Multi-Modal Learning Analytics Dashboard Architecture

Design a scalable, real-time learning analytics dashboard architecture that integrates heterogeneous data sources including LMS interactions, assessment results, student demographic data, and external learning platform metrics. Implement advanced data streaming techniques, develop a modular visualization framework supporting dynamic filtering, and create predictive widgets using machine learning microservices. Include robust authentication, data privacy controls, and adaptive visualization techniques that can handle large-scale educational datasets.