As director of hockey analytics, Barnes was instrumental in incorporating data-driven decision-making into the day-to-day processes of the hockey operations department, overseeing the development of player valuation systems, trader tools for management, predictive frameworks for roster portfolio term risk, and technology to convert the insights of hockey operations management, scouts, and coaches into actionable metrics," the Capitals' description of Barnes' previous role reads.