Gathering data from multiple sources (files, Databases, Web Scraping, APIs) in a variety of formats. Assessing the quality and tidiness of data visually and programmatically using Python libraries (Numpy, Pandas). Cleaning data using Python and Pandas. Storing the clean Data in a variety of formats. Analyzing and visualizing the wrangled data and transforming it into meaningful, actionable information.