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All Journal International Journal of Electrical and Computer Engineering IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) JURNAL SISTEM INFORMASI BISNIS Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Computech & Bisnis (e-Journal) Jurnas Nasional Teknologi dan Sistem Informasi RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Jurnal CoreIT Informatics for Educators and Professional : Journal of Informatics Matrix : Jurnal Manajemen Teknologi dan Informatika IJIS - Indonesian Journal On Information System Dinamisia: Jurnal Pengabdian Kepada Masyarakat Conference SENATIK STT Adisutjipto Yogyakarta International Journal of New Media Technology Jurnal ULTIMA InfoSys Jurnal ULTIMATICS MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Creative Research Journal IJISTECH (International Journal Of Information System & Technology) KOMPUTIKA - Jurnal Sistem Komputer KOMPUTA : Jurnal Ilmiah Komputer dan Informatika Majalah Ilmiah UNIKOM Jurnal Teknologi dan Informasi Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming @is The Best [Accounting Information System & Information Technology Business Enterprise] Jurnal Tata Kelola dan Kerangka Kerja Teknologi Informasi Indonesian Community Service and Empowerment Journal (IComSE) IJISTECH International Journal of Research and Applied Technology (INJURATECH) Abdi Teknoyasa Jurnal Pengabdian Teknik dan Ilmu Komputer (PETIK) Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) Jurnal Pengabdian Masyarakat Tekno INFOKOM Integrated System and Management Technology Big Data Analytics and Data Science
Irawan Afrianto
Universitas Komputer Indonesia
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Transportation Other

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Journal : integrated system and management technology

 1 
Developing an AI-Driven Prescriptive Framework for Orchestrating MSME Supply and Demand: Integration of Hyper-Local Community Engagement Signals Nanang Abdurahman; Zainal Arifin Hasibuan; Irawan Afrianto; Ifan Dwiguna
Integrated System and Management Technology Vol. 1 No. 2 (2026): April: Integrated System and Management Technology
Publisher : Asosiasi Pengelola Jurnal Informatika dan Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.66472/ismat.v1i2.389

Abstract

Micro, Small, and Medium Enterprises (MSMEs) face significant challenges in balancing supply and demand amidst the rapid volatility of the digital economy era. This condition is primarily driven by conventional, reactive decision-making and a failure to utilize social media data beyond mere marketing metrics, resulting in operational inefficiencies such as overstocking or stockouts. This research aims to address this gap by developing an Artificial Intelligence-Based Prescriptive Framework for MSME Supply-Demand Orchestration. Adopting a Design Science Research (DSR) methodology, specifically focusing on problem identification, objective definition, and conceptual artifact design, this study synthesizes insights from 100 recent articles (2020-2025). The proposed conceptual artifact introduces a novel three-tier system architecture: a Sensing Layer utilizing NLP (BERT) to extract hyper-local community engagement signals into a Social Engagement Index (SEI), a Reasoning Layer employing a Hybrid Neuro-Fuzzy engine to accommodate MSME data sparsity, and a Prescriptive Actuation Layer. The findings present a mechanism that transforms unstructured qualitative social sentiment into quantitative, actionable logistical commands (e.g., "Priority Restock"), demonstrating superiority over existing predictive or macro-level models by offering a closed-loop, hyper-local solution. In conclusion, this research successfully formulates a framework that shifts MSME management paradigms from being purely reactive to actively responsive to social signals, theoretically expanding Social-SCM integration and practically offering a pathway to mitigate inventory risks and enhance economic sustainability.
A Design Science Roadmap for Auditable Ocular Disease Classification: Evidence Mapping of AI Governance Gaps Rizal Rachman; Eddy Soeryanto Soegoto; Irawan Afrianto; Irfan Dwiguna sumitra; Zainal Arifin Hasibuan
Integrated System and Management Technology Vol. 1 No. 2 (2026): April: Integrated System and Management Technology
Publisher : Asosiasi Pengelola Jurnal Informatika dan Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.66472/ismat.v1i2.442

Abstract

The integration of Artificial Intelligence (AI) into ocular diagnostics has led to substantial improvements in predictive accuracy. However, a persistent gap remains between technical performance and clinical accountability. The present study addresses the "accuracy trap" and the lack of transparency in current deep learning models for ocular disease classification. The objective of the research is twofold: firstly, to identify methodological deficiencies in extant literature and, secondly, to propose a standardised evaluative framework to ensure model auditability. A systematic evidence mapping (SEM) approach, combined with design science research methodology (DSRM), was utilised to scrutinise 10 high-impact Scopus-indexed studies published between 2023 and 2026. The findings reveal a critical "predictive validity gap," where 80% of the evidence base relies on aggregate accuracy while 90% remains "black box" without functional Explainable AI (XAI) layers. The synthesis of these gaps resulted in the formulation of a conceptual roadmap that mandated multi-metric evaluation, incorporating Cohen's Kappa, and pathophysiological traceability. In conclusion, this research establishes that clinical deployment of AI must transition from model-centric success to a governance-oriented paradigm that prioritises decision utility and auditable audit trails. This roadmap provides a rigorous blueprint for the future implementation of transparent and accountable medical AI systems.
Co-Authors Abdul Razak, Rizky Septiana Agus Sevtiana Agustia, Richi Dwi Alif Finandhita Alif Finandhita Ana Hadiana Andri Heryandi Andri Heryandi Andri Heryandi Andry Maulana Awaludin Angga Setiyadi Ani Anisyah Arinten Dewi Hidayat Asali, Frans Fernando Atin, S Atin, Sufa Bella Hardiyana Bobi Kurniawan, Bobi Dedeng Hirawan Dedeng Hirawan, Dedeng Deni Kurniawan, Deni Derry Berni Cahyady Devy Normalasari Dodi Syaripudin Dwi Agustia, Richi Dwi Novia Al Husaeni Eddy Prasetyo Nugroho Eddy Soeryanto Soegoto Edwin Fajar Nurdiansyah Egi Cahyo Prabowo Eko Budi Setiawan Elisabet Nila S. C. P Erna Piantari Estiko Rijanto Estiko Rijanto Estiko Rijanto Estiko Rijanto Fazri Muhamad Kurnia Finadhita, Alif Finandhita, Alif Firdaus Musyafi Firdaus, Dony Waluya Furqon, Rifan Muhammad Hanhan Maulana Harjono, Risqi Windu Hernalom Sitorus Heryandi, Andri Ibrahim Danial Bisulthon Ifan Dwiguna Irfan Dwiguna Irfan Dwiguna Saputra Irfan Dwiguna Sumitra Irfan Sumitra Irham Jundurrahmaan Janivita Joto Sudirman Joto Sudirman, Janivita Lia Warlina Lusianto Lusianto M Wisnu Hidayatulloh Maulana Awaludin, Andri Maulana, Hanhan Mouhamad Hatta Hiroshi Sasmita Muhamad Nawawi Muhammad Fahmi Irfan Muhammad Ilham Budiawan Muhammad Yanuar, Eko Mutia, S Nanang Abdurahman Nizar Rabbi Radliya Nurhikmah Taliasih Petrus Sokibi Putra Hilmana, Primarazaq Noorshalih Rafdhi, A A Raju Riyanda Rakhmanuddin, Iid Ramadhan Wijanarko Resviani, Devi Richi Dwi Agustia Richi Dwi Agustia Ridho Taufiq Subagio Rifqi Fahrudin Rini Nuraini Sukmana Rizal Rachman Rizki Adha Rizki, Ikhsan Nurul Setiyadi, Angga Sri Supatmi Sri Titi Handayani Sufa Atin Sufa Atin Sufa Atin Sufa'atin Sufa’atin Sufa’atin Suryana, Taryana Suseno, Taufiq Rizky Darmawan Taryana Suryana Ucu Nugraha Widayanti, A Yanuar, Eko Muhammad Yanyan Herdiansyah Yasmi Afrizal Yatawa, H S Yulistian Suryono Zainal Arifin Hasibuan zulkifli, ridwan