Authors: Ajay Kumar Kota
Abstract: In the pharmaceutical industry, where data accuracy, regulatory compliance, and operational responsiveness are critical, real-time monitoring of Key Performance Indicators (KPIs) has become a strategic necessity. This article explores how Qlik Sense, combined with advanced Set Analysis, can empower pharma organizations to gain immediate insights into essential metrics such as batch performance, regulatory adherence, and manufacturing efficiency. We discuss the unique challenges of real-time data integration from multiple systems like ERP, MES, and LIMS, and demonstrate how Qlik Sense’s data engine supports high-frequency updates without compromising performance. A deep dive into Set Analysis showcases its power in filtering data contextually for specific products, time frames, and production sites—enabling dynamic, user-driven analysis. Through real-world design principles and a case study of a global pharma firm, the article illustrates how intuitive dashboards and automated alerts drive faster, data-informed decision-making.
DOI: https://doi.org/10.5281/zenodo.16019558
