompetitif.   Kata kunci: DSS; MOORA; layanan pelanggan; telekomunikasi; optimasi Â