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Optimalisasi Penilaian Kelayakan Kredit Menggunakan SPK pada Koperasi Merah Putih Desa Kabasiran Subarkah Abdullah; Mufidah Karimah; Salman Farizy
Jurnal Pengabdian Kepada Masyarakat Vol. 1 No. 4 (2026): Edisi: Agustus-Oktober
Publisher : Pustaka Bangsa Indonesia

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Abstract

Penilaian kelayakan kredit anggota koperasi merupakan proses penting untuk mengurangi risiko kredit bermasalah (Non-Performing Loan). Pada Koperasi Merah Putih Desa Kabasiran, proses evaluasi kredit masih dilakukan secara konvensional sehingga membutuhkan waktu lama, berpotensi menimbulkan subjektivitas, dan rentan terhadap kesalahan dalam pengambilan keputusan. Penelitian ini bertujuan mengembangkan Sistem Pendukung Keputusan (SPK) untuk mengoptimalkan proses penilaian kelayakan kredit anggota koperasi. Sistem dirancang menggunakan metode [nama metode] dengan menerapkan lima kriteria utama dalam prinsip 5C, yaitu Character, Capacity, Capital, Collateral, dan Condition. Hasil penelitian menunjukkan bahwa sistem yang dikembangkan mampu membantu proses pengolahan data calon peminjam secara lebih objektif, cepat, dan akurat. Implementasi SPK diharapkan dapat mendukung manajemen koperasi dalam menentukan keputusan penyaluran kredit yang tepat, mengurangi risiko kesalahan penilaian, serta meningkatkan efisiensi operasional.
Perancangan Penentuan Dosen Terbaik Menggunaan Metode Weighted Product (WP) Prodi Sistem Informasi Christien Rozali; Mufidah Karimah; Ragil Nur Iman
BETRIK Vol. 17 No. 02 (2026): Jurnal Ilmiah BETRIK : Besemah Teknologi Informasi dan Komputer
Publisher : PPPM Institut Teknologi Pagar Alam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36050/ewvthq73

Abstract

This study aims to implement the Weighted Product (WP) method in a Decision Support System (DSS) to evaluate and determine lecturer performance objectively, systematically, and measurably. Lecturer performance evaluation is an essential component of higher education quality assurance to maintain the quality of teaching, research, and lecturers' contributions to their institutions. The WP method was selected because it supports multi-criteria decision-making by assigning weights to each evaluation criterion according to its level of importance. This study employs five evaluation criteria: Functional Academic Credit Score (PAK), attendance, JAD, supervision assessment, and student evaluation. The implementation process includes collecting lecturer performance data, determining the weights of each criterion, and calculating the final scores using the WP method. The system was developed as a web-based application using HTML, CSS, JavaScript, Bootstrap, Chart.js, and MySQL. System testing was conducted to evaluate its ability to produce accurate, objective, consistent, and balanced assessment results. The findings indicate that the WP method provides measurable information regarding lecturer performance and effectively supports the decision-making process. Based on the evaluation of ten lecturers, Andri Fahmi achieved the highest V vector value of 0.102. This study is expected to serve as a reference for higher education institutions in developing transparent, fair, and effective Decision Support Systems to support lecturer performance evaluation and career development.
Evaluasi Mutual Information dalam Klasifikasi Dokumen Ilmiah Menggunakan Random Forest dan CBOW Mufidah Karimah; Dendi Sunardi; Ikhwan Fauzi
BETRIK Vol. 17 No. 02 (2026): Jurnal Ilmiah BETRIK : Besemah Teknologi Informasi dan Komputer
Publisher : PPPM Institut Teknologi Pagar Alam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36050/aqfp3679

Abstract

Scientific document classification in large-scale digital repositories requires an efficient process because manual categorization is time-consuming and may introduce inconsistencies. This study evaluates the performance of a Random Forest Classifier (RF) using Continuous Bag-of-Words (CBOW) for feature representation and Mutual Information (MI) for feature selection in scientific document classification. The dataset contains 5,560 titles and abstracts of nuclear-related scientific documents distributed across 10 categories. After data cleaning, 5,374 documents were used for experiments with an 80:20 training-test split. Experiments were conducted using CBOW vector dimensions of 100, 200, 300, 400, and 500 under two scenarios: RF+CBOW and RF+CBOW+MI. Performance was evaluated using precision, recall, F1-score, and accuracy. The RF+CBOW scenario achieved the highest accuracy of 73% at a vector dimension of 100, while the scenario with MI reached a maximum accuracy of 71% across several dimensions. Adding MI increased recall to 73% at dimension 100 but did not improve overall performance and reduced all reported macro metrics to 69% at dimension 300. These findings indicate that feature selection does not necessarily improve classification performance; dataset characteristics and representation dimensionality also influence model effectiveness.
Perancangan Sistem Informasi Manajemen Operasional Toko Berbasis Web dengan Metode Agile ( Studi Kasus : Toko E-Ryt Sport 08 ) Irsyad Adlil Dzil Ikram; Mufidah Karimah
Jurnal Intelek Dan Cendikiawan Nusantara Vol. 3 No. 04 (2026): AGUSTUS - SEPTEMBER 2026
Publisher : PT. Intelek Cendikiawan Nusantara

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Abstract

Toko E-Ryt Sport 08 masih menghadapi beberapa kendala dalam pengelolaan operasional, di antaranya pencatatan stok barang yang belum terintegrasi, proses transaksi penjualan yang masih kurang efektif, serta pengelolaan Purchase Order (PO) kepada supplier yang belum mampu memantau status pemesanan secara optimal. Permasalahan tersebut menyebabkan ketidaksesuaian data stok, keterlambatan penyajian laporan penjualan, dan kurang efisiennya proses operasional toko. Penelitian ini bertujuan merancang dan membangun Sistem Informasi Manajemen Operasional Toko berbasis web yang mampu mengintegrasikan pengelolaan stok barang, transaksi penjualan, serta Purchase Order dengan supplier. Metode pengembangan sistem yang digunakan adalah Agile karena memiliki pendekatan iteratif dan fleksibel sehingga mampu menyesuaikan kebutuhan pengguna selama proses pengembangan. Pengumpulan data dilakukan melalui observasi, wawancara, dan studi pustaka. Perancangan sistem menggunakan Unified Modeling Language (UML), Entity Relationship Diagram (ERD), dan Logical Record Structure (LRS), sedangkan implementasi sistem menggunakan bahasa pemrograman PHP, JavaScript, HTML, CSS, Bootstrap, dan database MySQL. Sistem yang dibangun memiliki fitur pengelolaan data barang, transaksi penjualan, pengelolaan Purchase Order, laporan penjualan, laporan Purchase Order, dashboard supplier, serta fitur unggah bukti pengiriman oleh supplier. Hasil pengujian menggunakan metode Black Box Testing menunjukkan bahwa seluruh fungsi sistem berjalan sesuai dengan kebutuhan yang telah ditentukan. Dengan demikian, sistem yang dikembangkan mampu meningkatkan efektivitas pengelolaan operasional toko, mempercepat penyajian informasi, serta membantu pemilik toko dalam memantau stok barang, transaksi penjualan, dan proses Purchase Order secara lebih akurat dan terintegrasi.
Perancangan Sistem Informasi Penerimaan Siswa Baru Berbasis Website dengan Metode Prototype (Studi Kasus: SMK Mitra Bintaro) Melyana Sofianti; Mufidah Karimah
OKTAL : Jurnal Ilmu Komputer dan Sains Vol 5 No 08 (2026): OKTAL : Jurnal Ilmu Komputer Dan Sains
Publisher : CV. Multi Kreasi Media

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Abstract

The new student registration process, which is still carried out using conventional methods, makes the process feel slow and inefficient. In addition, relying on paper documents can lead to data loss or damage, and disorganized registration data can make it difficult for staff to manage and retrieve information about prospective students. These problems emphasize the necessity to create a more efficient and automated system. This research intends to create and develop an online New Student Admission Information System to help staff handle applicant information and minimize the number of applicants visiting the school in person. The Prototype method is the system development approach employed, facilitating ongoing interaction and assessment between users and developers. The findings of the research show that the created system streamlines the registration process, data handling, administration of entrance exams, management of selection results, and re-registration payments enhancing their efficiency, speed, and transparency. By implementing this system, the new student admission procedure is streamlined and reduces mistakes in data management.
Perancangan Sistem Informasi Manajemen Kursus Mengemudi Berbasis Website dengan Metode Rapid Application Development (Studi Kasus: Talenta Jaya) Heszel Kafka El Maurice; Mufidah Karimah
Jurnal Intelek Dan Cendikiawan Nusantara Vol. 3 No. 04 (2026): AGUSTUS - SEPTEMBER 2026
Publisher : PT. Intelek Cendikiawan Nusantara

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Abstract

Perkembangan teknologi informasi memberikan peluang bagi lembaga pendidikan dan pelatihan untuk meningkatkan efisiensi operasional, mengurangi beban administratif, serta mempercepat pengolahan data. Pemanfaatan teknologi tersebut menjadi penting bagi lembaga kursus mengemudi yang memiliki beberapa cabang, seperti Talenta Jaya di wilayah Depok. Dalam pelaksanaannya, pengelolaan data pendaftaran dan pembayaran peserta masih dilakukan secara terpisah dan belum terintegrasi antar cabang. Selain itu, penjadwalan kursus belum terdokumentasi secara terpusat dan progres belajar peserta belum tercatat secara terstruktur. Kondisi tersebut menyebabkan proses pencatatan dan pemantauan pengelolaan kursus mengemudi menjadi kurang efektif. Berdasarkan permasalahan tersebut, penelitian ini merancang Sistem Informasi Manajemen Kursus Mengemudi berbasis Website yang mengintegrasikan pengelolaan pendaftaran dan pembayaran peserta, penjadwalan kursus, serta pencatatan progres belajar. Sistem menyediakan pendaftaran peserta dan pengelolaan jadwal oleh admin, serta pencatatan penilaian peserta oleh instruktur yang dapat dilihat oleh peserta. Pengembangan sistem menggunakan metode Rapid Application Development (RAD) yang menekankan proses pengembangan secara cepat melalui tahapan perencanaan kebutuhan, perancangan, dan implementasi. Hasil penelitian berupa Sistem Informasi Manajemen Kursus Mengemudi berbasis Website yang mendukung pengelolaan data secara terpusat antar cabang. Selain itu, pengelolaan data dalam sistem disesuaikan dengan hak akses pengguna, sehingga setiap pengguna dapat mengakses informasi dan fitur sesuai dengan perannya. Dengan ini, sistem tersebut diharapkan dapat meningkatkan efektivitas pengelolaan operasional dan mempermudah pemantauan secara lebih terstruktur
Perancangan Sistem Informasi Pemesanan Berbasis Web Dengan Metode Agile (Studi Kasus: PT. Jaya Abad QAL) Faura Chandra Aditya Putri; Mufidah Karimah
Journal of Information Systems and Business Technology Vol 2 No 4 (2026): Journal of Information Systems and Business Technology
Publisher : PT Jurnal Cendekia Indonesia

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Abstract

PT. Jaya Abad QAL is a company engaged in the supply of office stationery (ATK). In its operational activities, the company still uses Microsoft Excel to record and manage ordering data, inventory, invoices, payments, and reports. Managing data across separate files causes information retrieval, stock checking, and report preparation to rely on manual processes, resulting in less efficient operations. This research aims to develop a web-based ordering information system that integrates the management of company data and transactions into a single system. The system is developed using the Agile method, which allows the development process to be carried out incrementally and adapted to user requirements. Data were collected through observation, interviews, and literature review, while system testing was conducted using the Black Box Testing method. The resulting system provides features for managing customers, suppliers, products, purchase orders, invoices, tax invoices, payments, inventory, accounts receivable, and reports. The system also includes a dashboard that presents information visually to facilitate the monitoring of the company's operational activities. The implementation of an integrated system helps reduce data recording across separate files, facilitates information retrieval, and supports more structured transaction management and report preparation. Based on the testing results, all system functions operated according to the predetermined requirements. Therefore, the developed system can support the ordering process and the management of operational information at PT. Jaya Abad QAL.