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RSUD Gunung Tua memerlukan manajemen persediaan obat yang efisien untuk mencegah kekurangan maupun kelebihan stok. Data penelitian bersumber dari penjualan obat RSUD Gunung Tua tahun 2023, dengan penerapan metode machine learning single moving average untuk memprediksi kebutuhan obat mendatang. Pengujian untuk jenis Allopurinol 100 mg menghasilkan prediksi 883 tablet, serta uji sistem pada 10 responden memperoleh fungsionalitas 100% dengan kualifikasi “Sangat Baik” dan “Tidak Ada Revisi”.",{"@graph":63,"@context":120},[64,81,103],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":27,"@type":70,"position":77},"https://docshare.wps.com/id/document/layanan-kesehatan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/development-of-a-drug-stock-prediction-application-based-on-machine-learning-single-moving-average-for-inventory-management-case-study-gunung-tua-regional-hospital/128699/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/development-of-a-drug-stock-prediction-application-based-on-machine-learning-single-moving-average-for-inventory-management-case-study-gunung-tua-regional-hospital/128699.png","ImageObject",300,407,{"name":89,"@type":90},"Aurora","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-09-19","2026-08-06",true,{"@type":99,"interactionType":100,"userInteractionCount":102},"InteractionCounter",{"@type":101},"ViewAction",5,{"@type":104,"mainEntity":105},"FAQPage",[106,112,116],{"name":107,"@type":108,"acceptedAnswer":109},"Mengapa RSUD Gunung Tua memerlukan metode prediksi stok obat?","Question",{"text":110,"@type":111},"Karena pengelolaan persediaan obat masih manual sehingga berisiko terjadi kekurangan atau kelebihan stok. Prediksi dibutuhkan agar kebutuhan obat tersedia pada waktu yang tepat dan lebih efisien.","Answer",{"name":113,"@type":108,"acceptedAnswer":114},"Data apa yang digunakan dalam penelitian ini?",{"text":115,"@type":111},"Data yang digunakan adalah data penjualan obat RSUD Gunung Tua selama tahun 2023.",{"name":117,"@type":108,"acceptedAnswer":118},"Bagaimana hasil prediksi untuk obat Allopurinol 100 mg?",{"text":119,"@type":111},"Berdasarkan hasil pengujian, Allopurinol 100 mg diprediksi terjual sebanyak 883 tablet pada masa mendatang.","https://schema.org",{"og:url":79,"og:type":122,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":124,"canonical":79},"index,follow",{"doc_id":126,"site_id":56},128699,1786002733,{"code":4,"msg":5,"data":129},{"doc_id":126,"user_id":130,"nickname":89,"user_avatar":131,"doc_module":4,"category_id":26,"category_name":27,"doc_title":59,"doc_description":61,"doc_content":132,"file_id":133,"file_url":134,"file_type":135,"file_size":136,"view_count":102,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":137,"language":138,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":139,"faqs":140,"seo_title":141,"seo_description":61,"update_tm":127,"read_time":142},962084926284,"https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0","Pengembangan Aplikasi Prediksi Stok Obat Berbasis Machine Learning Single Moving Average untuk Manajemen Persediaan (Studi Kasus:  \nRSUD Gunung Tua)  \nPutri Irawan Siregar1, Richi Andrianto2, Rina Irawan3  \n1,2,3 Sistem Informasi, Institut Teknologi dan Sains Padang Lawas Utarae-mail: [putri.irawan2018@gmail.com](putri.irawan2018@gmail.com1)[1](putri.irawan2018@gmail.com1) , [richiandrianto28@gmail.com](richiandrianto28@gmail.com2)[2](richiandrianto28@gmail.com2),  \n[rinairawan981@gmail.com](rinairawan981@gmail.com3)[3](rinairawan981@gmail.com3)  \nAbstrak  \nRumah sakit adalah institusi kesehatan yang menyediakan pelayanan medis, perawatan, dan pengobatan kepada pasien yang membutuhkan. Rumah Sakit Umum Daerah (RSUD) Gunung Tuamenjadi pusat pelayanan medis dan perawatan medis di Kabupaten Padang Lawas Utara Provinsi Sumaterah Utara. Manajemen persediaan obat di rumah sakit juga perlu memperhatikan aspekefisiensi dalam pengelolaan persediaan. Oleh karena itu, perlu adanya metode komputerisasi yang akurat untuk memprediksi kebutuhan obat guna menghindari kekurangan atau kelebihan stok. Data penelitian yang digunakan merupakan data penjualan obat pada RSUD Gunung Tua selamatahun 2023. Sedangkan metode machine learning single moving average digunakan untuk melakukan proses prediksi penjualan obat dimasa mendatang. Hasil pengujian pada berdasarkan jenis obat Allopurinol 100 Mg diprediksi dimasa mendatang akan terjual sebanyak 883 tablet. Berdasarkan hasil pengujian sistem pada 10 Responden diperoleh bahwa fungsionalitas sistem mencapai 100% dengan kualifikasi “Sangat Baik” dan Keterangan “Tidak Ada Revisi”. Sehingga, proses bisnis pada RSUD Gunung Tua menjadi lebih efektif dan efisien.  \nKata kunci: Mesin Pembelajaran, Prediksi, Rumah Sakit, Stok Obat, Single Moving Average.  \nAbstract  \nHospitals are health institutions that provide medical services, care, and treatment to patients in need. Gunung Tua Regional General Hospital (RSUD) is the center of medical services and medical care in Padang Lawas Utara Regency, North Sumatra Province. Drug inventory management in hospitals also needs to pay attention to the efficiency aspect in inventory management. Therefore, an accurate computerized method is needed to predict drug needs in order to avoid shortages or excess stock. The research data used is drug sales data at Gunung Tua Hospital during 2023. Meanwhile, the single moving average machine learning method is used to predict future drug sales. The test results based on the type of drug Allopurinol 100 Mg are predicted to sell 883 tablets in the future. Based on the results of system testing on 10 Respondents, it was obtained that the system functionality reached 100% with the qualification\"Very Good\" and the statement \"No Revision\" . Thus, the business process at Gunung Tua Hospital becomes more effective and efficient.  \nKeywords: Drug Stock, Hospital, Machine Learning, Prediction, Single Moving Average.  \nPENDAHULUAN  \nRumah sakit adalah institusi kesehatan yang menyediakan pelayanan medis, perawatan, dan pengobatan kepada pasien yang membutuhkan (A. K. Putri & Sonia, 2021) . Rumah sakitmemiliki peran penting dalam sistem kesehatan suatu negara karena menjadi tempat utama bagi penanganan berbagai macam penyakit, cedera, dan kondisi kesehatan lainnya. Sebagaimana yang diatur dalam Undang-Undang Republik Indonesia Nomor 44 Tahun 2009 Tentang Rumah Sakit bahwa pelayanan kesehatan merupakan hak setiap orang yang dijamin dalam UndangUndang Dasar Negara Republik Indonesia Tahun 1945 yang harus diwujudkan dengan upayapeningkatan derajat kesehatan masyarakat yang setinggi-tingginya (Barat et al. , 2014) .  \nRumah Sakit Umum Daerah (RSUD) merupakan salah satu fasilitas pelayanan kesehatanyang menyediakan layanan medis dan perawatan disuatu daerah atau wilayah tertentu. Salah satunya yaitu Rumah Sakit Umum Daerah (RSUD) Gunung Tua menjadi pusat pelayanan medis dan perawatan medis di Kabupaten Padang Lawas Utara Provinsi Sumaterah Utara. Pe","cbCaih0ja8TXpM6l","https://ap.wps.com/l/cbCaih0ja8TXpM6l","pdf",795759,12,"Indonesian","# Pendahuluan\n## Peran rumah sakit dalam sistem kesehatan\n## Manajemen rumah sakit dan persediaan obat\n## Kondisi pengelolaan persediaan obat di RSUD Gunung Tua\n## Kebutuhan sistem komputerisasi untuk prediksi stok","[{\"question\":\"Mengapa RSUD Gunung Tua memerlukan metode prediksi stok obat?\",\"answer\":\"Karena pengelolaan persediaan obat masih manual sehingga berisiko terjadi kekurangan atau kelebihan stok. Prediksi dibutuhkan agar kebutuhan obat tersedia pada waktu yang tepat dan lebih efisien.\"},{\"question\":\"Data apa yang digunakan dalam penelitian ini?\",\"answer\":\"Data yang digunakan adalah data penjualan obat RSUD Gunung Tua selama tahun 2023.\"},{\"question\":\"Bagaimana hasil prediksi untuk obat Allopurinol 100 mg?\",\"answer\":\"Berdasarkan hasil pengujian, Allopurinol 100 mg diprediksi terjual sebanyak 883 tablet pada masa mendatang.\"}]","Pengembangan Aplikasi Prediksi Stok Obat Berbasis Machine Learning - Single Moving Average untuk Manajemen Persediaan - Studi Kasus: RSUD Gunung Tua | PDF",18]