Design and implement targeted surveys of learners (and potentially educators) at different levels in Qatar Foundation, and at different stages of the “applicant-to-alumni” journey. Analyze the results of these surveys using machine learning tools, and potentially augment the survey data with available data from other sources such as learning management systems. The goal will be to generate representative personas of learners at different stages and design KPIs for guiding the Qatar Foundation’s progressive education mission.