Dr. Thomas C. Redman, "the Data Doc", helps start-ups and multinationals, ++9senior executives, Chief Data Officers, and leaders buried deep in their organizations chart their courses to data-driven futures, with special emphasis on quality and analytics. He can be reached at info[at]dataqualitysolutions[dot]com.