Data Collection Analysis and Insights Questions

Demonstrate the ability to design a measurement and research plan that yields actionable insights about adoption and impact. This includes selecting data collection methods such as surveys interviews focus groups observational studies and system log analysis; designing instruments and sampling approaches that minimize bias; combining qualitative and quantitative evidence; defining adoption and behavior metrics and leading indicators; performing segmentation trend and root cause analysis; building dashboards and reports that translate findings into prioritized recommendations; and establishing feedback loops and experiments to validate interventions. Candidates should also explain how they surface insights to stakeholders and use them to inform targeted change interventions.