E-commerce / Cozy Cup / Creative analysis & client reporting
More attention. Not a better return.
Purchase outcomes give clicks their context.
Independent project · Simulated dataPURCHASE ROAS · SIMULATED
Historical comparison · not a controlled test
The decision
Evaluate purchase cost and order value together before recommending creative changes.
What I built
A historical performance review, visual comparisons and prioritized client recommendations.
Selected testing ads only. Missing assets and unmatched delivery conditions prevent causal conclusions.
Explore the related Cozy Cup studyRead the full study here
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