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Analisis Data Mining Untuk Klasterisasi Data Rekam Medis Menggunakan Algoritma K-Means Pada Rumah Sakit Sylvani Binjai Wahyu Surya Nanda; Akim M.H. Pardede; Magdalena Simanjuntak
Indonesian Journal of Education And Computer Science Vol. 1 No. 3 (2023): INDOTECH - December 2023
Publisher : PT. INOVASI TEKNOLOGI KOMPUTER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60076/indotech.v1i2.43

Abstract

Medical record is a record of the history of patients who take treatment in hospitals or clinics. RSU Sylvani has many patients, every month and makes patient history data accumulate in the medical record data, but there is no follow-up benefit from the available data. Even though these data have great potential to provide new information and valuable insights if explored with data mining using the k-means clustering method. The amount of data that was tested was 893 data and produced 4 groups from the variables of disease diagnosis, gender and address. Where group 1 totaled 268 data with a diagnosis center for hypertension and female gender at the Pepper Garden address. Group 2 totaled 289 data with a diagnosis center for Asthma and female gender at the Hero's address. Group 3 totaled 185 data with GERD disease diagnosis center and male gender at Kebun Pepper address. group 4 totaling 151 data with a diagnosis center for Prostate Enlargement disease and male sex at Kebun Pepper address.
Pendampingan Pembuatan Nomor Induk Berusaha (NIB) Bagi Pelaku UMKM Wilayah Binjai & Langkat Sebagai Upaya Peningkatan Legalitas Usaha Lina Arliana Nur Kadim; Husnul Khair; Kristina Annatasia; Indah Ambarita; Magdalena Simanjuntak; Melda Pita Uli Sitompul; Ratih Puspadini; Ameliana Sihotang; Zira Fatmahira; Suci Ramadani; Suria Alamsyah Putra
Jurnal Pengabdian Masyarakat Disiplin Ilmu Vol. 4 No. 2 (2026): Jurnal Pengabdian Masyarakat Multi Disiplin Ilmu
Publisher : Yayasan Cita Cendikiawan Al Kharizmi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/jpmasdi.v4i2.8082

Abstract

Micro, Small, and Medium Enterprises (MSMEs) play a crucial role in strengthening the national economy, particularly in job creation and local economic resilience. However, many MSME actors still face administrative constraints, especially in obtaining a Business Identification Number (NIB), which is a mandatory legal requirement for formal business operations through the Online Single Submission (OSS) system. Limited digital literacy and lack of understanding regarding licensing procedures often become the main obstacles. This community service activity aims to provide assistance and guidance to MSME actors in the process of registering and obtaining their Business Identification Number (NIB) through the OSS system. The implementation method consisted of socialization sessions, technical training, direct mentoring, and evaluation. Participants were guided step-by-step in preparing required documents, creating OSS accounts, and completing the NIB registration process. The activity also involved active participation from students as facilitators under academic supervision. The results showed an increase in participants’ understanding of business legality and successful issuance of NIB for assisted MSMEs. Participants demonstrated improved confidence in operating legally and accessing broader business opportunities. The implementation of this mentoring program contributes to strengthening MSME legal compliance, improving digital administrative capabilities, and supporting government programs in accelerating formalization of small businesses. Keywords: UMKM, NIB, OSS, Business Legality