Data analysis involves inspecting, cleansing, transforming, and modeling data to extract meaningful information for decision-making. It encompasses various domains, including social sciences, business, and science, utilizing different data types and analysis techniques such as descriptive and graphical analysis. Tools like Excel, Stata, SPSS, R, and Tableau are commonly used for data analysis.