Common Pitfalls
- Goals that are too broad or not tied to decisions.
- RQs that read like solutions (“Will the new sidebar improve navigation?”).
- KPIs chosen after sessions (introduces bias and inconsistency).
- Over‑reliance on convenience samples; weak external validity.