You have built a trading strategy that returned 32% last year. That sounds wonderful — but is it evidence of genuine skill, or just a lucky streak that would vanish the moment you traded real money? This chapter gives you a toolkit to answer that question honestly, and introduces the most dangerous trap in quantitative finance: data snooping, the art of fooling yourself by testing too many ideas on the same set of data.