Expertise

Making technology decisions
actionable.

I bring distinct fields together through one personal practice: clarify the problem, expose risk and create a concrete decision output.

AI and digital transformation for higher education

Turning higher education strategy into use cases, governance and an actionable roadmap.

Making AI initiatives decision-ready across value, risk, data, cost and ownership.

Assessing technical findings with explicit methods, confidence and limits.

Connecting ideas with a user problem, MVP scope, architecture and measurable impact.