Claim Missing Document
Check
Articles

An Intelligence-Oriented System Architecture for Integrated Pharmaceutical Data Analytics and Decision Support Ningsiah; Nur Aminudin; Septika Ariyanti; Ramil Abbasov
Journal of Information Systems and Technology Research Vol. 5 No. 1 (2026): January 2026
Publisher : Ali Institute or Research and Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55537/jistr.v5i1.1461

Abstract

This study proposes and evaluates an intelligence-oriented hybrid information system architecture for pharmaceutical data analytics and decision support. Unlike conventional approaches that treat analytics as an external component, the proposed framework embeds analytical intelligence directly into the core system architecture through an integrated, multi-layer design. The study adopts an experimental and system development methodology using a large-scale public pharmaceutical dataset consisting of 240,591 records and 10 attributes. Supervised machine learning models are implemented to support data classification and intelligence generation, and system performance is evaluated using accuracy, precision, recall, and F1-score. The results demonstrate that the proposed hybrid system consistently outperforms baseline and non-integrated approaches, achieving higher predictive stability and analytical consistency. The main contribution of this study lies in its system-level integration model, which enables the transformation of raw pharmaceutical data into actionable decision-support intelligence. The findings confirm that embedding analytics within information system architecture significantly enhances both analytical performance and decision-making capability in pharmaceutical information systems.
Co-Authors -, Nungsiyati Abdullah Umar Faqih Al Ikhsani Adi Prasetia Nanda Afandi, Asep Afanto, Hendri Afnan Zalfa Salsabila A Afrianto, Rifki Agus Wantoro Ahmad Ahlun Nazar Al Farisi, Muhammad Farhan Alfina Alfina Andika, Tahta Herdian Andino Maseleno Aprilia, Fenny Ariyanti, Septika Aviv Fitria Yulia Ayu Andini, Dwi Yana Bagus Wicaksono, Setepanus Bastian, Arif Alexander Bintoro, Panji Boris Brahmono Cahyadi, Septian Damayanti Abdul Karim, Dewi Desni Sagita, Yona Dikpride Despa Dita Septasari Dwi AD Putra Dwi Feriyanto Dwi Yana Ayu Andini Dwi Yana Ayu Andini Efendi, Dwi Marisa Eko Setiawan, Agustinus El Hanif, Azka Fadzlan Thoriq Fahlul Rizki Fandi Ahmad Ferly Ardhi Ferly Ardhy Fiqih Satria Fitra Endi Fernanda, Fitra Endi Habib, Cahya Hasanah, Khuswatun Ida Ayu Puspita Sari Ikna Awaliyani Ikna Awaliyani Ilham Ubaidillah Inti Barokah Amaliah Irwan Susilo Khuswatun Hasanah Luthfia B, Yessiana M. Islamahdi Marsim, Etanaulia MARTHALENA, YENNY Mayang Indah Sari Mitha Franciska Muhammad Kristiawan Muhammad, Adamu Abubakar Muharni, Sita Mukaromah, Hafsah Mutmainah Mutmainah Naufal Sinatria Ningsiah Nugroho, Tri Adi Nungsiyati Nungsiyati Nurul Hidayat Nurul Isti Fada Ockhy Jey Fhiter Wassalam Pradana, Alfazri Putra Putra, Dwi AD Ramadhanti, Dinda Ramil Abbasov Ratnasari Ratnasari Rendy Yudha Pratama Rian Candra Pratama Rimanto, Rimanto Rini Wahyuni Rizki, Fahlul Rohmah, Nurbaiti Rustam Rustam Salman Alfarisi Salimu Salman Alfarisi Salimu Salsabila A, Afnan Zalfa Satria, Fiqih Septika Yani Veronica Setiawan, Susilo Setiyarini, Elita Yuni Shima Asadi Sigit Andriyanto Sukamto, Anton Sumerti, Ela Tahta Herdian Andika Taufik Rahman Taufiq Taufiq Ulfa Isni Kurnia Usmanto, Budi Wicaksono, Garda Arif Wina Safutri Yani Veronica, Septika Yovita, Rizka Dwi Zalfa Salsabila A, Afnan Zulkifli Zulkifli Zulkifli