"I have had experience working with large data sets delivered to us from outside vendors. These data sets were often survey responses for marketing research projects with large sample sizes. Upon receiving the data set, I checked the validity of the data by running predetermined frequencies and queries. Doing so would often reveal issues, such as missing data, data type issues, and errors in skip patterns within the survey. I would work with the vendor to correct these issues before beginning further analyses of the data. Once we resolved the data issues, I would load the data into a data analysis tool to begin my analysis. Sometimes I would work with a data engineer to load it into an appropriate tool that could handle the size of the data set."