Which violation type is most frequently encountered?

The most frequently encountered violation type is excessive customer calling. This situation typically arises in business processes where customers frequently contact the company regarding issues such as order status, product inquiries, or service problems. A high volume of customer calls can indicate underlying problems within the process, such as inefficient order processing, unclear communication, or service delivery issues.

When customers feel the need to reach out multiple times, it reflects inadequacies in the business's ability to address concerns proactively or enhance customer experience. This continual interaction can lead to increased workload for customer service representatives and potentially result in dissatisfaction among customers, affecting overall business performance.

The other violation types, while significant, may not manifest as frequently as excessive customer calling. Late order processing and incorrect deliveries are typically outcome-based issues that are symptomatic of broader operational inefficiencies but do not inherently lead to the same high volume of customer-initiated calls. Order cancellations, while important, usually occur less frequently than the ongoing inquiries driven by customer concerns, which is what makes excessive customer calling the more prevalent violation type.