Abstract: Embodiments of the technique disclosed include a computer-based system and method for creating schedules that matches total supply of clinicians with the projected demand in services as well as meet plurality of constraints that consists of scheduling rules and clinician availability/preferences of varying weighted values to ensure work-life balance and thereby avoid staff burnout. In some embodiments, the system predicts the demand in appointments and the capacity of clinicians based on past data, leading to greater accuracies for subsequent schedule creations.