Universitas Putera Batam (UPB): Open Journal Systems
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    Analisis Diagnosis Tingkat Kesehatan Mental Dengan Teknik Klasifikasi Algoritma C4.5

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    Mental health has become an increasingly important issue amid the growing pressures of modern life, particularly in the workplace. Job demands, performance targets, and the dynamics of social relationships at work can trigger stress that negatively affects employee productivity and well-being. However, low awareness and social stigma surrounding mental health issues often result in stress going undetected at an early stage. This study aims to identify employee stress levels at a company in Batam City using a data mining approach. Data were collected through the distribution of questionnaires based on the DASS-21 (Depression Anxiety Stress Scales), which measures three main aspects: stress, anxiety, and depression. The data were analyzed using the Python programming language, with stages including preprocessing, transformation of scale values into numerical form, and the construction of a classification model using the C4.5 algorithm (Decision Tree Classifier). The results showed that the classification model was able to identify stress levels with an accuracy of 67%. The best performance was observed in the moderate stress class (class 1), with a precision value of 0.71 and a recall of 0.79. In contrast, the classification performance for minority classes such as no stress (class 0) and severe stress (class 2) was relatively low. These findings suggest that the C4.5 algorithm is reasonably effective in recognizing dominant stress patterns but requires further data processing and class-balancing techniques to improve overall model performance. This study is expected to serve as a foundation for early detection and more accurate handling of workplace stres

    Analisis Kasus Microsoft V. United States (2018) : Implikasi Terhadap Hukum International

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    The Microsoft v. United States (2018) case stands as a landmark in the discourse of international law concerning jurisdiction over digital data in the era of global information exchange. The dispute began when the U.S. goverment, thourgh the Federal Bureau Of Investigation (FBI), issued a warrant to microsoft to provide email data of a criminal suspect stored on its servers located in Ireland. Microsoft refused on the grounds that data stored outside the U.S. territory could not be accessed under the domestic legal framework, namely the Stored Communications Act (SCA) of 1986. This conflic ignited a global legal debate on data sovereignity and cross border privacy protection. This article aims to explore the jurisdictional conflict and the legal diplomatic response thourgh the enacment of the CLOUD Act. Using a normative juridical approach, the article also discusses the broader impact on internaational law, digital plomacy, and the strategic role of higher educations institutions in promoting digital legal literachy

    Pemodelan Proses Bisnis Menggunakan BPMN (Business Process Model And Notation) Untuk Meningkatkan Efisiensi Operasional Dan Pelayanan Di Rafah Store : Books And Mercandise Upt Pusat Pengembangan Bisnis Uin Raden Fatah Palembang

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    Rafah Store: Books and Merchandise is a business unit under the management of the UPT Business Development Center of UIN Raden Fatah Palembang, which focuses on selling books and various campus-themed merchandise products. In its operational practices, this store faces several obstacles, such as an unorganized service flow, the use of time-consuming manual procedures, and the lack of systematically documented business process documentation. This study aims to design a business process modeling at Rafah Store using the Business Process Model and Notation (BPMN) approach as an effort to improve operational efficiency and service quality. The approach used in this study is descriptive qualitative, with data collection methods through direct observation, interviews, and analysis of store operational activity documents. This study resulted in a core business process modeling that includes product ordering flow, customer service, inventory management, and financial reporting processes. BPMN is used to clearly visualize the workflow and the roles of each party involved. The application of this BPMN model allows management to more easily identify inefficient processes, speed up service times, and improve coordination between departments. In addition, this model also has the potential to become a foundation for the development of a more integrated information system in the future. Overall, BPMN has proven to be an effective tool in improving operational efficiency and service quality at Rafah Store

    PREDIKSI PENYAKIT DIABETES MENGGUNAKAN ALGORITMA REGRESI LOGISTIK

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    The annual count of individuals afflicted with diabetes is rising. As to a survey carried out by the International Diabetes Federation (IDF), the global diabetes population is approximated to be 537 million by 2021, and this number is projected to increase further to exceed 780 million by 2045. The study's primary goal is to diagnose and forecast whether or not a patient has diabetes. The approach makes use of logistic regression, a statistical tool for modelling individual classifications of diabetes presence or absence. According to the diabetes risk prediction results, 43% of respondents gave consideration to the condition. Consequently, it has been demonstrated that normalisation enhances the accuracy of diabetes risk prediction using logistic regression methods. Based on the variables included, it is anticipated that the predictions made by this model will serve as a guide for the general public in understanding healthy living and diabetes prevention. &nbsp

    PERANCANGAN PEMESANAN MENU RESTORAN BERBASIS WEB UNTUK MENINGKATKAN SMART SERVICE MENGGUNAKAN METODE PRIORITY SCHEDULING

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    Moon Cafe, located at Komplek Penuin Permai Blok B No. 2, faced challenges in menu management and ordering processes. With 94 printed menus, customers often waited their turn, and adding new menus required time and printing costs. The absence of a queue system increased errors, delays, and food waste due to unclear or incorrect orders. This study proposes a web-based ordering system using the Priority Scheduling method to prioritize orders based on cooking time and arrival order. The system, developed with Extreme Programming, ensures flexibility and responsiveness to operational needs. Results show improved efficiency in customer service, reduced recording and serving errors, and streamlined kitchen operations. The web-based system enables quick menu updates without additional costs, while prioritized order management minimizes delays and enhances customer satisfaction. This solution helps optimize Moon Cafe's operations and reduces material losses

    PENERAPAN KLASIFIKASI CITRA PADA IDENTIFIKASI OBJEK DENGAN PAKAIAN SAFETY MENGGUNAKAN CONVOLUTIONAL NEURAL NETWORK DI PT JAYATAMA SAFETINDO.

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    Construction workers are essential to project execution but face high risks of workplace accidents, often caused by human factors. Advances in artificial intelligence, particularly image processing, provide opportunities to improve the detection of personal protective equipment (PPE), which is currently checked manually and inefficiently. PPE, such asgloves, helmets, and safety shoes, is vital for worker safety but is often neglected due to discomfort. This study uses Convolutional Neural Network (CNN) algorithms to classify images and verify PPE usage at construction sites. CNN processes spatial information through layers for feature extraction, dimension reduction, and classification. A previousstudy with Faster R-CNN achieved accuracies of 72.83% with TensorFlow and 88.07% with Faster R-CNN. Using a dataset of 200 images, this research, conducted at PT JAYATAMA SAFETINDO, applies Python and TensorFlow to improve PPE detection accuracy. The results aim to support safer workplaces, enhance productivity, and advance AI applications in safety and identification

    SCROOGE’S MORAL LEDGER: A SEMIOTIC ANALYSIS OF ACCOUNTING IN CHARLES DICKENS’ A CHRISTMAS CAROL

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    This research examines the symbolism of accounting in Charles Dickens’ novel A Christmas Carol through the lens of Roland Barthes’ semiotic theory and critical accounting theory. The novel was selected for its rich use of economic terms, symbols, and metaphors that reflect the moral value system and capitalist structures of the 19th century. The research aims to identify accounting elements within the text, interpret their symbolic meanings, and analyze how Dickens' narrative critiques social inequality and capitalist ideology through the language of accounting. Employing a qualitative descriptive method and close reading technique, the research reveals that terms such as profit, debt, and penny, as well as symbols like chains, the banker’s book, and the ghostly figures, serve as metaphors for moral responsibility, spiritual burden, and a critique of dehumanization within the economic system. Through the integration of semiotics and critical accounting theory, the research concludes that accounting within the novel is far from neutral; it is ideologically charged, reproducing power relations and social disparity. Thus, A Christmas Carol emerges not merely as a literary text, but as a sharp reflection on social and moral practices in capitalist economies.Abstrak Penelitian ini mengkaji simbolisme akuntansi dalam novel A Christmas Carol karya Charles Dickens melalui pendekatan semiotika Roland Barthes dan teori akuntansi kritis. Novel ini dipilih karena memuat berbagai istilah, simbol, dan metafora ekonomi yang merepresentasikan sistem nilai moral dan struktur kapitalisme abad ke-19. Penelitian ini bertujuan mengidentifikasi elemen akuntansi dalam teks, menafsirkan makna simboliknya, serta menganalisis bagaimana narasi Dickens mengkritik ketimpangan sosial dan ideologi kapitalis melalui bahasa akuntansi. Dengan menggunakan metode kualitatif deskriptif dan teknik close reading, ditemukan bahwa istilah seperti profit, debt, penny, hingga simbol seperti chain, banker’s book, dan tokoh-tokoh hantu berfungsi sebagai metafora untuk tanggung jawab moral, beban spiritual, serta kritik terhadap dehumanisasi dalam sistem ekonomi. Melalui integrasi semiotika dan teori akuntansi kritis, penelitian ini menyimpulkan bahwa akuntansi dalam novel tidak netral, melainkan sarat nilai ideologis yang mereproduksi relasi kuasa dan ketimpangan. Dengan demikian, A Christmas Carol tidak hanya menjadi teks sastra, tetapi juga refleksi tajam atas praktik sosial dan moral dalam ekonomi kapitalistik. Kata-kata kunci: semiotika, akuntansi kritis, Charles Dickens, A Christmas Carol

    PENGARUH SISTEM PENGENDALIAN INTERNAL, KOMITMEN ORGANISASI, DAN KOMPETENSI APARATUR DESA TERHADAP AKUNTABILITAS PENGELOLAAN DANA DESA (STUDI EMPIRIS PADA DESA-DESA DI KECAMATAN TAPUNG HILIR KABUPATEN KAMPAR)

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    This research aims to determine the influence of the internal control system, organizational commitment and competency of village officials on the accountability of village fund management in villages in Tapung Hilir District, Kampar Regency. The method used in research is a quantitative method. The population in this study were all village officials including the Village Head, Village Secretary, Head of Section/Government Affairs, Head of Section/Development Affairs, Head of Section/Community Empowerment Affairs, Head of Section/People's Welfare Affairs, Head of Section/General Affairs, and Head Sections/Financial Affairs in Tapung Hilir District, Kampar Regency, totaling 128. The sample used was purposive sampling, totaling 64 respondents. The data collection used was a questionnaire distributed to Village Apparatus officials in Tapung Hilir District, Kampar Regency. Data were analyzed using the SPSS 22 program. The results of the analysis show that the finding that the internal control system has a positive effect on village fund management accountability and the correlation between the internal control system variables and the Village Fund Management Accountability variable shows a correlation of 0.220, which means that the correlation coefficient is at a low level of relationship, namely 0.20-0.399. Competency of village officials has a positive effect on accountability in managing village funds and the correlation between the variable organizational commitment, internal control system of funds, the variable Village Fund Management Accountability shows a correlation of 0.227, which means that the magnitude of the correlation coefficient is at a low level of relationship, namely 0.20-0.399, while organizational commitment has no effect on accountability in village fund management and the correlation between the apparatus competency variable and the Village Fund Management Accountability variable shows 0.020, which means the correlation coefficient is at a very low level of relationship, namely 0.00-0.199

    ANALISIS DEMAND FORECASTING DAN INVENTORY CONTROL PRODUK PALLET KAYU PADA CV ALTRUIST BATAM

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    CV Altruist Batam is an agency engaged in the manufacture of wooden pallets that are in high demand from customers with various size variations such as wooden pallet products with a size of 120 cm x 80 cm. CV Altruist Batam should use aggregate forecasting and planning to plan the amount of production that will occur in the future according to production capacity so that this study aims to identify the best forecasting techniques and the best overall strategy that can be used in forecasting and production planning for wooden pallet products measuring 120 cm x 80 cm using the Single Moving Average and Single Exponential Smoothing methods. While for aggregate planning, the strategies used include Chase Strategy, Level Strategy and Mixed Strategy, then the most efficient strategy is selected to minimize production costs. The results of the study showed that the best forecasting method is the Single Moving Average method with the values obtained MAD = 94.36, MSE = 4.971% and for the aggregate strategy chosen is Level Strategy and Chase with the smallest production cost of Rp 3,092,670,000. &nbsp

    ANALISIS PENGENDALIAN KUALITAS PRODUK TRANSISTOR PADA PT SAMMYUNG PRECISION BATAM

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    ABSTRACT Penelitian ini bertujuan untuk meningkatkan kualitas produksi transistor di PT Sammyung Precision Batam melalui penerapan pendekatan Six Sigma dengan metode DMAIC (Define, Measure, Analyze, Improve, Control). Fokus utama penelitian adalah mengidentifikasi faktor-faktor penyebab cacat, terutama pada jenis defect peel off dan bubble header, dan mengembangkan solusi untuk mengurangi tingkat cacat serta variasi proses produksi. Analisis menggunakan alat statistik seperti P-Chart, Pareto, fishbone diagram, dan perhitungan tingkat sigma menunjukkan bahwa proses produksi belum stabil dan memiliki potensi peningkatan kualitas secara signifikan. Penerapan pencatatan suhu dan penyesuaian parameter furnace, termasuk pengaturan kecepatan proses, terbukti efektif dalam menurunkan persentase cacat menjadi rata-rata 0,5%. Hasil penelitian ini menunjukkan bahwa penerapan langkah-langkah perbaikan berkelanjutan dapat meningkatkan konsistensi kualitas produk dan efisiensi proses produksi transistor di industri manufaktur elektronik

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