Having worked with xAPI since 2013, we’ve abandoned ‘collect as much data as possible and worry about analytics later’ recommendation. Obvious Choice recommends starting an xAPI project with a scientific, evidence driven mindset. We use data modelling to identify xAPI statements that evidence job role proficiency and surface actionable insights.