Bianca Starling

Learning Platform at Scale

National-scale learning architecture connecting strategy, content infrastructure, educator operations, and learner access surfaces.

EdTechPlatformOperations

System Overview

This system coordinates distributed education products as one architecture. It solves fragmentation across institutions by linking shared content backbone and standards to multiple learner-facing delivery formats.

Architecture Flow

Strategy and Program Design Content Infrastructure Multi-Surface Delivery Learner and Educator Signals System-Level Iteration

Core Components

  • Program architecture layer: aligns digital transformation goals across network institutions.
  • Content backbone: centralized repository and distribution standards for reusable learning assets.
  • Delivery surfaces: classroom, mobile, web, and blended experiences tailored to context.
  • Tracking and observability: shared learning interaction signals to inform iteration.

Behavior Loops

  • Centralized content contribution -> broader reuse across institutions -> faster delivery -> more contributions.
  • Learner interaction data -> platform and curriculum adjustments -> improved access and completion quality.

Metrics That Matter

  • Adoption across institutions
  • Content distribution efficiency
  • Learning completion quality

System note: scale requires interoperability between infrastructure and pedagogy, not only bigger distribution.

Projects

Strategy Notes

Deep Dives