Data can be de-identified through various methods, including:
Anonymization: Removing all personally identifiable information such as names, addresses, and social security numbers. Pseudonymization: Replacing private identifiers with fake identifiers or codes. Aggregation: Summarizing data to show trends without revealing individual-level details.