I delivered this keynote at the Fast Forward Labs Data Leadership Conference on April 28, 2016. You can find related materials in the following publications: https://www.oreilly.com/ideas/where-should-you-put-your-data-scientists http://firstround.com/review/doing-data-science-right-your-most-common-questions-answered/