Which step helps protect performance data privacy by removing personally identifiable information where possible?

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Multiple Choice

Which step helps protect performance data privacy by removing personally identifiable information where possible?

Explanation:
Removing identifying details from performance data is the key to privacy protection. Anonymizing data where possible means stripping or masking direct identifiers (like names and employee IDs) and often aggregating other fields so individuals can’t be re-identified. This allows teams to analyze trends and produce useful reports without exposing personal information. Increasing retention, sharing data externally, or keeping data indefinitely all raise privacy risk rather than mitigate it, because more data or broader access increases opportunities for exposure. By starting with anonymization, you balance the need for insights with the obligation to protect individuals’ privacy.

Removing identifying details from performance data is the key to privacy protection. Anonymizing data where possible means stripping or masking direct identifiers (like names and employee IDs) and often aggregating other fields so individuals can’t be re-identified. This allows teams to analyze trends and produce useful reports without exposing personal information. Increasing retention, sharing data externally, or keeping data indefinitely all raise privacy risk rather than mitigate it, because more data or broader access increases opportunities for exposure. By starting with anonymization, you balance the need for insights with the obligation to protect individuals’ privacy.

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