Measure impact of ads-manager automation feature

## Context An Ads Manager product has new **automation features** (e.g., auto-bidding, auto-budgeting, auto-creative suggestions). You need to measure the feature’s impact and design monitoring. ## Task 1. How would you measure the feature’s causal impact on: - advertiser outcomes (e.g., conversions, CPA/ROAS) - platform outcomes (revenue, spend, retention of advertisers) - operational outcomes (time saved, support tickets) 2. What dashboard would you build to monitor the feature after launch? - specify key charts/tables, breakdowns, and alerting thresholds 3. Call out major biases (e.g., adoption bias) and how you address them.