Measurement Foundations
Marketing Attribution Models and Their Limits
Marketing attribution models assign credit to recorded touchpoints under declared rules; they do not prove causal impact.
Measurement Foundations
Good measurement begins with a decision, a definition, and a denominator—not with a chart choosing its favorite shade of blue. These guides separate observed data from assumptions and keep privacy, consent, contracts, and platform limits inside the method rather than in a footnote.
Measurement Foundations
Calculate Customer Acquisition Cost With Clear Scope
Calculate customer acquisition cost by dividing documented acquisition-related cost by verified new customers for the same scope and an aligned period.
Measurement Foundations
Calculate Marketing ROI Without False Precision
Calculate marketing ROI as defined return minus included marketing cost, divided by included marketing cost, multiplied by 100.
Measurement Foundations
Campaign Naming Convention That Survives Export
Build a campaign naming convention from the reporting dimensions and workflows you actually need.
Measurement Foundations
Marketing Data Quality Checklist Before Analysis
Check marketing data quality against a defined question and metric.
Measurement Foundations
Define a Marketing Conversion Before Tracking It
Define a marketing conversion as an observable action tied to a decision.
Measurement Foundations
First-Party Data Basics: Purpose Before Collection
First-party data comes from an organization's direct interactions, but the label does not itself establish permission.
Measurement Foundations
Marketing Dashboard for Beginners: One Decision First
Build a beginner marketing dashboard for one audience and set of decisions.
Measurement Foundations
Marketing Metrics That Lead to Decisions
Choose marketing metrics by naming the decision first, then connecting the business outcome, audience action, controllable input, diagnostic signals, and…
Measurement Foundations
UTM Parameters: A Clean Campaign Tracking Guide
Use UTM parameters as consistent labels for controlled campaign links.