Understanding the business requirements so as to formulate the problems to solve and restrict the slice of data to be explored. Collecting data from various sources. Performing cleansing, processing, and validation on the data subject to analyze, in order to ensure its quality. Exploring and visualizing data. Performing statistical analysis and experiments to derive business insights. Clearly communicating the findings from the analysis to turn information into something actionable through reports, dashboards, and/or presentations. Experience solving problems in the project’s business domain. Experience with data integration from multiple sources