What are the Methods to Prevent Inferential Disclosure?
Several methods can be employed to minimize the risk of inferential disclosure:
Data Aggregation: Combining individual data points into larger groups to obscure individual identities. Data Masking: Altering specific data values to protect confidentiality while maintaining the utility of the dataset. Statistical Disclosure Control: Implementing techniques such as noise addition or data swapping to prevent re-identification. Access Controls: Restricting data access to authorized personnel and ensuring secure data storage. Ethical Review: Involving an Institutional Review Board (IRB) to assess the risks of inferential disclosure before data release.
