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Metode Algoritma Support Vector Machine (SVM) Linier Dalam Memprediksi Kelulusan Mahasiswa Oktaviana Bangun; Herman Mawengkang; Syahril Efendi
JURNAL MEDIA INFORMATIKA BUDIDARMA Vol 6, No 4 (2022): Oktober 2022
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/mib.v6i4.4572

Abstract

The accumulation of student databases can occur if students are unable to complete their studies, namely graduating at a predetermined time. Data mining techniques are often used to process student data so that they can produce predictions of student graduation in order to graduate at a predetermined time. One of the data mining techniques that is often used is the Support Vector Machine (SVM) algorithm. This study aims to analyze the performance of the SVM algorithm to produce a predictive model of student graduation in order to graduate at a predetermined time in the Public Health Study Program, Faculty of Public Health, Deli Husada Health Institute. The method used in this study is a linear SVM algorithm starting from data retrieval by selecting the attributes that will be used for the next stage, data processing consists of cleaning data whose contents do not exist and data transformation which is the determination of the category of each data, modeling is done with the SVM algorithm. from training data and testing and evaluation data to validate and measure the accuracy of the model. The test results with the amount of training data as much as 70% and testing data as much as 30% shows that the linear SVM algorithm provides an accuracy value of 90%
Pelatihan Pengelolaan Sumber Daya Manusia (SDM) Berbasis Digital Untuk UMKM di Desa Lantasan Baru, Kecamatan Patumbak : Pengabdian Oktaviana Bangun; Hakiki Annisa Batubara; Rafika Sari Br. Sembiring; Alex P. Karo-karo; Mustaqim Sidaebang; Aser Heber Ginting; Rosita Bangun
Jurnal Pengabdian Masyarakat dan Riset Pendidikan Vol. 3 No. 4 (2025): Jurnal Pengabdian Masyarakat dan Riset Pendidikan Volume 3 Nomor 4 (April 2025
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jerkin.v3i4.1451

Abstract

Kegiatan pengabdian masyarakat ini bertujuan meningkatkan kapasitas pengelolaan SDM berbasis digital bagi UMKM di Desa Lantasan Baru, Kecamatan Patumbak. Melalui pelatihan interaktif yang meliputi pemaparan materi, diskusi kelompok, simulasi, dan evaluasi, peserta diajak mengadopsi tools digital untuk manajemen SDM, pemasaran, dan kolaborasi usaha. Hasil evaluasi menunjukkan peningkatan pemahaman peserta sebesar 40% (post-test), dengan 85% mampu membuat toko online dan 60% mengaplikasikan pembukuan digital. Kendala utama meliputi keterbatasan infrastruktur internet dan variasi literasi digital peserta. Rekomendasi mencakup pelatihan lanjutan, pendampingan intensif, dan kolaborasi dengan penyedia layanan internet. Kegiatan ini membuktikan bahwa pendekatan digital yang disesuaikan dengan konteks lokal dapat memperkuat daya saing UMKM
KEPEMIMPINAN DIGITAL 4.0: KAJIAN SISTEMATIS KONSEPTUALISASI DAN PRAKTIK DALAM PENDIDIKAN Saragih, Abdul Hasan; K, Abdul Hamid; Sugiharto, Sugiharto; Nasution, Awal Kurnia Putra; Ananda, Ricki; Bangun, Oktaviana; Siregar, Iqbal Kamil; Efendi, Bachtiar; Sembiring, Rafika Sari Br
Jurnal Kepemimpinan dan Pengurusan Sekolah Vol. 10 No. 4 (2025): December (In Progress)
Publisher : STKIP Pesisir Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34125/jkps.v10i4.1142

Abstract

This study presents a comprehensive analysis of the evolution of digital leadership in education, tracing its development from the initial concept of e-leadership to Leadership 4.0 amid the era of digital transformation and artificial intelligence (AI). "A selection of relevant scientific publications from the period of 2010–2025 was systematically analyzed using a Systematic Literature Review (SLR) approach were thematically analyzed to identify conceptual shifts, theoretical trends, practices, and implementation barriers. The findings reveal a paradigm transition from a technology-focused leadership to a strategic role emphasizing agility, data-driven innovation, and ethics. Modern digital leaders are no longer just technology managers but ecosystem orchestrators tasked with balancing technology, pedagogy, and equity to address infrastructural, capacity, and cultural challenges. Although theoretical frameworks like transformational and distributed leadership are widely used, longitudinal and comparative research remains limited. This review positions digital leadership as an adaptive, ethical, and systemic practice, proposing a future research agenda focused on theory integration, cultural diversification, human-centered ethics, and policy translation to build equitable and intelligent educational systems
Pengaruh TO-BE pada Perancangan Sistem Informasi Riva Fani; Chris Jhon Simanungkalit; Muhamad Shandy; Naufal Naufal; Muhamad Alfryan; Ikhsan Ikhsan; Arimbi Arimbi; Carlos Carlos; Oktaviana Bangun; Tafaawo Larosa
Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi Vol. 4 No. 1 (2026): Februari: Neptunus: Jurnal Ilmu Komputer Dan Teknologi Informasi
Publisher : Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61132/neptunus.v4i1.1478

Abstract

Effective information system design requires a clear and comprehensive understanding of the desired ideal system conditions in order to support organizational objectives. The TO-BE approach is a business process modeling method that describes future system conditions as a conceptual and strategic basis for improving existing AS-IS conditions. This study aims to analyze the effect of implementing the TO-BE approach in information system design on the clarity of system requirements, overall process efficiency, and the quality of system design outcomes. The research method used is descriptive-analytical research with a qualitative approach, employing data collection techniques such as literature review, direct observation, and in-depth analysis of system design documents. The results show that implementing the TO-BE approach in information system design provides a more structured and systematic overview of business processes, minimizes mismatches between system functionality and user needs, and improves the effectiveness and efficiency of business processes. Furthermore, the TO-BE approach assists system developers and analysts in designing system solutions that are aligned with organizational goals, operational requirements, and user expectations. Thus, implementing the TO-BE approach positively impacts the overall quality of information system design and is recommended as a critical and essential step in information system development initiatives.
STUDI ANALISIS MODEL WATERFALL PADA PENGEMBANGAN SISTEM INFORMASI Aprilta Ginting; Eka Prasista Bangun; Kezia Br Purba; Sri Wahyuni; Eva Nurmalasari Pasaribu; Oktaviana Bangun
Jurnal Nirta : Inovasi Multidisiplin Vol 5 No 2 (2026): Jurnal Nirta : Studi Inovasi
Publisher : Nirta Learning Centre

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61412/jnsi.v5i2.404

Abstract

Perkembangan teknologi informasi mendorong meningkatnya kebutuhan akan sistem informasi yang andal dan sesuai dengan kebutuhan pengguna. Keberhasilan pengembangan sistem informasi sangat dipengaruhi oleh pemilihan model pengembangan perangkat lunak yang tepat. Salah satu model yang masih banyak digunakan hingga saat ini adalah model Waterfall. Penelitian ini bertujuan untuk menganalisis penerapan model Waterfall dalam pengembangan sistem informasi serta menilai efektivitasnya dalam menghasilkan sistem yang sesuai dengan kebutuhan pengguna. Metode penelitian yang digunakan adalah pendekatan kualitatif dengan studi literatur, yaitu mengkaji berbagai buku dan artikel jurnal yang relevan dan diterbitkan di atas tahun 2019. Hasil kajian menunjukkan bahwa model Waterfall efektif diterapkan pada proyek pengembangan sistem informasi dengan kebutuhan yang jelas, stabil, dan terdefinisi sejak tahap awal. Struktur tahapan yang sistematis serta dokumentasi yang lengkap membantu menjaga kesesuaian antara kebutuhan pengguna dan sistem yang dikembangkan. Namun demikian, keterbatasan fleksibilitas terhadap perubahan kebutuhan menjadi kelemahan utama model Waterfall, terutama pada proyek yang bersifat dinamis. Oleh karena itu, penerapan model Waterfall perlu disesuaikan dengan karakteristik proyek agar sistem informasi yang dihasilkan dapat memenuhi kebutuhan pengguna secara optimal. Kata kunci: model Waterfall, sistem informasi, pengembangan sistem, kebutuhan pengguna, studi literatur
Pemanfaatan Artificial Intelligency (AI) Dalam Pembelajaran Sekolah Dasar: Utilization of Artificial Intelligence (AI) in Elementary School Learning Hakiki Annisa Batubara; Alfin Ghazali; Oktaviana Bangun
Jurnal Kolaboratif Sains Vol. 8 No. 7: Juli 2025
Publisher : Universitas Muhammadiyah Palu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56338/jks.v8i7.8074

Abstract

Perkembangan teknologi kecerdasan buatan (AI) telah membawa transformasi signifikan dalam dunia pendidikan, termasuk di tingkat sekolah dasar. Penelitian ini bertujuan untuk menganalisis tingkat adopsi, manfaat, dan tantangan penggunaan AI oleh guru sekolah dasar di Sumatera Utara selama periode 2019–2024. Metode penelitian menggunakan pendekatan kuantitatif-kualitatif dengan survei terhadap 150 guru dari 30 sekolah dasar di lima kabupaten/kota (Medan, Deli Serdang, Binjai, Pematangsiantar, dan Tebing Tinggi), serta wawancara mendalam dengan 15 guru dan pengawas pendidikan. Hasil penelitian menunjukkan bahwa 62% guru telah menggunakan tools berbasis AI, seperti platform adaptif (Quizizz, Ruangguru), aplikasi terjemahan, dan sistem manajemen pembelajaran. Mayoritas penggunaannya terfokus pada administrasi (penilaian otomatis, absensi digital) dan media pembelajaran interaktif. Namun, hanya 28% guru yang memanfaatkan AI untuk analisis kebutuhan individual siswa.
KEPEMIMPINAN DIGITAL 4.0: KAJIAN SISTEMATIS KONSEPTUALISASI DAN PRAKTIK DALAM PENDIDIKAN Abdul Hasan Saragih; Abdul Hamid K; Sugiharto Sugiharto; Awal Kurnia Putra Nasution; Ricki Ananda; Oktaviana Bangun; Iqbal Kamil Siregar; Bachtiar Efendi; Rafika Sari Br Sembiring
Jurnal Kepemimpinan dan Pengurusan Sekolah Vol. 10 No. 4 (2025): December
Publisher : STKIP Pesisir Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34125/jkps.v10i4.1142

Abstract

This study presents a comprehensive analysis of the evolution of digital leadership in education, tracing its development from the initial concept of e-leadership to Leadership 4.0 amid the era of digital transformation and artificial intelligence (AI). "A selection of relevant scientific publications from the period of 2010–2025 was systematically analyzed using a Systematic Literature Review (SLR) approach were thematically analyzed to identify conceptual shifts, theoretical trends, practices, and implementation barriers. The findings reveal a paradigm transition from a technology-focused leadership to a strategic role emphasizing agility, data-driven innovation, and ethics. Modern digital leaders are no longer just technology managers but ecosystem orchestrators tasked with balancing technology, pedagogy, and equity to address infrastructural, capacity, and cultural challenges. Although theoretical frameworks like transformational and distributed leadership are widely used, longitudinal and comparative research remains limited. This review positions digital leadership as an adaptive, ethical, and systemic practice, proposing a future research agenda focused on theory integration, cultural diversification, human-centered ethics, and policy translation to build equitable and intelligent educational systems
Pelatihan Implementasi Sistem Pembelajaran Digital Berbasis Kecerdasan Buatan (AI) untuk Meningkatkan Kemandirian Belajar Siswa dan Kompetensi Guru di SMA RK Deli Murni Deli Tua Rafika Sari Br Sembiring; Oktaviana Bangun; Berlin Barus; Darwin Siallagan
Jurnal Pengabdian Pada Masyarakat METHABDI Vol 6 No 1 (2026): Jurnal Pengabdian Pada Masyarakat METHABDI
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/methabdi.Vol6No1.pp100-109

Abstract

This community service program addresses the low digital literacy of teachers and the suboptimal use of technology in learning at SMA RK Deli Murni Deli Tua. The program aims to enhance teacher competence in utilizing artificial intelligence (AI)-based learning platforms and foster student learning independence. The implementation method employed participatory training and mentoring, including material presentations on AI concepts in education, hands-on practice using AI platforms for instructional media development, and independent implementation assistance. The program involved 25 teachers and 40 students. Results showed a significant increase in teacher understanding of AI utilization (from 35% to 88% based on pre-test and post-test assessments) and the successful development of AI-assisted digital learning tools by participating teachers. Students also demonstrated improved learning independence, reflected in increased active participation and ability to access independent learning resources. This program is expected to serve as a model for digital transformation in secondary education.
Penerapan Framework COBIT dalam Meningkatkan Keamanan Data pada Sistem Informasi Pegadaian Swasta PT Budi Gadai Indonesia Oktaviana Bangun; Fransisko; Dolly; Sarah; Reski; Dewi
LOFIAN: Jurnal Teknologi Informasi dan Komunikasi Vol 5 No 2 (2026): Pebruari
Publisher : Universitas Mandiri Bina Prestasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58918/lofian.v5i2.292

Abstract

Safeguarding digital assets is a critical element in overseeing corporate information infrastructures, becoming vital within the financial services landscape, including private pawnshops. This research focuses on fortifying data protection at PT Budi Gadai Indonesia by adopting the performance-based COBIT 2019 system and evaluating its operational impact. Using a descriptive-qualitative methodology, the study examines security management practices and their integration with the DSS and EDM areas of the framework. Conducted as a longitudinal evaluation (2020–2025), the deployment followed a systematic multi-phase strategy. Empirical evidence indicates that integrating this governance model bolstered security through rigorous access monitoring, refined audit logs, and structured risk mitigation. Specifically, the activation of DSS05 and DSS06 protocols lowered breach vulnerabilities by 68% and ensured stricter regulatory adherence. Notably, the integrity maturity rating surged from 2.22 to 4.24, representing a 91% enhancement. These outcomes suggest that international security standards are instrumental in securing information systems within the private pawn brokerage sector.
Evaluasi Tata Kelola Sistem Informasi Manajemen Sekolah dan Data Peserta Didik Berdasarkan Framework COBIT 2019 di SMAN 1 Medan Oktaviana Bangun; Utari Adelia Citra; Chindy Olivia Melani; Putri Yolanda Purba; Ramadina Sofia Amadea
LOFIAN: Jurnal Teknologi Informasi dan Komunikasi Vol 5 No 2 (2026): Pebruari
Publisher : Universitas Mandiri Bina Prestasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58918/lofian.v5i2.293

Abstract

The purpose of this study is to evaluate the School Management Information System and student data governance at Medan 1 Public High School (SMAN 1 Medan) using the COBIT 2019 framework. The evaluation was conducted across three key domains: grade and NISN (National Student Identity Number) data integrity (DSS06), e-learning availability (DSS05), and student data security. A quantitative approach was employed, with data collected through questionnaires, interviews, and direct observation of operational systems. The survey participants consisted of 45 individuals, including the principal, vice principal, teachers, IT staff, and system administrators. The analysis indicated that SMAN 1 Medan's IT governance maturity was at "Level 2 (Managed)" with an average score of 2.45 out of 5. The scores by domain were 2.38 for DSS06 (Business Process Control Management), 2.52 for DSS05 (Service Request and Incident Management), and 2.45 for the Data Security domain. Key findings from the study included the identification of several areas requiring improvement: (1) insufficient documentation for grade and NISN data management procedures, (2) e-learning infrastructure limitations that caused periodic downtime, and (3) suboptimal implementation of student data security policies. The study offers strategic recommendations for raising IT governance maturity to "Level 3 (Established)" through the implementation of standard operating procedures (SOPs), infrastructure improvements, and strengthening of information security policies.