A technical-meets-brand course for teams tired of mystery fatigue. You will derive caps from historical delivery curves, document escalation when anomalies appear, and pair rules with creative variation—not just lower bids.
Included drills
▹Cap derivation worksheet from historical impression curves
▹Cooling period templates by category
▹Anomaly alert copy for Slack + email
▹Creative variation map tied to cap tiers
▹Cross-team RACI for adjusting rails
▹Sample Looker Studio tiles (optional)
▹Office hour on defending caps to brand teams
Outcomes you ship
Publish a cap table with cooling periods per funnel stage
Draft anomaly alerts your analysts can own
Pair two creative rotations to each cap tier
Lead mentor
Noah Kim
Data analyst translating delivery curves into operational guardrails.
FAQ
Is bidding strategy included?
We touch bid caps only as they intersect with frequency—full bidding courses are separate.
What data do I need?
Twelve weeks of impression and frequency exports minimum; synthetic data labs are provided if you cannot share live numbers.
Limitation disclosure
We do not auto-connect to your APIs; you export and anonymize according to your policies.
Cohort notes
“Frequency Caps & Safety Rails made our anomaly doc something brand actually signed. Still dense, but the RACI page ended weeks of Slack debates.”
