I design learning by starting with the conditions people are actually working in.

Learning does not happen in ideal circumstances. People bring limited time, competing responsibilities, different access needs, varying levels of confidence, and existing knowledge into every learning experience.

My approach focuses on reducing unnecessary friction, clarifying expectations, supporting meaningful choices, and designing tools people can use beyond the course.