How do we design manager-safe analytics queries?

If managers may use employee analytics, each question should respect people data norms and your internal access rules.

Prefer aggregates over lists

• Ask for counts and breakdowns (“how many in my team are in {location}”) rather than unnecessary rosters unless policy allows.
• Avoid combining attributes that could re-identify someone in a small team.

Anchor on official org data

• Phrase filters using HRIS fields your company trusts: department, location, tenure bands—not informal chat labels.

Example

A line manager asks: “Headcount in my team by country.” The answer returns numbers only if their permissions include those employees. They do not see salary or performance ratings through the same path.

Guardrails

• If your organization limits managers to direct reports only, verify that limitation in Harriet matches your HR policy—IT and HR should align on configuration.
• Never paste analytics results into public Slack channels.