An editorial reflection prepared for this website; not a research report.
Start with the change you intend to make.
A program can be active, well attended, and appreciated without demonstrating the change it was designed to produce. Attendance, satisfaction, persistence, learning, and career progression answer different questions. An evaluation becomes more useful when the intended outcome is explicit and the evidence matches that outcome.
Ask how the change is expected to happen.
Mentoring, financial support, research experience, and institutional policy can influence different parts of a participant’s experience. Naming the proposed mechanism helps determine what to observe and what alternative explanations deserve attention. It also makes a program easier to improve when outcomes fall short.
Keep the claim proportionate to the evidence.
A promising result in one setting is a reason to investigate further. It does not establish that the same design will work everywhere. Who participated, who did not, how implementation differed, and what comparison is available all shape the strength of a conclusion.
Use evidence to make the next decision.
Evaluation should help people decide what to retain, revise, stop, or study more carefully. Its value comes from making those decisions more defensible and the limits of the evidence clear.
Related: Explore the work · Selected publications
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