The objective of this handout is to share lessons learned from an evaluation process for a new technology to help inform other AEA evaluators working to assess and improve professionals’ performance.We discuss the background, research questions, study design, outcomes, original and revised data collection tool and process based on the challenged encountered, the efforts at data quality along with the pros and cons, planned analyses. The three lessons learned are: