CDPSE: Certified Data Privacy Solutions Engineer

Defining the intended objectives is the primary privacy consideration because personal data processing must have specified, explicit, and legitimate purposes. A clear purpose determines whether the data is necessary, whether the processing is lawful and fair, and whether subsequent AI uses remain compatible with the original purpose. De-identification and appropriate training data are important safeguards, but they do not replace purpose limitation; consent is not the sole lawful basis for processing.