Planning, scheduling, and tracking task activities pose challenges for organizations in the healthcare and hospitality sectors. Tasks such as cleaning, linen changing, supplies replenishment, sanitization, etc., must be performed both periodically and on-demand. Timely delivery of these services is crucial to prevent delays. Delayed task assignment results in task accumulation and longer wait times. An automated scheduler for managing job assignments can significantly improve efficiency, transparency, and workload balancing.