~/talk

Measuring Media Impact- Practical Geo-Lift Incrementality Testing

Talkat PyData Boston 2025 · 2025-12-08..12-10· [databases, machine-learning]
links:none on file
slides:none on file

Explains how running geo-lift incrementality tests on DMAs or similar geos gives a privacy-agnostic causal estimate, using an AA check, market stratification, power analysis and methods like difference‑in‑difference, synthetic controls and BSTS with statsmodels-style regressions; requires substantial daily spend, typical runs of 4–6 weeks plus a 2‑week cooldown, and often finds platform claims (example: platform 6x vs measured 2.5x) much higher than true incremental ROAS.

AI-written summary · about

  1. 0:00Measuring media impact
  2. 1:05Incrementality testing importance
  3. 3:35Geo-lift privacy solution
  4. 5:23Geo-lift limitations
  5. 7:52Geo-lift test roadmap
  6. 10:22Scale vs go-dark tests
  7. 12:28Market selection for tests
  8. 14:34Test duration and power
  9. 16:20Difference-in-difference method
  10. 17:24Synthetic controls for lift
  11. 18:29Bayesian time series approach
  12. 20:57Cool-down and carryover effects
  13. 22:41Results and true ROAS
  14. 23:24YouTube campaign case study
  15. 26:59Pitfalls and contamination risks
  16. 28:45Short-term vs long-term gains
  17. 30:09Q&A
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