Sangkar burung merupakan kerajinan tangan yang sangat berpotensi untuk dikembangkan. Sangkar burung sendiri yang berasal dari provinsi Jawa Tengah. Salah satunya yang terkenal industri sangkar burung di kecamatan Taman. Sangkar burung merupakan industri yang sangat berpotensi untuk memajukan perekonomian didaerah, dengan adanya industri tersebut banyak penyerapan tenaga kerja, menjadikan orang umtuk berwirausaha, dan memberikan daerah tersebut lebih dikenal di daerah lain dan bisa sampai kemancanegara. UMKM ini berada di desa Asemdoyong RT 013/RW 02 Kecamatan Taman Kabupaten Pemalang. Kuliah Kerja Usaha menjadi salah satu bentuk pembelajaran dengan memberikan pengalaman belajar kepada mahasiswa di tengah-tengah kehidupan masyarakat dengan turut serta membantu memecahkan masalah berdasarkan kompetensi keilmuan sesuai dengan situasi, kondisi, masalah, dan prioritas kebutuhan masyarakat di lapangan dengan pendekatan interdisiplin ilmu dan bersifat ilmiah. Ada beberapa permasalahan yang ada antara lain, belum memiliki NIB (Nomor Induk Berusaha), belum memiliki banner, belum memiliki stempel usaha, belum memiliki profil usaha, belum terdaftar lokasi di google maps, belum memilki Harga Pokok Produksi (HPP) serta belum memilki catatan pembukuan sederhana, belum memilki akun instagram, youtube, serta marketpalce shopee, belum memilki video promosi dan proses produksi, belum memilki thanks card, katalog dan papan nama jalan, belum memilki profil usaha, visi misi dan struktur organisasi. Setelah menganalisis dan mengaplikasikan program KKU pada produk Sangkar Burung menghasilkan dampak positif bagi pemilik UMKM, seperti pembuatan NIB guna untuk melengkapi legalitas usaha, membuat banner guna untuk menandakan lokasi UMKM, membuat stempel guna untuk mengidentifikasi suatu berkas atau surat keterangan resmi, adanya profil company, struktur organisasi, visi misi sebagai acuan untuk mencapai suatu tujuan UMKM yang diinginkan.

Fire is one of the incidents that disturbs homeowners because of the fire that will drain property and can claim lives when there is a lack of anticipation and minimal ignorance of the incident, such as when a fire occurs there is no early warning to the homeowner, this is also a cause of fire. The cause of the fire can be caused by a gas leak, electrical short circuit or caused by the community itself. Based on these problems, a solution is needed to create a safety system technology to be applied to the home kitchen, namely the design of an early detection system for fires based on the Internet Of Things (IoT) using ESP8266 which is useful for monitoring kitchen conditions and will automatically send a notification of the kitchen condition if the sensor reads an incident. The Hardware Design uses several tools consisting of ESP8266, Arduino R3. Jumper Cables, Fire Sensors, MQ-2 Gas Sensors, Mini Fans, Mini Water Pumps, Relays, Buzzers. and for the software design using Arduino IDE for system programming and Blynk as an application to display notifications. The designed system will be tested using black box testing which is used to determine whether the designed system will meet the specified parameters or not, and the results of the design state that the system is in accordance with the parameters used.

The research that has developed so far, the use of virtual laboratories in learning is only widely used for exact science groups such as mathematics, physics or chemistry, while in non-exact science groups it has not been widely done. Therefore, the purpose of this study is to determine the effectiveness of the use of virtual accounting laboratories on student learning outcomes in taxation courses which are non-exact science groups. This type of research is Quasi Experimental research using Nonequivalent Control Group Design. The results of the study showed that the post-test scores in classes that used virtual accounting laboratories increased higher when compared to classes that did not use virtual accounting laboratories. The contribution that is an important finding in this study is the use of virtual accounting laboratories for taxation courses which are non-exact science fields has been proven to be able to improve student learning outcomes.

Micro, Small, and Medium Enterprises (MSMEs) in Indonesia contribute 60% of regional income and absorb 97% of the workforce, yet many do not have a Business Identification Number (NIB). This activity aims to support government programs by improving capacity, access to capital, and business legality. The community service activity was conducted at the Market Day of SMK Nusantara, Ciputat, using the Participatory Action Research approach, involving 15 lecturers and students from STIE Ganesha. Results showed: 85% of participants were satisfied, but 40% faced difficulties using OSS, and 30% desired additional sessions. Participants' suggestions included follow-up programs, digital training, longer activity duration, and collaboration with financial institutions. Recommended follow-up includes continued assistance, digital literacy training, extended activity duration, and broader collaboration to strengthen the impact of the community service for business actors. 

Sebuah Sistem evakuasi yang baik diharapkan dapat memberikan dampak minimalnya korban ketika terjadi bencana. Penelitian ini menganalisis dampak dari tata letak objek dalam ruangan terhadap proses evakuasi pejalan kaki.  Data simulasi dari dampak objek dalam ruangan akan dilakukan analisa pengaruhnya terhadap kepanikan. Perilaku panik ini dituangkan ke dalam perubahan parameter Ks dan Kd. Simulasi pengaruh objek dalam ruangan ini dituangkan ke dalam aplikasi simulasi dengan pemetaan berbentuk koridor. Hasil penelitian ini menunjukan bahwa parameter Ks dan Kd memiliki pengaruh objek dalam melakukan evakuasi. Model dengan penghalang akan membawa pengaruh jika penghalang yang dibuat tegak lurus dengan pintu keluar. Hal ini terjadi karena perpindahan objek ditentukan dengan probabilitas perpindahan pada grid Cellular Automata.
 
Kata kunci: Penghalang, Panik, Perilaku, Cellular Automata, Pemodelan

Diabetes adalah salah satu tantangan kesehatan global yang terus meningkat, dengan deteksi dini pradiabetes menjadi kunci untuk pencegahan. Data yang digunakan diambil dari Diabetes Health Indicators Dataset dan dipersiapkan melalui tahap feature engineering, analisis korelasi, dan penanganan missing value. Selanjutnya, model dibangun menggunakan tiga algoritma utama, yaitu Random Forest, XGBoost, dan Logistic Regression. Penelitian ini menggabungkan analisis korelasi variabel dan metode imbalance learning untuk mengoptimalkan prediksi pradiabetes menggunakan algoritma machine learning. Untuk menangani ketidakseimbangan data, teknik SMOTE diterapkan guna menghasilkan data sintetik pada kelas minoritas. Hasil penelitian menunjukkan model Random Forest memberikan kinerja terbaik dengan akurasi 97,57%, mengungguli XGBoost dan Logistic Regression. Penerapan analisis korelasi variabel dan imbalance learning terbukti efektif dalam meningkatkan kinerja prediksi dengan identifikasi fitur penting. Penelitian ini menunjukkan bahwa pendekatan yang diterapkan dapat membantu deteksi dini pradiabetes secara lebih akurat dan tepat.
 
Kata kunci: Diabetes, Deteksi Prediabetes, Machine Learning, Random Forest

This study aims to evaluate the effectiveness of assistance in teaching Quran reading and writing as well as Pegon script at Taman Pendidikan Qur'an (TPQ) Al-Kautsar, Sumokembangsri Village. The assistance is designed to enhance students' skills in reading and writing the Quran, as well as in Pegon script, which is part of the local tradition. The method used in this community service program employs Participatory Rural Appraisal, involving field surveys and direct communication with the community. The results indicate that routine and structured assistance significantly improves students' abilities in reading the Quran and writing Pegon script. The program also positively impacts students' understanding and skills in effectively practicing both aspects. This community service program is expected to contribute to the development of better and more adaptive teaching methods at TPQ and strengthen the preservation of local culture through Pegon script writing.

The purpose of this study is to design and build a garden fence made of wood and recycled bottles in an effort to develop an environmentally friendly and cost-effective solution. In addition to functioning as a room divider, this garden fence can also be used as a decorative component to add to the aesthetic appeal of the garden. This study examines the structural strength, material durability, and aesthetic value of the fence building using wood and recycled bottles. The method used in this activity is the ABCD method, the ABCD (Asset Based Community Development) approach method which is a mentoring method that prioritizes the utilization of assets and potentials around the community. This research method also evaluates the environmental impact and cost efficiency of using recycled materials. The results of the study show that a fence made of wood and recycled bottles can be a practical and attractive choice for a garden plan. This fence not only supports the management of plastic bottle waste, but also provides a smart solution that is financially efficient and affordable.

This study examines the optimization of the role of Tanuharjo Village officials in increasing village revenue through the establishment and management of Village-Owned Enterprises (BUMDes). The creation of BUMDes in Tanuharjo Village has proven to be a strategic initiative to maximize village potential and enhance local economic development. This article provides an overview of the service activities that have been carried out, focusing on the critical role of Tanuharjo Village officials in optimizing village income through the establishment, management, and active participation in BUMDes. The BUMDes has played a vital role in creating new jobs, boosting the productivity of key village sectors, and strengthening the local economy. Additionally, BUMDes serves as a platform for encouraging innovation and the entrepreneurial spirit within the village community. Through one-way counseling sessions organized by the Semarang State University service team, the capacity of Tanuharjo Village officials in BUMDes management has been significantly enhanced. The strategies implemented during these activities included the development of new business units by optimizing village resources, the creation of management training programs to improve BUMDes governance, and digital marketing training for human resources. These efforts have successfully increased the understanding and capabilities of village officials, contributing to improved performance in managing BUMDes and increasing village revenue. This service activity has provided practical recommendations for improving BUMDes governance, which are expected to stimulate further economic growth and improve the welfare of the community in Tanuharjo Village.

Kapok range is a natural fiber that has considerable potential in the form of cellulose and can be enhanced by its physical and mechanical value cellulose. This study aims to analyze the character of cellulose produced from kapok and isolation. The cellulose isolation method used a factorial complete randomized design, namely the first factor of NaOH concentration (4%, 6%, and 8%) and the second factor of extraction time (40, 50, and 60 minutes). The cellulose isolation process showed that the method did not significantly affect the yield of randu kapok cellulose. The highest yield and degree of whiteness resulted from the treatment of 4% NaOH concentration and 40 minutes of extraction time with a yield of 6.54 ± 0.82%. The following result showed that the treatment had a significant effect on the results of the degree of whiteness. The highest degree of whiteness resulted from the treatment of 8% NaOH concentration and 60 minute extraction time of 30 ± 0.7. The cellulose isolation results of kapok resulted in cellulose content of 90.15 ± 0.81%, hemicellulose content of 3.6 ± 0.52%, and lignin content of 0.91 ± 0.03%. The analyzed properties provide a strong basis for considering the potential use of such cellulose nanofibers in various industrial applications, such as the manufacture of sustainable composite materials or other valueadded products.