Individuals who earn the Data Characteristics and Data Mechanics Certificate have developed expertise in two key areas of business analytics: sourcing and preparing the data. They recognize, and are prepared to solve, the challenges of identifying, securing, tracking, and assessing data sources. They can then take those sources and ready them for analysis, applying data schemas, relational data transformations, and common techniques for cleaning and normalizing data.