Abstract:Abstract: Stunting is a chronic nutritional condition in toddlers characterized by a Height-for-Age (HFA) measurement below the standard growth threshold, necessitating early detection to prevent long-term consequences.…
This study aims to classify toddler stunting status by comparing three machine learning methods: Random Forest (RF), K-Nearest Neighbor (KNN), and Support Vector Machine (SVM). The dataset comprises 345 toddler records from Puskesmas Indramayu (2025), including weight, height, and nutritional status based on WFA, HFA, and WFH indicators. Preprocessing steps include data cleaning, StandardScaler normalization, One-Hot Encoding for categorical features, and splitting the training and testing data with a ratio of 80:20. The comparison results are that KNN achieved the best performance with an accuracy of 71.01%, a precision of 0.69, a recall of 0.69, and an F1 score of 0.67, while RF and SVM both had an accuracy of 69.57% with F1 scores of 0.67 and 0.68, respectively. Thus, KNN demonstrated superior effectiveness in classifying the stunting status of toddlers compared to RF and SVM on this dataset.
Keywords: KNN; Random Forest; SVM; Stunting; toddlers
Abstract: Stunting adalah kondisi gizi kronis pada balita yang ditandai dengan pengukuran Tinggi Badan menurut Usia (HFA) di bawah ambang batas pertumbuhan standar, sehingga memerlukan deteksi dini untuk mencegah konsekuensi jangka panjang. Penelitian ini bertujuan untuk mengklasfikasikan status stunting pada balita dengan membandingkan tiga metode pembelajaran mesin: Random Forest (RF), K-Nearest Neighbor (KNN), dan Support Vector Machine (SVM). Kumpulan data terdiri dari 345 catatan balita dari puskesmas indramayu (2025), termaksut brat badan, tinggi badan, dan status gizi berdasarkan indicator WFA, HFA, dan WFH. Langkah-langkah prapemrosesan meliputi pembersian data, normalisasi Stand-ardScaler, One-Hot Encoding untuk fitur kategirikal, serta pembagian data pelatihan dan pengujian dengan rasio 80:20. Hasil perbadingan adalah KNN mencapai kinerja terbaik dengan akurasi 71,01%, presisi 0,69, recall 0,69, dan skor F1 sebesar 0,67, RF dan SVM keduanya memiliki akurasi 69,57% dengan skor F1 masing-masing sebesar 0,67 dan 0,68. Dengan demikian, KNN menunjukkan keefektifan yang lebih unggul dalam mengklasifikasikan status stunting balita dibandingkan dengan RF dan SVM pada da-taset ini.
Kata kunci: KNN; random forest; SVM; Stunting; Balita
Abstract:Abstract: Netflix's success cannot be separated from its investment in building a strong digital industry in its business, including in creating relationships with its customers through social media. Netflix is here and…
becomes a good listener to understand the prevailing pop culture with a variety of interesting content that has been adapted to the data they have regarding the behaviour of their subscribers so that it can be well received by the wider community. This article is explained further in the form of a descriptive analysis of how Netflix, a company that undergoes many transformations, ultimately utilizes social media to build relationships with its customers. It begins with collecting various data relevant to the topic and research title to be presented in a complete presentation through literature studies referred to as sequence data. In the end, it was concluded that Netflix is one of the companies that are indeed successful in using social media as one of their strategies to form a good close relationship with its users, Netflix also maximizes the user data they have such as what customers like and what they don't. which helps Netflix understand each user's behaviour.
Keywords: digital; netflix; social media
Abstrak: Kesuksesan Netflix tidak dapat dilepaskan dari investasi mereka dalam membangun industri digital yang kokoh dalam bisnisnya termasuk dalam menciptakan hubungan dengan para pelanggannya melalui sosial media. Netflix hadir dan menjadi pendengar yang baik untuk memahami kultur pop yang berlaku dengan berbagai konten menarik yang telah disesuaikan dengan data yang mereka miliki terkait perilaku pelanggannya sehingga dapat diterima dengan baik oleh masyarakat luas. Dalam artikel ini, dijelaskan lebih lanjut dalam bentuk analisis deskriptif bagaimana Netflix sebagai sebuah perusahaan yang banyak melakukan transformasi yang pada akhirnya memanfaatkan sosial media untuk menjalin hubungan dengan para pelanggannya. Diawali dengan melakukan pengumpulan berbagai data yang relevan dengan topik dan judul penelitian untuk disajikan menjadi sebuah pemaparan yang utuh melalui kajian-kajian pustaka yang disebut sebagai data sequence. Pada akhirnya, didapatkan kesimpulan bahwa Netflix merupakan salah satu perusahaan yang memang berhasil dalam menggunakan sosial media sebagai salah satu strategi mereka untuk membentuk hubungan kedekatan yang baik dengan para penggunanya, Netflix juga memaksimalkan data pengguna yang mereka miliki seperti apa yang pelanggan sukai dan apa yang tidak pelanggan sukai, yang menunjang Netflix dalam memahami perilaku masing-masing pengguna.
Kata kunci: digital; media sosial; netflix
Abstract:Abstract: Labuhanbatu Regency is a district that has many Vocational High Schools (SMK) which are very attractive to the community. Because each Vocational High School has its own vocational fields, for example Health, Automotive,…
utomotive, Offices, and others. The existence of this Geographic Information System makes it easy for users to find Vocational High School routes. Vocational High Schools are schools that make students or prospective students even more skilled. In making this Geographic Information System requires Systems Development Life Cycle to analyze gradually, and Webgis to display maps as well as GPS to ascertain the location of the earth's surface and use UML design such as activity diagrams, sequence diagrams, and usecase. There is also a waterfall method in making this Geographic Information System such as its analysis, implementation, design, maintenance and also the testing phase. The Testing Phase uses the BlackBox to test the system whether it is running well or not and is suitable for use by users.
Keywords: BlackBox Testing; Geographic Information System; Google Maps; GPS; UML; Vocational High School
Abstrak: Kabupaten Labuhanbatu termasuk kabupaten yang memiliki banyak Sekolah Menengah Kejuruan (SMK) yang sangat diminati masyarakat. Karena setiap SMK memiliki kejuruan masing-masing dalam bidangnya misalkan Kesehatan, Otomotif, Perkantoran, dan lain-lain. Adanya Sistem Informasi Geografi ini memudahkan para pengguna untuk mencari rute Sekolah Menengah Kejuruan. Sekolah Menengah Kejuruan adalah sekolah yang menjadikan para siswa atau calon siswa lebih trampil lagi. Dalam pembuatan Sistem Informasi Geografi ini memerlukan Systems Development Life Cycle menganalisis secara bertahap, dan Webgis untuk menampilkan peta juga GPS untuk memastikan letak permukaan bumi dan menggunakan Perancangan UML seperti activity diagram, sequence diagram, dan usecase. Terdapat juga Metode waterfall dalam membuat Sistem Informasi Geografi ini seperti analisanya, implementasi, desain, pemeliharaan dan juga tahap pengujian. Tahap Pengujian menggunakan BlackBox untuk menguji Sistem apakah berjalan baik atau tidak dan sudah layak digunakan bagi pengguna.
Kata kunci: Sekolah Menengah Kejuruan; GPS; Peta Google; Sistem Informasi Geografi; Uji BlackBox; UML
Abstract:Abstract: Scholarships are provided selectively according to the type of learning held. There are so many scholarships offered to students who are outstanding and poor, one of which is the scholarship provided by the University…
versity of Riau, named Bidikmisi scholarship. The evaluation process of prospective scholarship recipients is carried out by the committee directly and is still done manually. So that it allows the creation of a support system for the decision to accept Bidikmisi scholarships using the smart web-based method. The system created, designed using UML diagrams, the system has made using the PHP programming language and database. The resulting system can process using ten experimental data obtained a sequence of values from highest to smallest, with the highest amount of 0.75.
Keywords: Bidikmisi; Decision Support System; Scholarship; Smart Method.
Abstrak: Pemberian beasiswa dilakukan secara selekif sesuai dengan jenis beasiswa yang diadakan. Banyak sekali beasiswa yang ditawarkan kepada mahasiswa yang berprestasi dan kurang mampu, salah satunya beasiswa yang ditawarkan universitas riau yaitu beasiswa bidikmisi. Proses Penilaian calon penerima beasiswa dilakukan oleh panitia secara langsung dan masih dilakukan secara manual. Sehingga memungkinkan dibuatnya suatu sistem pendukung keputusan penerimaan beasiswa bidikmisi menggunakan metode smart berbasis web. Sistem yang dibuat, dirancang menggunakan UML diagram, pembuatan sistem menggunakan bahasa pemrograman PHP dan database. Sistem yang dihasilkan mampu mengolah data mahasiswa, mengolah data calon penerima untuk dihitung dan laporan jumlah calon penerima yang diterima dan ditolak. Hasil akhir dengan menggunakan 10 data percobaan diperoleh urutan nilai dari yang tertinggi sampai terkecil, dengan nilai tertinggi 0,75.
Kata kunci: Beasiwa; Bidikmisi; Sistem Pendukung Keputusan; Smart.
Abstract:Abstract: Data from the National Socio-Economic Survey of the National Central Bureau of Statistic (Susenas, BPS) 2016 shows that the average amount of national top up the balance spending per month in 2016 reaches Rp 22,182…
,182 per capita. It is becoming a business opportunity for top up the balance of retail entrepreneurs. However, in the process of managing the process of input, output and reporting of goods that are done manually (still using paper) are not monitored properly, often there are outgoing or incoming goods whose data is not recorded. This, in the long run, will cause large losses. The purpose of this study is to build applications that function to help provide information that makes it easy to control the process of entry and exit of goods. The system development methodology used is object-oriented system development using the Unified Modeling Language (UML). The results obtained from this research are the design and construction of Inventory Information System POS (Point of Sales) in the form of Context Diagrams and UML Diagrams (Use Case Diagrams, Activity Diagrams, Class Diagrams, and Sequence Diagrams), with the results of black box testing conducted already in operation properly according to the needs of the retail owner.
Keywords: Point of Sales, Retail, UML
Abstrak: Data Survei Sosial Ekonomi Nasional Badan Pusat Statistik (Susenas, BPS) 2016 menunjukkan, jumlah rata-rata pengeluaran pulsa secara nasional per bulan pada 2016 mencapai Rp 22.182 per kapita [1]. Tentu saja hal ini menjadi peluang usaha untuk para pengusaha retail counter. Namun, dalam proses pengelolaannya proses input, output dan pelaporan barang yang dilakukan secara manual (masih menggunakan kertas) tidak termonitoring dengan baik, seringkali terjadi adanya barang keluar ataupun barang masuk yang tidak tercatat datanya. Hal ini dalam jangka panjang akan menimbulkan kerugian yang besar. Tujuan penelitian ini adalah membangun aplikasi yang berfungsi dalam membantu memberikan informasi yang memudahkan dalam pengontrolan proses keluar masuknya barang. Metodologi pengembangan sistem yang digunakan adalah pengembangan sistem berorientasi objek menggunakan Unified Modeling Language (UML). Hasil yang didapat dari penelitian ini adalah perancangan dan pembangunan Sistem Informasi Inventory P.O.S (Point of Sales) berupa Diagram Konteks dan UML Diagram (Use Case Diagram, Activity Diagram, Class Diagram, dan Sequence Diagram), dengan hasil pengujian black box yang dilakukan telah beroperasi dengan baik sesuai kebutuhan owner retail.
Kata kunci: Point of Sales, Retail, UML
Abstract:Abstract: In this growing era of globalization, information systems are very important and important in helping business processes, in the near future that will make the competition in the business process will be more violent…
iolent and strict. Therefore, the use of information technology and the design of application programming using PHP as server side programing and MySQl as its database especially regarding bus departure and bus ticket reservation at PO.NPM company of bukittinggi city. Problems faced by this company is the problem of data redundancy ticket booking is a lot of data booking tickets are not available, and not presented in sequence and repeatedly resulting in difficulties when manipulating, altering, and delete data. In the end the authors hope with the creation of a new information system, can help the process of booking tickets and done more easily, without the passengers concerned must come directly to P0.NPM with the new system design will facilitate the company and bus visitors.
Keywords: Technology, Information, PHP Programming Language And MySQL.
Abstrak : Di era globalisasi yang semakin berkembang ini sistem informasi merupakan hal yang sangat penting dan utama dalam membantu proses bisnis, dalam waktu dekat yang akan membuat persaingan dalam proses bisnis akan semakin keras dan ketat. Karena itu pemakaian teknologi informasi dan rancangan pembuatan program aplikasi dengan menggunakan PHP sebagai server side programing dan MySQl sebagai Databasenya khususnya mengenai jadwal keberangkatan bus dan pemesanan tiket bus pada perusahaan PO.NPM kota bukittinggi. Masalah – masalah yang dihadapi perusahaan ini yaitu masalah redundansi data pemesanan tiket yaitu banyak data pemesanan tiket yang tidak tersedia,dan tidak tersaji secara berurutan dan berulang-ulang sehingga mengakibatkan kesulitan saat memanipulasi, mengubah, dan menghapus data. Pada akhirnya penulis berharap dengan dibuatnya sistem informasi yang baru, dapat membantu Proses pemesanan tiket dan dilakukan dengan lebih mudah, tanpa penumpang yang bersangkutan harus datang langsung ke P0.NPM dengan adanya desain sistem yang baru akan mempermudah pihak perusahaan dan pengunjung bus.
Kata kunci : Teknologi, Informasi, Bahasa Pemograman PHP Dan MySQL
Abstract:This study examines the development of fiscal decentralization and its relationship to regional financial independence in Indonesia through a systematic literature review. The objective is to synthesize empirical and conceptual…
ceptual findings published between 2017 and 2026 concerning the determinants, measurement, and consequences of regional financial independence, particularly the role of local own-source revenue (PAD), intergovernmental transfers, and capital expenditure. Using a systematic search of Scopus, Google Scholar, and Garuda databases, 30 relevant articles were screened, selected, and analyzed following defined inclusion and exclusion criteria. The review finds that fiscal decentralization consistently strengthens local revenue mobilization and administrative accountability when accompanied by adequate institutional capacity, transparent governance, and effective management of natural and economic resources. However, the effectiveness of decentralization varies considerably across regions due to disparities in economic potential, human resources, and political commitment. The synthesis further shows that financial independence positively affects the quality of public services and regional economic growth, although the relationship is moderated by expenditure efficiency and governance quality. The novelty of this review lies in its integrative framework linking revenue-side determinants, expenditure behavior, and governance mechanisms within a single analytical narrative, an integration rarely addressed jointly in prior single-country studies. The findings offer practical implications for policymakers designing fiscal transfer formulas and for future researchers seeking to test moderating variables such as digitalization and institutional quality in the fiscal decentralization–financial independence nexus.
Abstract:This study examines the complex consequences of industrial area development on both the national and regional economies of Indonesia, with a specific focus on the interaction between these two domains. This research employs…
oys a comprehensive case study methodology to examine the policies crucial for ensuring sustainable economic growth in the aftermath of the pandemic. Industrial expansion's direct and indirect effects on job creation, economic diversification, technological advancement, and resource distribution are all examined in this analysis. Considering the varying degrees of development and infrastructure across Indonesia's regions, the study also identifies the distinct impacts of economic disparities across these areas. The results emphasize the need for tailored policy interventions that consider regional discrepancies and foster fair economic growth post-pandemic. Contributing to the economic recovery of the nation, the study finds sectors of the Indonesian economy with potential for expansion in the post-pandemic period. Employing the shift-share analysis and qualitative descriptive method, help determine if any changes have occurred in the configuration of the economic system during the post-pandemic period. The findings indicate that each of the five provinces, namely Bali, Riau Islands, Banten, East Borneo, and Yogyakarta, possesses distinct competitive advantages that are unique to their respective regions. However, none of the industries in these five areas possesses a significant degree of expertise in any particular industry. The research also emphasizes the lack of dedicated business activities focused on a specific industry.
Abstract:Medical personnel are a group of workers who are at high risk of experiencing work accidents and occupational diseases. One type of occupational disease that is often experienced by medical personnel is mental illness. Mental…
ental illnesses experienced by medical workers can have a negative impact on their quality of life, performance and productivity. Therefore, medical personnel who suffer from mental illness have the right to receive protection and guarantees from the government and employers. However, in practice, medical personnel who suffer from mental illness often experience difficulties in submitting claims. The research entitled "Recognition of Mental Illness as a Consequence of Medical Personnel in Work Accident Insurance Claim Procedures in Indonesia" is normative-qualitative research. Medical workers face a lot of stress and workload, especially during the COVID-19 pandemic, and mental illness is one of the consequences. Mental illness can impair their performance, health, and well-being, and place them at risk to patients and their work environment. With the recognition of mental illness as a consequence of medical personnel in the JKK claim procedure in Indonesia, JKK is a social security program organized by BPJS Employment. This program provides guarantees to workers or laborers to receive health services and cash compensation due to work accidents or work-related illnesses. So it is hoped that it can provide benefits for medical personnel in the form of getting proper protection, increasing the productivity of medical personnel and improving the quality of health services.
Abstract:The legal provisions governing the marriage contract according to the Republic of Indonesia Law No. 1 of 1974 and the Constitutional Court Decision No. 69/PUU-XIII/2015 can be carried out after marriage, because the meaning…
ing of Article 29 paragraph (1) of the Marriage Law is interpreted as long as the parties are bound. The agreement of both parties can submit a written agreement that is accepted by the contract drafter or notary. The Judge's opinion that the relevant application is stated in the Applicant's Marriage Agreement and the legal issues are also acceptable. The legal analysis of the permissibility of the marriage contract arises from the perspective of the law of the contract that the legal provisions of the marriage contract also bind third parties, so that the marriage contract must be registered with the Civil Service Secretariat or the Ministry of Religion. Because the MK decision as it is does not mean anything about registration, whether registration must be carried out immediately or wait for further registration/registration laws. Therefore, the legal consequences of a marriage contract can create legal guarantees for others.