Article Per Year (5 Year)
p-Index From 2021 - 2026
18.355
P-Index
This Author published in this journals
All Journal ComEngApp : Computer Engineering and Applications Journal EDU CIVIC JOURNAL TEKNIK SIPIL DAN INFRASTRUKTUR Jurnal Pendidikan Ekonomi (JUPE) Swara Bhumi Jurnal Kreatif Tadulako Online Jurnal English Education: Jurnal Tadris Bahasa Inggris Jurnal Online Mahasiswa (JOM) Bidang Pertanian Jurnal Ilmiah Mahasiswa FEB Dharmakarya : Jurnal Aplikasi Ipteks Untuk Masyarakat Jurnal Informatika dan Teknik Elektro Terapan Semesta Teknika CESS (Journal of Computer Engineering, System and Science) An-Nisbah: Jurnal Ekonomi Syariah Jurnal Sapa Laut Jurnal Ilmiah KOMPUTASI Jurnal Dinamika Pengabdian (JDP) Journal of Indonesian History JURNAL MAHKAMAH Sistemasi: Jurnal Sistem Informasi Mimbar Agribisnis: Jurnal Pemikiran Masyarakat Ilmiah Berwawasan Agribisnis Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal SEPA (Social Economic and Agribusiness Journal) Dinamisia: Jurnal Pengabdian Kepada Masyarakat Jurnal Agroqua: Media Informasi Agronomi dan Budidaya Perairan PROSIDING SEMINAR NASIONAL AGRIBISNIS Kamaya: Jurnal Ilmu Agama Al-Madrasah: Jurnal Ilmiah Pendidikan Madrasah Ibtidaiyah Media Akuakultur Islamic Management: Jurnal Manajemen Pendidikan Islam JURNAL EDUCATION AND DEVELOPMENT Hibualamo : Seri Ilmu-Ilmu Sosial dan Kependidikan Jurnal Teknologi Sistem Informasi dan Aplikasi JURNAL PENDIDIKAN TAMBUSAI Journal of Agribusiness and Community Empowerment (JACE) Surya Abdimas Jurnal Ilmiah Mandala Education (JIME) Sospol : Jurnal Sosial Politik JOISIE (Journal Of Information Systems And Informatics Engineering) Indonesian Physical Review INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi Jurnal Litbang Sukowati : Media Penelitian dan Pengembangan Jurnal Penelitian IPTEKS PERENNIAL Justisia Ekonomika EAJ (ECONOMICS AND ACCOUNTING JOURNAL) Jusikom: Jurnal Sistem Informasi Ilmu Komputer Alayasastra: Jurnal Ilmiah Kesusastraan Al Amin: Jurnal Kajian Ilmu dan Budaya Islam Zonasi: Jurnal Sistem Informasi Jurnal Pengabdian Masyarakat Bumi Raflesia Ghancaran: Jurnal Pendidikan Bahasa dan Sastra Indonesia Ilomata International Journal of Tax and Accounting JATI (Jurnal Mahasiswa Teknik Informatika) Joined Journal (Journal of Informatics Education Abdi Masyarakat JAS (Jurnal Agri Sains) JIIP (Jurnal Ilmiah Ilmu Pendidikan) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Hanifiya: Jurnal Studi Agama-Agama Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences MEANS (Media Informasi Analisa dan Sistem) Kordinat : Jurnal Komunikasi antar Perguruan Tinggi Agama Islam Jurnal Generic Jurnal Komposit : Jurnal Ilmu-Ilmu Teknik Sipil Journal of English Teaching and Learning Issues Unri Conference Series: Community Engagement Nakhoda: Jurnal Ilmu Pemerintahan J-REMI : Jurnal Rekam Medik dan Informasi Kesehatan Jurnal Pendidikan dan Teknologi Indonesia SPEKTRAL : Journal of Communications, Antennas and Propagation Devotion: Journal of Research and Community Service BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi Halal Research Journal Jurnal Ekonomi Ikhtisar: Jurnal Pengetahuan Islam Journal of Applied Nursing and Health Jurnal Edukasi Khatulistiwa : Pembelajaran Bahasa dan Sastra Indonesia Jihbiz: Jurnal Ekonomi, Keuangan dan Perbankan Syariah D Nursing and Health Journal (DNHJ) Interdisciplinary Journal on Law, Social Sciences and Humanities Bayani Milkiyah: Jurnal Hukum Ekonomi Syariah Jurnal Sains dan Teknologi Cendekia: Jurnal Kependidikan dan Kemasyarakatan Jurnal Teknologi dan Manajemen Industri Terapan Journal of Innovation in Management, Accounting and Business Journal of Indonesian Economy and Business Malcom: Indonesian Journal of Machine Learning and Computer Science Biner : Jurnal Ilmiah Informatika dan Komputer Journal of Artificial Intelligence and Digital Business The Eastasouth Management and Business Innovative: Journal Of Social Science Research Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Jurnal Kesehatan Komunitas Indonesia AL QALAM JURNAL KEPENDIDIKAN ABDIMU Jurnal Pengabdian Kepada Masyarakat Journal of Islamic Law Studies Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Ezra Science Bulletin Jurnal Abdimas Indonesia GEMAH RIPAH: Jurnal Bisnis Talimi Riwayat: Educational Journal of History and Humanities JTH: Journal of Technology and Health JMMR (Jurnal Medicoeticolegal dan Manajemen Rumah Sakit) Zona Law And Public Administration Indonesia Journal of Geographical Sciences and Education El-Mujtama: Jurnal Pengabdian Masyarakat Foreign Language Instruction Probe Unizar Recht Journal Jurnal Pengabdian Masyarakat Nauli Jurnal Konatif: Jurnal Ilmiah Pendidikan Horizon: Indonesian Journal of Multidisciplinary Jurnal Pengabdian kepada Masyarakat Arumbai Jurnal Pengabdian Masyarakat Ilmu Komputer Edu Journal Innovation in Learning and Education An-Nisbah: Jurnal Ekonomi Syariah Journal Serambi Engineering (JSE) JUMPA : Jurnal Manajemen Pendidikan Rechtsvinding Masile:Jurnal Studi Ilmu Keislaman Akademika TRANSFORMATIKA: Jurnal Bahasa, Sastra, dan Pengajarannya Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) JP2N: Jurnal Pengembangan Dan Pengabdian Nusantara Holistik Jurnal Kesehatan Joong-Ki STIKes BBM Mengabdi: Jurnal Pengabdian Masyarakat Journal of Publicness Studies Jurnal Kesehatan Nusantara dharma wiyata Jurnal Pengabdian kepada Masyarakat Arumbai Servqual: Jurnal Ilmu Manajemen TIME Journal Jurnal Literasi Indonesia
Ahmad Rifai
Fakultas Ekonomi dan Bisnis Universitas Udayana
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Transportation Veterinary Other

Published : 186 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 186 Documents
Search

 6   7   8   9   10 
PREDIKSI HARGA KENTANG DI WONOSOBO DENGAN MENGGUNAAN METODE LONG SHORT TERM MEMORY (LSTM) Rifai, Ahmad; Hidayat, Muslim; Nulngafan, Nulngafan
Biner : Jurnal Ilmiah Informatika dan Komputer Vol 4 No 1 (2025): Januari
Publisher : Program Studi Teknik Informatika, Fakultas Teknik dan Ilmu Komputer, Universitas Sains Al-Qur'an

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32699/biner.v4i1.7794

Abstract

Penelitian ini bertujuan untuk mengembangkan model prediksi harga kentang di Wonosobo menggunakan metode Long Short Term Memory (LSTM). Harga kentang merupakan parameter penting dalam sektor pertanian dan ekonomi lokal. Metode LSTM dipilih karena kemampuannya dalam menangani data berurutan dan ketergantungan jangka panjang. Data harga kentang dari Wonosobo dikumpulkan dan dibagi menjadi set pelatihan dan validasi. Model LSTM dijalankan pada set pelatihan dengan hasil Root Mean Square Error (RMSE) sebesar 155.87, menunjukkan kemampuan model dalam mengestimasi harga kentang pada data pelatihan. Evaluasi model pada set validasi menghasilkan RMSE sebesar 186.31, memberikan gambaran kinerja model pada data yang tidak digunakan selama pelatihan. Selain itu, Mean Absolute Percentage Error (MAPE) digunakan untuk mengukur tingkat kesalahan relatif. Model memberikan MAPE sebesar 0.62 pada data pelatihan dan 0.82 pada data validasi. Hasil tersebut menunjukkan tingkat akurasi model dalam meramalkan perubahan harga kentang, dengan nilai yang rendah menandakan kualitas prediksi yang baik. Penelitian ini menyoroti potensi penggunaan metode LSTM dalam meramalkan harga komoditas pertanian di tingkat lokal.
Transformation Of Dgt Tax Intelligence in Coretax Jannah, Uzlifatul; Rifai, Ahmad
Ilomata International Journal of Tax and Accounting Vol. 5 No. 3 (2024): July 2024
Publisher : Yayasan Ilomata

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61194/ijtc.v5i3.1644

Abstract

Through Tax Reform Volume III, the Directorate General of Taxes (DGT) introduced the Tax Administration Core System (SIAP) or Coretax which aims to revolutionize the tax administration process to increase tax revenue and taxpayer compliance. This study aims to explore changes in the tax intelligence business process, one of the business processes in Coretax. This study is an exploratory study conducted by digging up in-depth information from 14 respondents who are business process owners, users of intelligence reports, and strategic leaders to be then compared with its implementation at the Australian Taxation Office. The study results indicate that the Coretax Application has excellent potential to produce actionable intelligence, namely the results of intelligence activities that are relevant, contextual, and can be used immediately. For this reason, intensive training is needed regarding the application and additional features to increase the effectiveness of the application, data integration to accelerate the exploration of taxpayer potential and ensure the relevance of the information presented, as well as continuous updates to the Coretax Application to face the dynamics of the global economy and technology.
DOKUMENTER EKSPOSITORI HARMONI RIMBA KEHIDUPAN BERDAMPINGAN ANTARA MANUSIA DAN GAJAH DI DESA MUARA SEKALO Rifai, Ahmad; Choiru Pradhono
EZRA SCIENCE BULLETIN Vol. 3 No. 1 (2025): January-June 2025
Publisher : Kirana Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58526/ezrasciencebulletin.v3i1.238

Abstract

Konflik antara manusia dan gajah di Desa Muara Sekalo, Jambi, menjadi permasalah penting karena dampaknya terhadap kesejahteraan masyarakat dan kelangsungan hidup gajah Sumatera. Pembukaan lahan untuk perkebunan dan pertanian di sekitar bentang alam Bukit Tigapuluh menyebabkan hilangnya habitat alami gajah, memaksa gajah memasuki area pemukiman dan merusak tanaman pertanian, yang menimbulkan kerugian ekonomi. Mengangkat isu ini untuk meningkatkan kesadaran akan kerusakan habitat dan pentingnya keseimbangan antara manusia dan alam. Film ini menggunakan pendekatan dokumenter ekspositori untuk menyampaikan informasi faktual dan terstruktur tentang konflik tersebut. Dengan narasi puitis dan visual yang mendalam, film ini menggambarkan bagaimana pembukaan lahan mengancam kelangsungan hidup gajah dan dampaknya terhadap kehidupan mereka. Penggunaan voice over memudahkan pemahaman tentang konteks dan dampak konflik ini, serta hubungan antara aktivitas manusia dan kerusakan lingkungan. Pendekatan ini menyampaikan pesan dengan jelas, objektif, dan efektif, meningkatkan kesadaran akan pentingnya menjaga keseimbangan alam. Film ini menegaskan perlunya upaya bersama untuk mengurangi konflik antara manusia dan satwa liar demi keberlanjutan ekosistem.
Shopee PayLater dalam Perspektif Al-Quran (Fatwa Majelis Ulama Indonesia) Rifai, Ahmad; Hamidah, Tutik; Sofy, Malik
Jihbiz : Jurnal Ekonomi, Keuangan dan Perbankan Syariah Vol 9 No 1 (2025)
Publisher : Universitas Islam Raden Rahmat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33379/jihbiz.v9i1.5279

Abstract

Today's technological advances require humans to always go hand in hand with technology. One of them is buying and selling activities using an online system. This is considered easier and more efficient than offline transactions. One of the popular shopping applications in Indonesia today is Shopee. In practice, Shopee offers a feature called paylater. This research uses a qualitative descriptive research method to describe the practice of using Shopee Paylater loans from the perspective of Islamic law, while what is used is some research that has been done before. This research was conducted using a normative approach to evaluate the strengths and weaknesses of the issues under consideration. In this case whether the practice of using Shopee Paylater loans is Halal or Haram. Actually, it has been fulfilled by Shopee Paylater from the qardh contract both in terms of akid because of the mutual agreement between the two parties, the main object being traded can be trusted, and also shigat in the paylater system there is already a form of transaction confirmation between the two parties which is in accordance with the qardh contract. However, from another aspect, there are instruments that contain usury, namely in the practice of Shopee Paylater there are additions.
Esoterisme Tafsior dalam Pemahaman Al-Qur'an Rifai, Ahmad
Kordinat: Jurnal Komunikasi antar Perguruan Tinggi Agama Islam Vol 23, No 1 (2024): Jurnal Komunikasi antar Perguruan Tinggi Agama Islam
Publisher : Kopertais Wilayah I DKI Jakarta dan Banten

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/kordinat.v23i1.34457

Abstract

This article presents an esoteric interpretation of the understanding of the Qur'an by the Sufis as a result of the internalization of Qur'anic values and prophetic traditions that are always seen in a world of ambiguity. Namely exoteric meaning and esoteric meaning. This study strengthens the opinion that the interpretation of the Qur'an carried out by Sufis has a scientific basis of takwili that is sourced and does not conflict with the Qur'an. This article expresses the disapproval of the Sufis on the circulation of statements by philosophers, theologians or mutakallimun and also legal experts (fuqaha') who often negate the esoteric dimension in understanding the Qur'an. Through esoteric interpretation of the understanding of the Qur'an, it has placed the Qur'an as a hammalat lil wujuh, which can accommodate various meanings, so that new meanings are very likely to be accommodated by it without experiencing difficulties and obstacles.
FUZZY LOGIC FOR OPTIMIZING ROOM SALES: SUGENO METHOD AND MAPE EVALUATION Suhamdani, Dadan; Christian, Daniel; Bangun, Frans Aditya; Rifai, Ahmad; Indra, Evta
Jurnal Sistem Informasi dan Ilmu Komputer Vol. 7 No. 1 (2023): JUSIKOM: JURNAL SISTEM INFROMASI ILMU KOMPUTER
Publisher : Fakultas Teknologi dan Ilmu Komputer Universitas Prima Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34012/jurnalsisteminformasidanilmukomputer.v7i1.4075

Abstract

The Indonesian hospitality industry has grown rapidly over the past decades and is one of the most important sectors of the national economy. The focus is on determining the number of rooms sold using the Sugeno method's fuzzy logic. This study optimizes room sales by developing a fuzzy logic-based system that can effectively determine the number of rooms sold considering availability, best available rates, and revenue target. The Sugeno method is a type of fuzzy inference system that determines the relationship between input variables (room availability, best available rate, revenue target) and output variables (number of rooms sold). Modeled by using linguistic variables and fuzzy rules, the Sugeno method can provide a quantitative output based on specified input conditions. To evaluate the accuracy of the proposed fuzzy logic model, the mean absolute percentage error (MAPE) is used as a performance measure. Target data 175,000,000 to 245,000,000, BAR standard room 225,000 to 335,000, BAR superior room 285,000 to 425,000, available standard room 68 rooms/day, superior room 10 rooms/day, model accuracy measurement result is 1,80% very accurate interpreted. As such, the proposed system is useful for decision-making related to optimizing room sales in the hospitality industry.
KAJIAN STRUKTUR ALIH FUNGSI BANGUNAN BAJA GUDANG BAHAN BAKU MENJADI SEKOLAH (Studi kasus: Darmawan Park, Babakan Madang, Bogor) Rifai, Ahmad; Chayati, Nurul
Jurnal Komposit: Jurnal Ilmu-ilmu Teknik Sipil Vol. 3 No. 2 (2019)
Publisher : Universitas Ibn Khaldun

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32832/komposit.v3i2.3750

Abstract

Abstrak: Kajian struktur diperlukan untuk mengetahui ketahanan dan kekuatan struktur agar bangunan yang akan dibangun atau dialih fungsikan dari satu bangunan ke bangunan lainnya dapat berfungsi dengan laik. Penelitian ini bertujuan untuk mengetahui ketahanan struktur terhadap perubahan beban kerja akibat alih fungsi bangunan dari gudang menjadi sekolah. Analisis kekuatan struktur menggunakan metode LRFD dan berdasarkan SNI 03-1729-2002 serta menggunakan program komputer SAP2000, dilakukan pada elemen struktur rangka kuda – kuda, kolom dan balok. Hasil analisis menunjukkan bahwa struktur pada momen kritis untuk tekuk lateral dengan nilai -114,510 kNm<24,550 kNm terjadi pada kuda-kuda rangka 1 dan 14, dengan status aman. Perhitungan yang dilakukan gaya aksial tekan, gaya aksial lentur, dan kuat geser pada rangka kuda – kuda menyatakan bahwa struktur kuda – kuda aman. Pemeriksaan interaksi gaya aksial pada kolom, menyatakan status kekuatan terpenuhi. Juga untuk perhitungan struktur terhadap gaya aksial tekan, gaya aksial lentur, dan kuat geser pada balok menyatakan bahwa sturuktur balok aman.Kata Kunci: LRFD, SNI 03-1729-2002, SAP2000, momen, kuat geser.Abstract: Structural analysis is needed to determine the resistance and strength of the structure so that the building to be built or to be converted from one building to another can function properly. This study aims to determine the resistance of the structure to changes in workload due to the change in the function of the building from a raw material warehouse to a school. Analysis of the structural strength using the LRFD method and based on SNI 03-1729-2002 and using the SAP2000 computer program was carried out on truss, columns, and beams. The analysis results show that the structure at the critical moment for lateral buckling with a value of -114.510 kNm <24.550 kNm occurs in frame 1 and 14, with a safe status. The calculation of the axial compressive force, flexural axial force, and shear strength on the truss state that the truss structure is safe. Checks the interaction of axial forces on the column, states the force status is met. Also, the calculation of the structure against the compressive axial force, the axial bending force, and the shear strength in the beam states that the beam structure is safe.Keywords: LRFD, SNI 03-1729-2002, SAP2000, moment, shear strength.
Sentiment Analysis of Fintech Application User Reviews using the CRISP-DM Framework for Product Development Prioritization Amalsyah, Muhammad Rizky; Kurniawan, Dedy; Rifai, Ahmad; Sari, Purwita
Sistemasi: Jurnal Sistem Informasi Vol 14, No 2 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i2.5064

Abstract

The rapid growth of fintech applications has increased the need for sentiment analysis to understand user perceptions of the offered products. This study focuses on sentiment analysis of user reviews for the Flip application on Google Play Store by applying the Support Vector Machine (SVM) algorithm within the CRISP-DM framework. The analysis process involves text preprocessing, sentiment labeling using a pretrained BERT model, and classification using SVM with TF-IDF feature extraction. The results indicate that the majority of users express positive sentiment (56.9%), primarily regarding cost efficiency, transaction ease, and product speed. However, negative sentiment (43.1%) is also present, mainly concerning additional fees, transaction delays, and technical issues in app usage. A topic modeling analysis using the Latent Dirichlet Allocation (LDA) method identifies key topics that highlight both Flip's strengths and challenges. The findings suggest that while Flip holds significant potential in meeting user needs, improvements are needed in product aspects, cost transparency, and app performance optimization. This study is expected to serve as a strategic foundation for fintech app developers to enhance data-driven product quality, ultimately increasing user satisfaction and loyalty.
Optimizing Academic Advising to Enhance On-Time Graduation: Effective Strategies in Higher Education Management Toifuriah, Ahmad; Mu’arif, Mu’arif; Astuti, Ruli; Surbakti, Andika Hariyanto; Rifai, Ahmad
JUMPA : Jurnal Manajemen Pendidikan Vol 4, No 1 (2023)
Publisher : Universitas Nurul Jadid

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33650/jumpa.v4i1.2943

Abstract

This research focuses on analyzing the effectiveness of academic guidance in supporting students' on-time graduation in higher education. The main objective of this study is to identify the factors that affect the success of academic guidance and how the interaction between academic advisors (DPAs) and students can be optimized to improve on-time graduation. This study uses a quantitative method with a descriptive approach, where data is collected through a questionnaire distributed to 31 students of the Education Management Study Program at the Faculty of Tarbiyah and Teacher Training, Syarif Hidayatullah State Islamic University Jakarta. Data analysis was carried out using descriptive and inferential statistical techniques, including Pearson correlation tests and simple regression. The results showed that academic guidance had a significant influence on students' on-time graduation, with factors such as frequency of interaction, personalized guidance, and psychological support from DPA playing an important role. Students who receive quality academic guidance are more likely to graduate on time compared to those who do not receive adequate guidance. The implications of this study emphasize the importance of developing more structured and personalized academic guidance programs in higher education, as part of education management strategies to improve the efficiency and quality of higher education
Evaluasi Kualitas Pendidikan Dasar di Sumatera Selatan Menggunakan Business Intelligence Model Triputra, Muhamad Meiko; Rifai, Ahmad; Tania, Ken Ditha
Jurnal Pendidikan dan Teknologi Indonesia Vol 5 No 3 (2025): JPTI - Maret 2025
Publisher : CV Infinite Corporation

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jpti.618

Abstract

Statistik Pendidikan 2023 yang dipublikasikan oleh Badan Pusat Statistik (BPS) menyatakan bahwa sarana, prasarana, dan hasil capaian proses pendidikan menjadi faktor-faktor yang memegang peranan penting dalam mendukung terwujudnya keberhasilan siswa saat belajar di sekolah. Tujuan dari penelitian ini yaitu membangun sebuah alat pendukung keputusan berdasarkan data pendidikan dasar di provinsi Sumatera Selatan dengan mengimplementasikan model business intelligence. Data pendidikan dasar yang dikumpulkan akan dintegrasikan dan disimpan ke dalam data warehouse. Selanjutnya dilakukan analisis data mining untuk mengelompokkan kabupaten atau kota menggunakan algoritma k-means clustering. Terdapat tiga pola clustering yang dianalisis dan dievaluasi menggunakan matriks evaluasi Davies-Bouldin Index (DBI), yakni pengelompokkan berdasarkan keseimbangan infrastruktur dan sumber daya pendidikan dengan nilai evaluasi 0.519, pengelompokkan berdasarkan angka siswa mengulang dengan nilai evaluasi 0.41, dan pengelompokkan berdasarkan angka siswa putus sekolah dengan nilai evaluasi 0.596. Data yang tersimpan di data warehouse dan hasil analisis clustering akan divisualisasikan dalam bentuk dashboard interaktif yang dirancang untuk meningkatkan pemahamanan terkait kondisi pendidikan dasar secara menyeluruh. Dashboard yang dihasilkan berkontribusi secara signifikan dalam mengidentifikasi kabupaten atau kota yang membutuhkan perhatian khusus sehingga memudahkan pemangku kebijakan untuk mengambil keputusan berbasis data dalam mengevaluasi maupun meningkatkan kualitas pendidikan dasar.
Co-Authors ', Eliza ', Philippus ', Selpitasari Abdillah Putra, Muhafsyah Abdillah, Irhamni Sabil Abdul Aziz Abdul Muin Abdul Muntholib Abdul Rosid Abdur Rahim, Abdur Ace Somantri Adam, Ahmad Fatih Adeliani, Adeliani Adi riyanto, Adi Afdhal Nadzif, Muhammad Afriyanni Afriyanni, Afriyanni Agus Wagyana Agus Wahyudi Agustina Pujiwati, Lina Agusyani Agusyani, Agusyani Ahmad, Nanang Sufiadi Ainuddin Akbar, Rifko Akmar, Nur Salwa Fadia Al Fatir, Aditya Alfa, Lutfiah Malaya Alfarizi Ramadhiyansa, Muhammad Alfid Tri Afandi Alfitrah, Intan Aidita Ali Ibrahim Ali Ikhwan Ali Shodiqin Alinda, Yelli Nur Allsela Meiriza, Allsela Amadhan Takwir Amalina, Fildzah Amalsyah, Muhammad Rizky Amanda, Khansa Putri Amanda, Tiara Amelia Amelia Amiruddin Kasim Amrul Khoiri Anas Ahmadi Anas Rusmanto, Salma Anas, Nirwana Anda Juanda Andari, An An andre susanto, arfan Andrina, Hanifaturrahmi Anggini.B, Wira Anggraeni, Fitria Rizky Anggraini Sukmawati Anida, Ai Siti Anisa Basulina, Nur Anisah Ardiana Anshori Anshori, Anshori Ardian, Fransiskus Arfendi, Arfendi Ari Wedhasmara Ariesky, Rani Zaskia Arif Pristianto Arifudin arifudin Arum, Aqilatun Asmaul Khusnah Astrada, Muhammad Fachri Rama Dwi Astuti, Agusta Sri Aswin, Rifdah Nafilah Atiana, Sofyetin Atikasari, Dewi Ayu Attika Putri, Shopi AULIA, FIRDA Aulia, Marcha Annisa Ayu Maharani, Brilian Mustika Az-Zahra, Nanda Salsabila Azam, Alfandy Kurnia Baidhawi, Alif Bambang Tutuko Bangun, Frans Aditya Bintoyan, Winda Buda, Made Cahyani, Yenni Candra Wijaya, Candra Cepriadi Chayati, Nurul Choiru Pradhono Dabutar, Roni. R Damas Srihantaran, Omar Rais Damayanti , Gusti Ayu Ratih daniel christian Darmansyah, Tengku Debby Martha Dira Dedy Kurniawan Dermawan, Rahmansyah Dian Kagungan Didi Muwardi Dikananda, Arif Rinaldi Dimenta, Rivo Hasper dina, nur Dinna Yunika Hardiyanti Djaimi Bakce Djuanda, Rosita Oktavia Dwi Budi Santoso Dwi Rosella Komala Sari Dwiansyah, Octa Dzaky Agusman, Muhammad Eka Dewi Satriana Eka Permana, Sandy Eko Harli, Eko Eko Prasetyo Ermi Tety Evy Maharani Fahlia, Jeni Sinta Fahmi Aulia Hakim, Adzka Fahmi, Faiz Fikri Al Fajar Restuhadi Fakhruddin Fakhruddin Fatiatun, Fatiatun Fatikhul Ikhsan, Diyas Fatkhurrohman Fatkhurrohman, Fatkhurrohman Fauziah, Hanif Jihan Fauziah, Salsabila Faza, Hilwa Faza Nabila Bidawi Febriani, Ika Feriawan, Andi Fikri Faris, Fikri G. Gunawan Gevisioner Gevisioner Gevisioner, Gevisioner Gian Juliano Gotami, Krisa Gulat Medalie Mas Manurung Gultom, Gina Destia Gunawan Gunawan Gusti Ayu Ratih Damayanti Gustiani, Sindy Gusviani, Annisa Azzahra Hadi Riwayati Utami Hadi, Fajar Restu Haerani Haerani Hafizatul Ulum Hafizd, Daffa Al Haidar Afif Mufid, Muhammad Hamid, Siti Hazariah Binti Abdul Hamidi, Rasyid Hamonangan, Ryan Handini Arga Damar Rani Hanif, Mohammad Burhan Hanifah, Izzati Millah Harahap, Ilham adiansyah Harahap, M Faqih Abdillah Hardini Novianti Hardini Novianti Hariadi, Putra Pratama Hartono Cahyadi, Gabriel Ekoputra Hayati, Kemala Hayatunnufus, Rahmi Hendrawan, Deni Agus Herdiansyah, Cenny Dwi Cyta Heroniaty Hery Sunandar Hidayat, Fajar hidayat, Muslim Hikmah, Lailatul Hikmahwarani, Fellycia Huda Ubaya Ibnu Sodiq Ida Ayu Putu Sri Widnyani Ihsan, Muhammad Takbiratul Ika Septiana Ikhsan, Masrul Indra, Evta Indradewa, Rhian Indrawan, Dikky Indriati, Theodora Inom Nasution Ira Mutiaraningrum Iranti, Putri Chandra Irawan, Dhyan Andika Irmawan, Muhammad Riki Irwansyah, Muhammad Aziiz Ismanto, Juli Isnaini Isnaini, Atin Meriati Ispahan, Tarisha Iwan Setiawan Jali, , M. Ridho Jamali Jamali, Jamali Jannah, Yasmin Raudhatul Joni Irawan, Joni Jubaedah, Dedah Juliyanti, Tamara Junia Kurniati, Junia Junus, Reynaldi Kamaluddin Kamaluddin Kamila, Devi Cahya Kemahyanto Exaudi Ken Dhita Tania, Ken Dhita Ken Ditha Tania Kesuma, Maryanda Warta Khairani, Annisa Khairul Khairul, Khairul Khairullaili Khanif, Al Khoirul Anwar Kurnia, Deby Kurniasari, R. Nyi Pipih Lertarini, Dinda M HUSNI SYAHBANI, M HUSNI M. Iwan Fermi M. Saifuddin Zuhri, M. Saifuddin M. Sukarno M. Syamsul Maarif Maharani, Wardah Shifa Mahdiyah, Rahadyani Ridha Manarul, Achmad Manurung, Afwan Syahril Mariana - Mariana Mariana Marpaung, Syafri Fadillah Marpaung, Xenia Clarissa Valencia Martanto . Masruri, Niskan Walid Mastura Labombang Maula, Nichlatul Mayasari, Anisa Mega Melda Sari Meiriza, Alsella Meki Herlon Metananda, Arya A. Meyrliani, Meyrliani Meyzi Heriyanto Mohammad Amin Lasaiba Muarifin, Muarifin Mubarak Mubarak Muhaimin Hamzah Muhajir Muhajir, Muhajir Muhammad Agus Sahbana Muhammad Alif Muhammad Hidayat Muhammad Idris Muhammad Ilham Muhammad Irsan Muhammad Najibulloh Muzaki Muhammad Naufal Rachmatullah Muhammad Yusuf Muhdiat, Muhdiat Mukhlas, Oyo Sunaryo Mulya, Indah Syafitri Mulya, Kukuh Budi Mulyana, Jajang MURTEDJO Mustaqim Mustaqim, Mustaqim Musthofa, Mohammad Dendy Muzani, Muhamad Mu’arif, Mu’arif Nabilaputri, Silvia Nabilatulrahmah, Raihana Nadia Anggraini Nanda, Rezki Ayu Nandang Ihwanudin Nasril, Moh Nasrulloh Nasrulloh Nasuha, Siti Alifah Ailatun Nasution, Siti Arafah Efendi Ningrum, Putri Puspita Nining Suryani Nisa, Novriza Awwalin Nisa, Salma Fadila Nofri Sandria Novia Dewi Novian Novian, Novian Nugraha, Allan Nul Hakim, Lukman Nulhakim, Ade Lukman Nulngafan, Nulngafan Nur Rahman, Mei Nur Suhada, Nur Nurannisa, Sitti Nurfika Asmaningrum Nurhadi, Fadhil Fadhlurrohman Nurishlah, Lesti Nuroh, Siti Nurul Qomar Nur’Aini, Risma Octariano, Andafa Eka Oktadini, Nabila Rizky Oktafiana, Aisya Oktaviyani, Aisyah Pangestika, Rendiana Satya Pariadi, Pariadi Pata’dungan, Lianan Perdani, Tharisa Antya Pieter Perdana T Pita Gumelinsi, Putri Maulia Pitoyo, Achmad Zani Prasetia, Dika Prasetya, Yanto Budi Prastyo, Agung Budi Pratama, Albet Eka Pratiwi Pratiwi Prestasianita Putri Purnomo, Listiya Ike Purwati Purwati Purwita Sari, Purwita Puspitasari, Euis Evi Putri Raflesia, Sarifah Putri, Adetya Rielisa Putri, Erita Riski Putri, Kartika Nurif Adeline Rachmamtullah, Muhammad Naufal Rahman, Mohammad Rahmat Fadli Isnanto Rahmat Hidayat Ramadhani, Muthia Rengganis, Ririe Resa Vio Vani Restu Kusumaningrum, Nugraheni Riansyah, Muhammad Bintang Naufal Rifkie Primartha Rika Septiana Rinaldi, Arif Rini Indriati Riska Wulandari, Riska Rizki Dwi Ardika Rizki Farhana, Hana Robiansyah, Robiansyah Romi Irawan Rondhianto Rondhianto Rosnita Rosnita Rossa Indah, Dwi Rossi Passarella Rossi, Evy Rostiyana, Ayu Roza Yulida Ruhiyat, Endang Ruli Astuti Rusmana, Dadang Ryan Yudhaprawira Sabar Manahan, Nico Sabila, Amalia Sakti Hutabarat Samadi, Mochammad Ramdan Sampepadang, Novianti Samsuryasi, Samsuryasi Sanjaya, M Rudi Sanurya Putri Purbaningrum Sapitri Sapitri, Sapitri Saputra, Edriagus Saputra, Gerri Asa Saputra, Sandri Sari, Rizka Satria Prayoga Satriatama, Adrian Sa’adah, Vina Iqomatus Septya, Fanny Setia Naka Andrian Setiadi, Ananto Setiaji, Galet Guntoro Sevtiyuni, Putri Eka Shadiq, Syarifah Askina Shorea Khaswarina Silvia, Danisa Rada Simamora, Juan feri Simanullang, Eka Darmayanti Siregar, Muhammad Rafi Siregar, Nurjannah Siregar, Richi Nauli Juniarto Siregar, Zunaidy Abdullah SISPA PEBRIAN Siti Aisyah Siti Halimah Siti Nurul Atika, Siti Nurul Sofy, Malik Soleha, Anisatul Solih, Edwin Sahrial Solihati, Elis Sonia Ningsih, Siska Sri Wahyuni Sri Wulandari Suandi, M. Suardi Tarumun Suci Amalia Suci Fitriani, Suci Suhamdani, Dadan Suherman, Ujang Sujaryani, Siyam Sularno, Syahrian Owen Sulasno Sulasno, Sulasno Sulistiowati, Siti Intan Sumayyah, Lia Suprapta, I Nengah Gede Surbakti, Andika Hariyanto Surya, Leiden Fauzi Yoka Suryadi, Sasri Susanti, Ika Adelia Susy Edwina Sutarno Sutarno Sutarno Syahruddin Hattab Syaiful Hadi Syain, Moch. Syamsu, Syamsir Talakua, Jossh Christheyn Endrew Tania, Fara Nabila Tanjung, Khoiriyah Shofiyah Tedi Rohadi Theressa Hasioani Sianturi, Claudia Toifuriah, Ahmad Toni Dwi Putra Tony Irawan Triana, Ayu Triputra, Muhamad Meiko Triwikantoro Triwikantoro Tuffahati, Jihan Tutik Hamidah USMAN PATO Utama, Huzaefah Uzlifatul Jannah Valentia, Astri Wahyudi, Ary Waloyo, Edy Wardani, Ana Kusuma Wardawati Wardiman, Halim Wawan Ridwan Wibowo, Ahmad Eko Wibowo, M.Padeli Widia Ariaty, Widia Widyastuti, Rhoudhotul Wilantara, M Pandu Winanda, Erdy Winda Kurnia Sari Wirnanti, Rintan Wiryawan , Ida Bagus Arie Wiwik Handayani Yadi Utama Yana, Emil Yudhistira, Hilmi Yulia Andriani, Yulia Yulianto Yulianto Yunika Hardiyanti, Dinna Yusmini, Yusmini Yusri, Jum'atri Zahran Afif, Muhammad Zahro Nafiza, Azka Zulhamid Ridho `Maujud, Fathul