Learning data does not merely record what students know. It records what they are becoming and the process of getting there. It captures confusion, failure, dependence, recovery, growth, confidence and vulnerability. It is closer to a developmental archive than a customer record.

The University Now Lives Inside Software
Rod B. McNaughton
Empowering Entrepreneurs | Shaping Thriving Ecosystems
Linkedin
May 15, 2026