Data Science is all about taking data from the observed or experienced world to generate actionable insights to support and direct decision makers, but there are plenty of ways data can 'lie'. Even with the best of intentions, processes, and controls, professional Data Scientists need to be on the look out for several 'tricks' that data can pull on us.