`logins_last_7_days` — recent engagement - `logins_last_30_days` — medium-term engagement - `logins_last_90_days` — long-term engagement - `login_trend` — ratio of last 30 days to 90-day average (is engagement increasing or declining?) - `features_used_last_30_days` — depth of product adoption - `se