Collecting and aggregating data from multiple sources seems simple enough, right? Especially when utilizing an industry specification, how could it possibly be that difficult? Not so fast! This presentation will walk attendees through McGraw Hill's journey of utilizing the IMS Caliper specification to capture, transmit, and aggregate student performance across multiple activity types in multiple sources. We'll touch on the challenges faced, lessons learned, and the powerful insights the data provided.