Anonymity refers to the practice of keeping the identities of study participants confidential. In research studies, this means removing or encrypting any personal identifiable information (PII) that could be used to trace data back to an individual. This is crucial to protect participants from potential harm or discrimination that could arise if their identities were revealed.