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An Analysis of Children’s Visual Artworks Through Free Drawing in Children Aged 5–7 Years Prayitno, Prayitno; Harun, Harun; Syamsudin, Amir; Zubaedah, Siti
Golden Age: Jurnal Ilmiah Tumbuh Kembang Anak Usia Dini Vol. 10 No. 3 (2025)
Publisher : Program Studi Pendidikan Islam Anak Usia Dini, Fakultas Ilmu Tarbiyah dan Keguruan, UIN Sunan Kalijaga, Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14421/jga.2025.103-09

Abstract

Children aged 5–7 years are in the preoperational stage of cognitive development. The problem that occurs in children of this age is that their ability to express their imagination through drawings is still limited. Previous research has not examined how visual expression emerges in early childhood drawings, particularly regarding drawing stages, object shapes, drawing duration, and sources of inspiration. This study aims to analyze the visual expression of drawings by children aged 5–7 years, focusing on drawing stages, object shapes, drawing duration, and sources of inspiration. This study used a descriptive qualitative method. The subjects were 70 kindergarten children in the Special Region of Yogyakarta. Data was collected through interviews, observation, and documentation, then analyzed using reduction, presentation, and conclusion-drawing techniques. The results showed that children's drawing process involves imagination, creativity, and storytelling. The most frequently drawn object was a butterfly, with the longest drawing duration being between 10–15 minutes. Most of the drawings were inspired by children's visual experiences. This study found that 61 children drew based on objects they imagined, while 9 children experienced difficulty expressing ideas visually. This research contributes to early childhood education by stimulating visual expression as a foundation for creativity in kindergarten learning. However, this study was limited to one region and a limited number of subjects, so it does not fully represent the cultural diversity of children. Future research can be conducted on a broader and more diverse range of subjects and children's drawings. Further research may also help children who have difficulty with visual expression.
Building Creativity Through Coding Activities of ScratchJr in Early Childhood Hardiyanti, Widya Dwi; Prayitno, Prayitno; Pamungkas, Joko
JURNAL PENDIDIKAN USIA DINI Vol 19 No 2 (2025): Jurnal Pendidikan Usia Dini Volume 19 Number 2 November 2025
Publisher : Program Studi Magister Pendidikan Anak Usia Dini

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21009/jpud.v19i2.55194

Abstract

Creativity is an important aspect of early childhood development, but it is often not optimal due to the limited number of interesting and effective learning media. This study aims to describe the process of digital art activities through ScratchJr to develop creativity in early childhood. This study uses a qualitative approach with a involving 13 children aged 5-6 years at IT Nur Hidayah Kindergarten Surakarta. Data was collected through documentation, observation, and interviews. Data analysis uses the qualitative descriptive model of Miles and Huberman, which includes data reduction, data presentation, and conclusion or verification. The results of this study explain that digital art activities through ScratchJr, which uses digital technology media, can develop children's creativity through a simple coding process that is creative and fun. Children can freely express themselves with their creativity to create digital art projects through ScratchJr. Therefore, this ScratchJr media is recommended for early childhood learning to develop expression of creativity and imajination in children's art. Digital art activities are important to consider in early childhood learning, so that children can have a more optimal learning experience.
Application of MobileNetV2-Based Deep Learning in Detecting Diseases in Chili Plants Aji, Nurseno Bayu; Yudantoro, Tri Raharjo; Safitri, Zulfa; Kuntardjo, Samuel Beta; Mardiyono, Mardiyono; Prayitno, Prayitno; Santoso, Kuwat
Journal of INISTA Vol 7 No 2 (2025): May 2025
Publisher : LPPM Institut Teknologi Telkom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/inista.v7i2.1825

Abstract

This study proposes a deep learning model based on MobileNetV2 architecture for the classification of chili leaf diseases using image data. The dataset was compiled from both public and private sources, covering six distinct categories of chili leaf conditions. MobileNetV2 was selected due to its efficiency and accuracy, making it ideal for real-time agricultural applications. The model was enhanced with additional layers to improve feature extraction and classification performance. Stratified 10-fold cross-validation was employed to ensure balanced evaluation across an imbalanced dataset. The experimental results showed an overall accuracy of 91.04% and an average F1-score of 0.906, indicating consistent and reliable classification performance across classes. Confusion matrix analysis highlighted strong predictive capability, particularly in detecting healthy leaves and severe disease symptoms, with minor misclassifications among visually similar categories. The findings confirm the potential of lightweight CNN architectures for practical, mobile-based agricultural diagnostics, contributing to advancements in precision farming and early disease management.
Environmentally Friendly Human Resources Management for Indonesia Gold 2045 Container Ports With Maximize Green HRD Port Amrullah, Romanda Annas; Moejiono, Moejiono; Imanto, Frenki; Arleiny, Arleiny; Rahkman, Rizqi Aini; Prayitno, Prayitno
Indonesian Research Journal on Education Vol. 4 No. 4 (2024): irje 2024
Publisher : Fakultas Keguruan dan Ilmu Pendidikan, Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/irje.v4i4.1467

Abstract

Container ports are one of the investment attractions, the busier the port, the more investment there will be and vice versa, but the success of a port is determined by good service. Environmentally friendly human resources of container ports determine performance improvement. This study uses a qualitative approach method, environmentally based human resources. the data collected is interpreted to produce a deeper understanding of the phenomena observed in the field. The data will then be constructed into themes that have significant meaning. The results of the study found a new concept of Maximize Green Hrd Port which was tested on the management of a container port in Indonesia.
Analisis Minat Bidang Penalaran Mahasiswa dalam Meningkatkan Prestasi Mahasiswa Chairunnisa, Nabila; Agustin, Faadhilah; Nuria, Aghna; Prayitno, Prayitno
Jurnal Pendidikan Tambusai Vol. 9 No. 2 (2025): Agustus
Publisher : LPPM Universitas Pahlawan Tuanku Tambusai, Riau, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jptam.v9i2.31526

Abstract

Penurunan minat mahasiswa dalam bidang penalaran menjadi perhatian penting karena berpengaruh terhadap prestasi akademik dan pengembangan keterampilan kritis. Penelitian ini bertujuan mendeskripsikan minat mahasiswa PG PAUD Universitas Negeri Yogyakarta dalam bidang penalaran serta hubungannya dengan prestasi akademik. Pendekatan yang digunakan adalah kualitatif dengan metode deskriptif, melibatkan mahasiswa aktif dari angkatan 2021 hingga 2023 sebagai sampel purposive sampling. Data dikumpulkan melalui wawancara mendalam, observasi, dan dokumentasi, kemudian dianalisis menggunakan teknik analisis interaktif Miles dan Huberman. Hasil penelitian menunjukkan bahwa minat mahasiswa terhadap bidang penalaran masih rendah, dipengaruhi oleh faktor waktu, kurangnya kepercayaan diri, dan persepsi bahwa penalaran bukan bidang yang menarik. Meski demikian, mahasiswa menyadari pentingnya kemampuan berpikir kritis untuk keberhasilan akademik dan kompetisi. Ditemukan pula hubungan positif antara minat penalaran dan prestasi akademik, serta hambatan utama berupa keterbatasan waktu dan pengalaman praktis. Kesimpulan, minat penalaran mahasiswa perlu ditingkatkan melalui program pengembangan yang lebih sistematis agar dapat mendukung prestasi dan kompetensi mahasiswa secara optimal.
Information Retrieval Related to Information Regarding Covid-19 Using Transformers Architecture Wiktasari, Wiktasari; Prayitno, Prayitno; Kartika, Vinda Setya; Lavindi, Eri Eli; Ardhana, Naufal Reky; Nariswana, Rucirasatti
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 2 (2025): JUTIF Volume 6, Number 2, April 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.2.2606

Abstract

The spread of the COVID-19 virus has occurred exponentially, necessitating advanced search technologies that provide accurate information. The primary challenge in searching for COVID-19 related information involves the diversity and rapid changes in data, as well as the need to understand specific medical contexts. Unstructured information sources, such as research articles, news reports, and social media discussions, add complexity to retrieving relevant and up-to-date information. As the volume of data and information related to the COVID-19 pandemic increases, there is a pressing need for effective and accurate information retrieval systems. Transformer architecture, known for its capabilities in natural language processing and managing complex contexts, offers great potential to enhance search quality in the healthcare domain. BERT is a deep learning model that performs searches based on specific queries, with search results sorted accordingly. The ranking process uses BERT architecture to compare the performance of transformer encoders, specifically between bi-encoders and cross-encoders. A bi- encoder is an architecture where two separate encoders process two different inputs, such as queries and documents. In contrast, a cross-encoder processes two texts simultaneously using a single encoder, allowing the model to capture contextual interactions between them. Research indicates that cross-encoder performance is significantly better than bi-encoder for cases with relatively small data sets. Evaluation results show that the NDCG score for bi-encoder is 0.89, while for cross-encoder it is 0.9. The mAP score for bi-encoder is 0.7, and for cross-encoder, it is 0.89. Both bi-encoder and cross-encoder achieved an MRR score of 1.0.
Implementation of Web-Based Marketing System Technology for Bakat Jaya MSMEs, Magelang Aji, Nurseno Bayu; Yudantoro, Tri Raharjo; Mardiyono, Mardiyono; Kurnianingsih, Kurnianingsih; Yanwari, Muhammad Irwan; Kuntarjo, Samuel Beta; Anif, Muhammad; Wiktasari, Wiktasari; Prayitno, Prayitno; Triyono, Liliek
Society : Jurnal Pengabdian Masyarakat Vol. 4 No. 3 (2025): Mei
Publisher : Edumedia Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55824/jpm.v4i3.571

Abstract

This study explores a digital transformation initiative implemented for UMKM Bakat Jaya, a micro-enterprise based in Magelang specializing in animal feed production. Initially hindered by limited market reach, low digital literacy, and a lack of integrated technological tools, the enterprise relied primarily on traditional social media platforms for promotion. To address these challenges, a comprehensive and user-friendly website was developed using WordPress, featuring a professional company profile, product gallery, contact information, and seamless integration with existing social media accounts. The project was executed in four key phases: needs identification, website design and development, training and mentoring, and implementation followed by evaluation. Remote interviews and surveys were conducted to assess the partner’s needs, while capacity-building activities empowered stakeholders to manage the digital platform independently. Preliminary outcomes indicate a substantial improvement in market visibility, customer engagement, and operational efficiency. The results highlight the potential of structured digital interventions to transform the promotional strategies of rural micro and small enterprises, offering a scalable and sustainable model for enhancing competitiveness in similar contexts.
Analytical Hierarchy Process (AHP) Model Feedstock Selection on Producing the Sustainable Aviation Fuel Prayitno, Prayitno; Novani, Santi; Fikri, Dimas R. A.
Indonesian Journal of Multidisciplinary Science Vol. 2 No. 9 (2023): Indonesian Journal of Multidisciplinary Science
Publisher : International Journal Labs

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55324/ijoms.v2i9.557

Abstract

Global energy business is shifting towards more sustainable alternatives fuels due to climate change issue. Countries, companies, and associations start to adopt energy sources with less emission and carbon footprints in their business portfolio, including the introduction of Sustainable Aviation Fuel (SAF) in the aviation industry. Indonesia had created regulation in SAF utilization as blend component in Jet Fuel by the Energy & Mineral Resources Ministry Regulation No.12/2015: 2% (2016), 3% (2020) and 5% (2025). Considering the projected domestic demand of Jet Fuel 6.730.000 KL in 2030, requirement of SAF in Indonesia will reach 337.000 KL. In the contrary, there is no current SAF production in Indonesia despite of its potential feedstock for SAF such as Crude Palm Oil (CPO) Refined Bleached Deodorized Palm Kernel Oil (RBDPKO), or Used Coking Oil (UCO). The research analyzed the business aspect of SAF product development, especially bio-feedstock selection. This paper selected the most optimum feedstock for SAF by Analytical Hierarchy Process (AHP) method with 5 selection criterias: feedstock availability, feedstock price, required capital expenditure (CAPEX), profitability and SAF marketability. A base scenario of “highly regulated and fastly adopted SAF” is selected as the reference of developing the strategy. This scenario is indicated by early warning signs such as establishment of GHG emission reduction framework, establishment of incentives framework and high SAF demand from airlines.
Penerapan Teknologi Sistem Penilaian Guru di Yayasan Islam Nurus Sunnah Wiktasari, Wiktasari; Yudantoro, Tri Raharjo; Mardiyono, Mardiyono; Kurnianingsih, Kurnianingsih; Sulistiyo, Wahyu; Prayitno, Prayitno; Triyono, Liliek; Yanwari, M. Irwan; Aji, Nurseno Bayu; Fahriah, Sirli; Fitriyani, Rizki Putri; Santosa, Naufal Adli
Abditeknika Jurnal Pengabdian Masyarakat Vol. 4 No. 1 (2024): April 2024
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/abditeknika.v4i1.3022

Abstract

Pada era saat ini hampir semua kegiatan tidak terkecuali bidang pendidikan sudah menerapkan penggunaan teknologi dalam menjalankan kegiatan pembelajaran. Yayasan Islam Nurus Sunnah yang terletak di Kelurahan Bulusan Kecamatan Tembalang Kota Semarang belum menerapkan teknologi informasi untuk sistem penilaian guru. Permasalah utama yang ada Yayasan Nurus Sunnah ini adalah melakukan penilaian guru mitra masih dilakukan secara manual sehingga mengalami beberapa kendala. Kendala yang dihadapi yaitu data yang tidak terintegrasi, kurangnya aksesibilitas terhadap data, proses penilaian yang tidak fleksibel dan keamanan data yang kurang terjamin. Alternatif solusi yang akan diterapkan pada mitra tersebut adalah menyediakan sistem online berbasis web untuk proses penilaian kinerja guru. Proses digitalisai penilaian guru diharapkan dapat mengintegrasikan data dan mempermudah proses penilaian guru. Kegiatan ini terdiri dari empat tahapan, tahapan pertama adalah identifikasi kebutuhan untuk kegiatan observasi lapangan, diskusi dengan mitra, dan analisis situasi untuk menetapkan permasalahan yang dihadapi mitra. Tahapan  kedua adalah perencanan dilakukan dengan proses desain aplikasi dan database aplikasi online berbasis web serta pembuatan aplikasi web dan database. Tahapan ketiga digunakan untuk pelatihan SDM agar terampil dalam mengoperasikan sistem aplikasi berbasis web dan sekaligus dilakukan uji coba (trial and error) penerapan dan koreksi sistem aplikasi web. Tahapan keempat adalah evaluasi terkait kerja sistem. Impelementasi hasil kegiatan menunjukkan meningkatkan performansi kegiatan penilaian guru yang dilakukan setiap periode menjadi lebih cepat dan akurat. Mitra mendapatkan dampak positif dengan diterapkannya sistem digitalisasi sistem penilaian guru. Solusi ini yang diberikan terbukti bisa efektif untuk membantu dalam manajemen penilaian guru pada mitra.   Nowadays, almost all educational activities are conducted online unless the field of education has already adopted the use of technology in teaching. The Nurus Sunnah of Islam that is practiced in the Kelurahan Bulusan Kecamatan Tembalang Kota Semarang does not use information technology for its guru certification system. The primary problem with this Yayasan Nurus Sunnah is that the mitra penilaian is mostly done manually, resulting in a few kendals. The data that is being handled include incomplete data, inconsistent data accessibility, non-flexible data processing procedures, and inconsistent data quality. Offering these partners a web-based online system for the teacher performance assessment procedure is an alternate approach that will be used. It is anticipated that the digitization process for teacher assessments will facilitate data integration and streamline the process. There are four stages to this activity. The first is determining the need for field observation exercises, partner discussions, and situation analysis to ascertain the issues that partners are facing. The creation of web applications and databases, along with the application design process and web-based online application database, comprise the second stage of planning. In the third stage, HR personnel receive training on how to effectively operate web-based application systems and conduct trial-and-error procedures for the purpose of implementing and optimizing web application systems. The assessment of the system's functionality is the fourth step. The application of the activity results demonstrates that there has been an increase in the speed and accuracy of the teacher assessment tasks completed each period. Partners' implementation of the teacher assessment system's digitalization has produced positive results. It has been demonstrated that this solution works well to help partners manage teacher assessments.
PENGUKURAN DIMENSI SPIRITUALITAS PENDIDIKAN ISLAM PADA GURU MULTIDISIPLIN DI KABUPATEN LAMPUNG TENGAH Prayitno, Prayitno; Andrianto, Dedi; Rohmaniah, Siti; Kurniawan, Wakib; Sari, Siska Difita
Jurnal Review Pendidikan dan Pengajaran Vol. 7 No. 4 (2024): Vol. 7 No. 4 Tahun 2024
Publisher : LPPM Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jrpp.v7i4.35507

Abstract

Penelitian komprehensif tentang dimensi spiritualitas tempat kerja secara empiris masih jarang ditemukan. Sudi saat ini mengukur kembali instrumen Islamic Workplace Spirituality Scale (IWSS) dengan basis pendidikan Islam di Indonesia. Data dikumpulkan melalui survei secara cross-sectional dengan pengisian kuesioner online kepada 354 guru. Pengujian validitas dan reliabilitas menggunakan Exploratory dan Confirmatory Factor Analysis dengan bantuan aplikasi SmartPLS 3.0. Studi ini menghasilkan alat pengukuran spiritualitas guru di organisasi Pendidikan Islam dengan 3 dimensi (taqorrub, muroqobah, dan istiqomah) yang tediri dari 10 indikator. Hasil temuan menyatakan bahwa profil guru di Pendidikan Islam memiliki tingkat spiritualitas yang tinggi. Berdasarkan pembahasan, studi saat ini menginisasi pimpinan organisasi pendidikan Islam untuk memperhatikan spiritualitas guru. Hal ini dikarenakan, implikasi dari spiritualitas di tempat kerja mampu mengembangkan sumber daya manusia menuju efektivitas dan efisiensi organisasi. Keterbatasan dari studi ini dapat dilihat dari demografi satu kabupaten di Indonesia, agar lebih global, maka studi perlu diperluas pada tingkat mancanegara.
Co-Authors A. Muri Yusuf A.A. Ketut Agung Cahyawan W Abdul Jami Agnes C Davinchi, Agnes C Agus Basukesti, Agus Agustin, Faadhilah AL-FAIZI, M. Al-Kamel, Mujib Alrahman Amir Syamsudin Anas Anas, Anas Anif, Anif Annisa Tsamrotul Fuadah, Puteri Any Setyaningsih, Any Ardhana, Naufal Reky Arief Rahmatulloh Arifiyanti, Nurul Arleiny, Arleiny Arrayyan, Ahmad Zaki B Subarjo, B Bambang Priyono Basuki , Budi Murtiyasa Cahya Damarjati Chairunnisa, Nabila Chen, Hsing-Chung Christiana Maria Herry Purwanti, Christiana Maria Herry Dattadewi Purwantini Dedi Andrianto Dewajani, Heny Dina Sukma Dwi Ningsih, Dwi Dwi Wahini Nurhajati, Dwi Wahini EA Rimbawanto, EA Eka Putra, Herman Estu Eka Sapti Cahyaningrum Eko Naryono Eko Prasetyo Emiliana Kasmudjiastuti, Emiliana Endro Kismolo, Endro Fadhilah, Alya Nur Fahriah, Sirli Faris Nofandi Febrianto, Firman Fikri, Dimas R. A. Fitriana Tjiptasari Fitriyani, Rizki Putri Gunawan, Lieptiono Hadi Musthofa, Hadi Hadi Saroso Hafni Lissa Nuri Handari, Herdianty Kusuma Hanum, Muthia Hardiyanti, Widya Dwi Hardjono Hardjono, Hardjono Haren, Hassan Ishag Hassan Hariyanto, Budi Hariyanto, Budi Hariyanto Harun Harun Heppi Sasmita Herman Nirwana Herminiwati Herminiwati, Herminiwati Hesti Hesti I Irawan, I Ibrahim, Muhammad Yasser Ifrohayati, Ifrohayati Imanto, Frenki Ismoyowati Isra, Fauzi Jaka Susila Jamaris Jamaris Jaya, Yahya Jaya, Yahya Johana A. Rombang, Johana A. Joko Pamungkas Karisma Trinanda Putra, Karisma Trinanda Karneli, Yenni Kartika, Vinda Setya Khalimatus Sa'diyah Kuntardjo, Samuel Beta Kuntarjo, Samuel Beta Kurnianingsih Kurnianingsih, Kurnianingsih Kusumaningtyas, Mei Lavindi, Eri Eli Lesmana, Lia Lie, Raudhatul Hasanah Luchis Rubianto3 Lusiani, Cucuk Evi M. Pancoko M. Y. Sumaryadi Mahardhika, Dimas Kembara Mahben Jalil Mardiyono Mardiyono Maria Y.M.A. Sumakud Markamah, Markamah Marliyadi Pancoko Matondang, Anas Monandar Mega Fatimah Rosana Mita Prastika, Mita Mochamad Mufti Moejiono Moh Djaeni Muflihah, Uun Muhammad Anif MUHAMMAD SHOLEH Muhibbin, Muhibbin Mukhlis, Syaiful Mukhlis, Syaiful Mukhlis Mulyani, Indah Muji Muthmainah Muthmainah Muthmainah Nariswana, Rucirasatti Netrawati, Netrawati Nono Carsono Nur Cholimah Nur Hayati Nur Khoirani, Alfina Nur Wachid Sahadi, Nur Wachid Nur Widiastuti Nurfarida Deliani Nuria, Aghna Nurseno Bayu Aji, Nurseno Bayu Prasetyo Kusumo, Mahendro Pratama, Sakca Garda Prayogo, Imam Profiyanti Hermien Suharti Puji Ediari Suryaningsih, Puji Ediari Putra, Karisma R Pratiwi, R Rahmadani, Riyan Rahmat Hidayat Rahmiati Rahmiati Rani Raharjanti Rezmelia Sari Ridantami, Vemi Rina Sofiana, Rina Rizal Isnanto, Rizal Rizqi Aini Rohmaniah, Siti Romanda Annas Amrullah Ronilaya, Ferdian Rucita Ramadhana S Zubaidah, S S.N.O. Suwandyastuti Safitri, Zulfa Samsu Wasito Santi Novani Santika Sari Santosa, Naufal Adli Santoso, Kuwat Saputri, Sisca Meidina Saputri, Sisca Meidina Sari, Siska Difita Silvester Tena siti zubaedah Slamet Handoko Sofyan karani, Sofyan Sri bandi, Sri Sri Budiasih, Sri Sri Rulianah, Sri Sri Sutyasmi, Sri Sri Waskito, Sri Sugihartono Sugihartono Suliestiyah Wiryodiningrat Sunardi Sunardi Suprapto Suprapto Sutama SUTRISNO Sutrisno, Sutrisno Syarif Maulidin T Hartati, T T Hartatik, T Thomas Tukirin, Thomas Titik Purwati Widowati, Titik Purwati Tri Raharjo Yudantoro Triyono, Liliek Utomo, Dian Purbo W Manalu Wahono Wahono Wahyu Sulistiyo Wakib Kurniawan Wicaksana, Darma Wiktasari Wiktasari, Wiktasari WT Artama, WT Yanti, Nurma Yanwari, M. Irwan Yanwari, Muhammad Irwan Yeni Karneli Yudantoro, Tri Yuliani Indrianingsih Z. Mawardi Effendi