WhyLabCausal checklistData quality

Marketing incrementality checklist

Use this checklist to decide whether paid, lifecycle, or brand activity created incremental outcomes instead of harvesting users who would have converted anyway.

Design options

Compare user holdouts, geo experiments, time-based lifts, and matched market designs based on channel constraints.

Data checks

Validate spend timing, attribution windows, conversion lag, and campaign overlap before estimating lift.

Decision outputs

Report incremental conversions, marginal CAC, confidence, and the spend level where the effect stops paying back.

Model incrementality