Data manipulation can be done manually or using software tools, such as spreadsheets, databases, or programming languages. The goal of data manipulation is to prepare the data for further exploration and interpretation. Data analysis is the process of examining, interpreting, and communicating the patterns, trends, and insights derived from data.