This exploratory data analysis project required extensive data cleansing efforts, the development of a gross margin analysis model, as well as the creation of a comprehensive set of visualizations. As a result, our client was provided with greater insight into the specific profitability of each of their various service offerings, a metric which they had not previously been able to easily determine given the complexity and size of the business.