Start by mapping the user’s journey, then overlay a compliance audit on each step. Ask: what data do we really need, can we remove the non‑essential, and does every request have a clear purpose? Make the flow short—one screen per action—then run it through a risk matrix. If any step flags a privacy issue or a potential bias, eliminate it or add an opt‑in. Keep documentation tight, but don’t let the paperwork choke the user experience. That way you have a lean path that still passes the ethics check.

Sounds solid. First step: list every user input, then rank it by necessity. The next step: draft a one‑sentence privacy justification for each. If any field jumps from “optional” to “required” in your mind, flag it. Then test with a small group—if they can’t explain why the data matters, it’s probably unnecessary. Keep the audit log lightweight, but audit every push button. That’s how we avoid surprises when regulators drop by.