Reducing waiting time is essential for improving patient experience and ensuring timely access to care. Long waiting times can lead to patient distress, dissatisfaction, and potentially worse clinical outcomes. Moreover, it reflects on the efficiency of the healthcare system and the effectiveness of resource allocation.