Defining Success

This section offers a set of exercises aimed at helping educators, administrators, and researchers define success when using AI tools.

These workshop activities are designed to help:

• identify measurable objectives for AI implementation that are relevant to your context (e.g., student engagement, learning outcomes, deepening research insights, and/or increasing efficiency in administrative tasks), and
• consider both quantitative (e.g., grades, participation rates, number of published papers) and qualitative measures (e.g., student feedback, instructor observations, innovation in research, and/or workload management).

We hope that by engaging with these exercises participants will gain insights into how AI can be used effectively, while also considering broader implications.