Since the early 2000's there has been a combination of factors that has challenged the business world to engender a greater awareness about the quality and usability of information. Examples include recovering customer trust in the wake of financial scandals as well as facilitating the creation of public data sets resulting from government mandates for data transparency. In turn, these activities that must be contrasted with organizations seeking to adopt big data management platforms to analyze massive data volumes to create corporate value.