Integrating data from multiple sources requires several steps:
1. Data Harmonization: Standardizing data formats and terminologies to ensure consistency. 2. Linkage Methods: Using unique identifiers or probabilistic matching to combine datasets. 3. Data Cleaning: Removing duplicates and correcting errors to ensure data quality.