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Let’s talk real, no-kiddin’ supercomputer analytics, aimed at moving beyond monitoring the machine as a whole or even its individual hardware components. We’re interested in drilling down to the level of individual batch submissions, users, and binaries. And we’re not just targeting performance: we’re after ready answers to the "what, where, how, when and why" that stakeholders are clamoring for – everything from which libraries (or individual functions!) are in demand to preventing the problems that get in the way of successful science. This BoF will bring together those with experience and interest in present and future system tools and technologies that can provide this type of job-level insight, and will be the kickoff meeting for a new Special Interest Group (SIG) for those who want to explore this topic more deeply.