Pillar essay
Marketing attribution and causal identification for small businesses
The fastest answer: most marketing dashboards report which channel was touched, not which channel caused the outcome. Causal attribution is how you fix that.
The mechanism is straightforward. Last-touch and first-touch attribution are bookkeeping conventions; they assign credit by rule, not by reality. Causal attribution asks a different question: would this outcome have happened anyway? The answer is what makes spend rational.
The three failure patterns
- Channel theatre: dashboards full of channel reports nobody decides from.
- Vanity ROAS: returns calculated against a baseline that was never controlled.
- Attribution blind spot: word-of-mouth and brand effects misclassified as 'direct'.
How to do this for a small business
Start with three to five inputs you can construct a clean comparison around — geography, list segment, time window, or campaign on/off. Run them through the M.A.P filter. The ones that survive are the inputs you scale.
Business implication
Founder-led companies can’t outspend mistakes the way large enterprises can. Causal attribution is how a $1M business avoids scaling a marketing channel that was always going to plateau.
FAQ
- Marketing attribution is the practice of linking outcomes — revenue, pipeline, conversions — back to the inputs that produced them, so spend and effort can be directed at what actually works.