Distributed Resource Allocation Optimization Script

Create an advanced automation script that dynamically optimizes educational resource allocation across multiple campuses and departments. Design a solution that: 1) Tracks real-time utilization of classroom spaces, digital resources, and faculty schedules, 2) Implements constraint satisfaction algorithms for optimal resource scheduling, 3) Generates predictive models for future resource requirements, and 4) Provides a comprehensive reporting interface for administrative decision-making. Include machine learning components for continuous system improvement.