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KLM — Branded Paid Search Impact Validation

2024

PythonRSQLForecastingCounterfactual market responseGeo testingBigQuery.

Led a geo-experiment for KLM, funded by Google’s Digital Accelerator Program, testing the impact of branded paid search.

Implemented 26-day randomized holdout test across 10 US markets.

Found no significant booking lift; provided SEO click recovery insights and reusable testing framework.