"With any large analysis project and performing data validation, my first step is to create a detailed plan for the data needed. This plan will define the required data to be validated and set the way for the remaining steps. The next steps are to validate the information in the database and then the formatting of the data. Finally, prior to validating the data, sampling needs to be done to ensure that a small sample meets the requirements of the project. Being very proficient with many validation programs, I consider myself very proficient in both QuerySurge and Datameer but remain open to learning any new programs here at Cambridge Associates."