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PELATIHAN DASAR MENGOPERASIKAN MESIN BUBUT BAGI PEMUDA USIA PRODUKTIF DISTRIK HERAM KOTA JAYAPURA Joni, Joni; Tosuli, Yohanis Tangke; Siregar, Samuel; Kaiway, Mickael Ruben; Patabang, Djuarensi; Ranteallo, Obet
Jurnal Abdi Insani Vol 12 No 10 (2025): Jurnal Abdi Insani
Publisher : Universitas Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/abdiinsani.v12i10.2881

Abstract

Technical skills in lathe machine operation are highly demanded in the manufacturing industry, particularly in the production of machine components and other equipment. However, in Heram District, Jayapura City, access to technical training remains limited, resulting in low competitiveness among the local workforce. The lack of training facilities and qualified instructors has become a major obstacle in developing the skills of productive-age youth. Therefore, basic training in lathe machine operation serves as an important step in improving the quality of human resources, particularly for productive-age youth in Heram District, Jayapura City. The objective of this community service program is to equip productive-age youth in Heram District with fundamental skills in lathe machine operation, thereby enhancing their employment opportunities and economic independence. The methods implemented in this program include: identifying training participants who meet the productive-age criteria; providing training facilities and equipment, including lathe machines, safety gear, and training modules; coordinating with competent instructors in the field of machining; delivering the training through both theoretical and practical sessions with a composition of 30% theory and 70% practice; and conducting evaluations through theoretical and practical examinations to assess participants’ competencies after the training. Based on the post-training evaluation results, participants demonstrated a solid understanding of the basic concepts in theory, and most were able to perform basic turning operations accurately. The training was highly relevant to participants’ needs, and the majority expressed satisfaction with the program. The final evaluation concluded that, on average, participants achieved good to excellent scores, with high satisfaction ratings for material delivery, instructor preparedness, practical sessions, and the facilities provided.
Belajar dengan Hati: Potret Pendidikan Anak Berkebutuhan Khusus di Sekolah Luar Biasa Negeri Sido Mukti Pangkalan Kuras Anifah, Siti; Joni, Joni
Edusiana: Jurnal Ilmu Pendidikan Vol. 3 No. 2 (2025): September 2025
Publisher : LPPI Yayasan Almahmudi bin Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70437/edusiana.v3i2.1594

Abstract

Artikel ini membahas pelaksanaan pendidikan bagi peserta didik berkebutuhan khusus di SLB Negeri Sido Mukti berdasarkan hasil observasi pembelajaran. Sekolah ini melayani peserta didik dengan berbagai jenis ketunaan, antara lain tunagrahita, autis, tunarungu, tunanetra, dan tunadaksa. Proses pembelajaran dilaksanakan dalam rombongan belajar kecil untuk mendukung pembelajaran individual. Kurikulum yang digunakan adalah Kurikulum Merdeka dengan pendekatan deep learning yang dimodifikasi, berfokus pada pembelajaran bermakna, kemandirian, serta perkembangan sosial-emosional siswa. Guru memanfaatkan media visual, alat peraga konkret, dan pengulangan instruksi untuk menyesuaikan dengan karakteristik siswa. Meskipun belum tersedia ruang terapi khusus, guru tetap mengoptimalkan proses pembelajaran melalui strategi adaptif dan sistem penilaian yang fleksibel. Hasil observasi menunjukkan bahwa pendidikan anak berkebutuhan khusus memerlukan kesabaran, komitmen guru, serta fleksibilitas kurikulum.
Peningkatan Kapasitas Wali Murid TK dalam Implementasi Menu Gizi Seimbang dalam Kaitannya dengan Perkembangan Kognitif Anak di TK Melati Indah, Pekanbaru, Riau Joni, Joni; Alim, Melvi; Puspita, Yenda; Hastriati, Ade Yelda
Jurnal Pengabdian Masyarakat (ABDIRA) Vol 6, No 1 (2026): Abdira, Januari
Publisher : Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/abdira.v6i1.1505

Abstract

This community service program aims to enhance the capacity of parents at TK Melati Indah, Pekanbaru, in implementing balanced nutrition based on local food to address early childhood obesity and unhealthy lunch box patterns. The method was conducted in four stages: identification and pre-testing, interactive education on "Isi Piringku" (My Plate) menu management, cooking demonstrations using local ingredients (such as catfish), and online mentoring.The results showed a significant increase in parents' knowledge, with average scores rising from 55 (fair) to 88 (excellent). Furthermore, there was a notable behavioral shift, characterized by a decrease in the use of double carbohydrates and improved compliance in including animal protein and vegetables in children's lunch boxes. This program demonstrates that nutritional literacy effectively optimizes local food potential to support children's growth and development during the golden age.
Improving the Capacity of Rice Farmers Through Micro-Business Management and Information Technology Training in Pematang Johar Village Nainggolan, Elisabeth; Joni, Joni; Januarty, Widalicin; Najla, Najla; Khun, Loo Teck; Bao Giang, Phan; Siregar, Annisa I. Hafifa
Eastasouth Journal of Effective Community Services Vol 4 No 02 (2025): Eastasouth Journal of Effective Community Services (EJECS)
Publisher : Eastasouth Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58812/ejecs.v4i02.506

Abstract

This community service activity aims to improve the capacity of rice farmers in Pematang Johar Village through micro-business management training and the use of information technology in agricultural activities. Farmers' low business management skills and limited access to agricultural information are major obstacles to increasing productivity and income. The activity was implemented through socialization, training, mentoring, and evaluation. The results showed an increase in farmers' understanding of farm management, simple financial record keeping, and the ability to use Android-based agricultural applications. This activity encourages farmers to manage their farms more efficiently, transparently, and sustainably.
Revisiting SMOTE in Balanced Medical Data: A Comparative Evaluation of SVM, Random Forest, and KNN Kohsasih, Kelvin Leonardi; Joni, Joni; Herman, Herman; Octaviandy, Pieter
Building of Informatics, Technology and Science (BITS) Vol 7 No 3 (2025): December 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i3.8471

Abstract

Heart disease is one of the leading causes of death worldwide, making data-driven early detection crucial for supporting medical decision-making systems. A major challenge in developing heart disease prediction models is dataset quality, including the often imbalanced class distribution, which can impact the performance of classification algorithms. This study aims to analyze the effect of the Synthetic Minority Oversampling Technique (SMOTE) on the performance of three classification algorithms: Support Vector Classifier (SVC), Random Forest (RF), and K-Nearest Neighbor (KNN). The dataset used is heart_disease50.csv with 4,001 patient data consisting of 21 predictor attributes and one target variable (heart disease status: “Yes” or “No”) with a relatively balanced class distribution. The research process includes data preprocessing (data cleaning, normalization, and encoding), data partitioning using Stratified K-Fold Cross Validation (k=5), applying SMOTE to training data, building a classification model, and evaluation using accuracy, precision, recall, F1-score, and AUC-ROC metrics. The results showed that applying SMOTE did not always improve performance. The SVC model with SMOTE experienced a decrease in accuracy (0.4819) compared to the one without SMOTE (0.5106), while Random Forest remained relatively stable with insignificant differences (0.4669 without SMOTE and 0.4644 with SMOTE). KNN with SMOTE emerged as the best model with an accuracy of 0.5268 and a precision of 0.5271, although the AUC-ROC remained the same as KNN without SMOTE (0.5135). Overall, these results confirm that the effectiveness of SMOTE is highly dependent on dataset conditions, and in cases with relatively balanced data, SMOTE does not provide significant benefits. Therefore, improving the performance of heart disease prediction classification is recommended through hyperparameter optimization strategies, relevant feature selection, or the use of more sophisticated algorithms such as Gradient Boosting or Neural Networks.
Memahami Konsep Dasar Akuntansi Menggunakan Metode ”Role Play”: Studi pada Gereja Kristen Pasundan Indonesia Joni, Joni; Tjun, Lauw Tjun; Marpaung, Elyzabet Indrawati; Setiana, Sinta; Natalia, Maria; Eddy, Endah Purnama Sari; Alamsyah, Andea; Sie, Inri Imelix; Gultom, Putriyani
ABDI MOESTOPO: Jurnal Pengabdian Pada Masyarakat Vol 9, No 1 (2026): Januari 2026
Publisher : Universitas Prof. Dr. Moestopo (Beragama)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32509/abdimoestopo.v9i1.6231

Abstract

Financial management in non-profit organizations, including churches, plays a strategic role in ensuring transparency, accountability, and sustainability of services. The Pasundan Christian Church (GKP) has established the Interpretation of Financial Accounting Standards (ISAK) 335 as the primary guideline for preparing financial reports. However, initial implementation has shown significant obstacles, particularly related to limited understanding of accounting. The need for the GKP Synod administrators to provide a sound understanding of accounting concepts and practices within the synod environment prompted the implementation of community service in the form of accounting training. The objective of this activity was to provide a proper understanding of basic accounting concepts through the Role Play (RPL) method for GKP treasurers and finance secretariat staff. This Community Service (PkM) activity successfully improved understanding of basic accounting concepts through the application of the RPL method. These findings demonstrate that the RPL method is effective in improving accounting understanding, especially for participants with limited prior knowledge. The success of this training supports the GKP's need to implement a digital accounting system in accordance with ISAK 335, as improved accounting understanding among treasurers will simplify the recording process and produce more accurate and credible financial reports.
Pemetaan Emosi Publik seputar Pengumuman UTBK 2025 di Indonesia: Pendekatan Multi-Label dengan Kalibrasi Bertarget Sari, Rizki Yustisia; Sabar, Sabar; Joni, Joni; Pratama, Gelard Unthirta; Ronal, Ronal; Hastito, Fadli
Jurnal Otomasi Kontrol dan Instrumentasi Vol 18 No 1 (2026): Jurnal Otomasi Kontrol dan Instrumentasi [Terbitan akan Datang]
Publisher : Pusat Teknologi Instrumentasi dan Otomasi (PTIO) - Institut Teknologi Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5614/joki.2028.18.1.1

Abstract

This study maps public emotions in Indonesian-language tweets related to the 2025 UTBK announcement using multi-label emotion classification. The main challenges in multi-label emotion classification on social media include extreme label imbalance, distribution shift between training and application data, and weak lexical signals for specific emotions. This study aims to build a reliable emotion modeling framework for long-tail social media corpora while demonstrating generalizable post-training calibration practices. The novelty lies in the integration of four components: (1) per-label posterior calibration using Platt scaling, (2) precision-targeted per-label thresholding frozen from the development set, (3) score-quantile–based rate targeting to align predicted prevalence with domain-based rates, and (4) context-limited lexicon-aware boosting with a final clamp. The proposed pipeline is lightweight and model-agnostic. This research adopts a quantitative experimental approach by varying post-training calibration components to measure their impact on classification performance. An IndoBERTweet model is trained using BCEWithLogitsLoss on manually annotated data, then calibrated and evaluated on development and test sets. The results demonstrate balanced micro- and macro-level performance, improved detection of minority labels, and emotion mapping over 3,500 tweets with prevalence distributions consistent with Plutchik’s theory of emotions.
Pengaruh Penerapan Konsep Smart Village terhadap Pembangunan Desa Berbasis Digital di Pekon Yogyakarta Selatan martin, Afrizal; w, Widianto; m, Mardiyanto; joni, Joni
Jurnal Pengabdian Masyarakat Tapis Berseri (JPMTB) Vol. 4 No. 2 (2025): Jurnal Pengabdian Masyarakat Tapis Berseri (JPMTB) (Edition Oktober)
Publisher : Pusat Studi Teknologi Informasi Fakultas Ilmu Komputer Universitas Bandar Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36448/jpmtb.v4i2.167

Abstract

The Smart Village concept emphasizes the development of rural communities that are independent and competitive through the utilization of Information and Communication Technology (ICT) to improve the quality of life. This concept encompasses several dimensions, including smart people, smart mobility, smart government, smart economy, smart living, and smart environmental management. This study aims to examine the implementation of the Smart Village concept and analyze its impact on village development in Pekon Yogyakarta Selatan, Gadingrejo District, Pringsewu Regency. The research employed a descriptive quantitative method. Data were collected through documentation, interviews, and the distribution of questionnaires to the local community. The findings indicate that the implementation of the Smart Village concept has a significant positive impact on the development of Pekon Yogyakarta Selatan, particularly in aspects of government services, improvement of human resources quality, and strengthening of the local economy. These results demonstrate that the Smart Village initiative in Pekon Yogyakarta Selatan has been effectively implemented and contributes to sustainable village development.
Penguatan Pemahaman Ibu tentang Pola Asuh Digital Sehat dalam Penggunaan Gadget pada Anak Usia Dini Puspita, Yenda; Joni, Joni; Suniarti, Nining; Flora, Dwi Elsi
Dinamika: Jurnal Pengabdian kepada Masyarakat Vol. 2 No. 1 (2025): Mei-Agustus 2025
Publisher : LPPI Yayasan Almahmudi bin Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70437/dinamika.v2i1.19

Abstract

Perkembangan teknologi digital membawa tantangan baru bagi orang tua dalam mengasuh anak usia dini, terutama terkait penggunaan gadget yang berlebihan. Banyak orang tua belum memahami dampak jangka panjang paparan gawai tanpa pendampingan yang dapat memengaruhi perkembangan kognitif, sosial, emosional, dan kesehatan fisik anak. Kegiatan pengabdian masyarakat ini bertujuan meningkatkan pemahaman ibu tentang pola asuh digital sehat melalui sosialisasi dan pendampingan berbasis partisipasi komunitas. Metode yang digunakan adalah Community-Based Participatory Research (CBPR) dengan melibatkan 25 ibu yang memiliki anak usia 3–6 tahun di TK Sekar Melati, Desa Rimba Beringin. Kegiatan meliputi pemaparan materi, penyusunan family media plan, diskusi kelompok, dan refleksi peserta. Hasil kegiatan menunjukkan meningkatnya pemahaman ibu mengenai pengaturan durasi, pemilihan konten sesuai usia, serta pendampingan aktif. Peserta juga mampu menyusun aturan keluarga dan alternatif kegiatan non-digital, sejalan dengan temuan bahwa penggunaan gadget berlebihan berdampak pada kecanduan, penurunan fokus, hambatan komunikasi, dan gangguan tidur anak.
Implementasi Aplikasi Digital Marketing Berbasis Android Menggunakan QR Code pada UMKM Andreas Andoyo; Afrizal Martin; Joni, Joni; Sarwandi, Sarwandi
AICOM: Artificial Intelligence and Computing Vol. 1 No. 03 (2025): ISSUE DESEMBER
Publisher : AICOM: Artificial Intelligence and Computing

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Penelitian ini berfokus pada implementasi aplikasi digital marketing berbasis Android menggunakan teknologi QR Code pada pelaku Usaha Mikro, Kecil, dan Menengah (UMKM) di kawasan Maliosewu, Kabupaten Pringsewu. Aplikasi ini dikembangkan untuk meningkatkan efisiensi promosi produk, memperluas jangkauan pasar, serta mendukung peningkatan kemampuan digital marketing pelaku UMKM. Metode penelitian yang digunakan adalah pendekatan deskriptif dan pengembangan sistem, yang meliputi observasi, wawancara, serta implementasi aplikasi. Aplikasi yang dikembangkan menyediakan fitur pengelolaan informasi produk, promosi berbasis QR Code, serta integrasi dengan media digital untuk mendukung aktivitas pemasaran. Hasil penelitian menunjukkan bahwa penerapan aplikasi digital marketing berbasis Android mempermudah proses promosi produk, meningkatkan aksesibilitas informasi bagi konsumen, serta membantu UMKM dalam mengadopsi strategi pemasaran digital secara lebih efektif. Penelitian ini membuktikan bahwa pemanfaatan teknologi QR Code yang terintegrasi dalam aplikasi Android dapat menjadi solusi praktis untuk meningkatkan kinerja digital marketing UMKM di kawasan usaha lokal.
Co-Authors , Meythi -, Hanny Afrizal Martin Agustian, Andry Ahmadi, Dedi Aiyuda, Nurul Ajub Ajulian ZM Alamsyah, Andea Alfatiri, Akrim Mualif Algifari, Muhammad Habib Alim, Melvi Alim, Melvi Lesmmana Amin Yusi Nur Sa’ida Amir Syamsudin Andik Setiyono Andika Triansyah Andreas Andoyo Andy Andy Anifah, Siti Arif Mudi Priyatno Aris Fiatno Asmarani, Zulfa Astuti - Awang Pradana, Awang Badriyah, Umu Bambang Winardi Bao Giang, Phan Batistuta, Feren Farah Focket Brigita, Brigita Brilliant, Muhamad Busroh, Firman Freaddy Chandra Chandra Citra Ayu, Citra Daniati, Helmi Daulay , Musnar Indra David David Debbianita Destiati, Dita Dharmasetiawan, Johannes Buntoro Didi Suryadi Didik Aryanto Dina Fitria, Dina Dwi Elsi Flora, Dwi Elsi Eddy, Endah Purnama Sari edi edi Efriana Jon, Efriana Elfiswandi, Elfiswandi Elfrida Ratnawati Elyzabet Indrawati Marpaung Endang Wahyuni Eri Yanti Erwin Fachry Abda El Rahman Fauziah, Raihani Febriani, Nia Fira Juwita Firmansyah Firmansyah FITRIANI, PIPIT Ghustav D., Claudio Goiyardi, David Gultom, Putriyani Gustaman, Rian Arie Habibi, Liswan Hady, Hamdy Hasianna, Winda Riama Hastito, Fadli Hastriati, Ade Yelda Hestina, Rina Iis Aprinawati, Iis Indrawan, Wawan Inggrit Wijaya, Liliana Ivanna, Gebrella Nadia Fiorin Tantya Jabar, Yahya Abdul Jamilah, Fitrotin Jayawarsa, A.A. Ketut Johanes Terang Kita Perangin Angin Jonathan Liviera Marpaung Judijanto, Loso Junita, Imelda Kanti Lestari Kelvin Leonardi Kohsasih Khotib, Ahmad Khun, Loo Teck Kisna Pertiwi, Kisna Lauw Tjun Tjun Lidya Agustina lina marlina, lina Lisanti, Darmanina Listianingsih, Listianingsih m, Mardiyanto M. Yogi Riyantama Isjoni Manik, Desma Erica Maryati Mardiyanto Mardiyanto Maria Natalia, Maria Martin, Afrizal martin, Afrizal martin Masrul Masrul Maya Malinda Meilawati, Dewi Melia Eka Daryati Melvi Lesmana Alim Meythi, Meythi Mickael Ruben Kaiway Mohammad Fauziddin Mufarizuddin Muhammad Fachrurrozi Bafadal Mujiwati, Mujiwati Mulyasari, Rini Murmanto, Imanuel Revelino Musnar Indra Daulay Muthmainah Muthmainah Nainggolan, Elisabeth Najla, Najla Nanda, Adi Prasetia Nasrulloh, Agus Ahmad Nasution, Itto Nesyia Nelti Rizka Nenggolan, Rusmiyati Nopal, Zacky M. Novita Andriyani Nugraha, Aldi Nur Fitriyani Nurhasanah, Elis Nurmaliah, Ima Nurmalina Nurmalina, Nurmalina Nurullah, Fajar Perdana Oktavian, Fajar Paridah Paridah Patabang, Djuarensi Permata, Manja Dwi Pertiwi, Novalia Pieter Octaviandy, Pieter Poppy Amalia Pranata, Ilham Pratama, Gelard Unthirta Priyono Priyono Puji Astuti Putri, Rara Eka Qowiyul Iman, Rifqi Rafa, Mukhamad Rahayu, Rika Raihani Fauziah, Raihani Fauziah Ranteallo, Obet Rapina Rapina . Ratna Sari Renaldo, Ronaldo Revelino, Imanuel Ridwan, Ridwan Rifky Riyandi Prastyawan Riki Martusa Rini Hartati Rizki Amalia Rizki Ananda Ronal, Ronal Sabar Sabar Santy Setiawan Saputri, Eka Delfiani Sari, Rizki Yustisia Sartina, Nur Sarwandi, Sarwandi Setiawan Assegaf Siahaan, Franky Siamah, Noor Sie, Inri Imelix Silitonga, Jonathan Silverius S, Hotlas Silvia Sutejo, Bertha Sinaga, Hendra Sinta Setiana Sinta, Dewi Siregar, Annisa I. Hafifa Siregar, Samuel Siti Farida Sriyatin, Sriyatin Stefany Stefany Sukmawati, Heni Sulistiyowati, Sriyani Sumianto Sumianto Suniarti, Nining Suratno Suratno Surya Setyawan Susi Saidah, Susi Saidah Suyono Suyono Syahrial hasibuan Tan Kwang En Tan Ming Kuang Tatiana, Tatiana Teguh Prasandy, Teguh Tosuli, Yohanis Tangke Trisna Wijaya Ulfah Khofifah, Sari Ulva, Maria Untarti, Dade Prat Videlia Sumbodo, Karen W, Widianto Wahyu Sulistianing Budi Widalicin Januarty Widianto Widianto Wijaya, Robby Willie Kurnijanto, Aldo Wilson Wilson Witri Suwanto Wiwik Handayani Wiwik Yunitaningrum Wuddatul Hisniah, Dita Wuddatul Hisniah Yanti Mulyanti, Yanti Mulyanti Yenda Puspita Yenni Carolina Yenni Fitra Surya Yulastri, Yeyen Yulia, Mila Yuri Fitrian Yusi Nur Sa'ida, Amin Yusmita, Yesi Zulhendri Zulhendri