DescriptionNew opportunities in the use of monitoring data include experimental measurement of science throughput, data driven approaches to systems architectural design decisions, real time analysis of system/application state and function, and long term trend analysis. We invite application users and developers, system architects, and system administrators to provide new perspectives. Panelists using extensive monitoring data will present new insights from their systems. They will interact with the audience to share experiences and foster collaborations on tools and designs. We will identify areas of overlap or potential joint activity to steer future analysis development and use of data.