Data Collection: Gathering data from various sources. Data Cleaning: Removing inconsistencies and errors to ensure data quality. Data Transformation: Converting data into a common format or structure. Data Aggregation: Combining data to create a unified dataset. Data Analysis: Applying statistical methods to analyze the integrated data.