Process variability is one of the most persistent barriers to consistent product quality, operational efficiency, and customer satisfaction. In manufacturing and process industries, even when a process is technically capable of producing acceptable output, uncontrolled variation can lead to defects, rework, scrap, cost escalation, delayed delivery, and unstable performance. Reducing variability is therefore not simply a quality objective; it is a business imperative.