Often Missing SkillsDeep programmatic advertising mechanics (bidding, pacing, yield)Privacy and identity strategy (consent, first‑party data, clean rooms)Ad measurement and attribution design (incrementality, lift, MMM/MTA)Data platform and experimentation at scale (eventing, A/B testing)Monetization and pricing strategy for ad products
Development SuggestionsComplete IAB Tech Lab programmatic coursework and hands-on labs with Google Ad Manager or The Trade Desk; lead a privacy-by-design pilot (CIPP/US prep helpful) and publish a case study showing measurement and monetization impact.