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The bar a non-technical founder should set

Not being technical is not a reason to accept an unexplained number. Four things any vendor should be able to say plainly, and what it means when they cannot.

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By , Founder & CEOUpdated 2 min read

Not being technical is not a reason to accept a number you cannot interrogate. It is a reason to demand plainer explanations, not fewer.

The four

What to askA good answer sounds likeA bad answer sounds like
Where does the number come from?A named system, and whether we sell you media"Our AI model"
How sure is it?A range, and what makes it wider or narrowerA single confident figure
What share of my orders does it explain?A percentage, computed and shownThe question is not addressed
What can it not measure?These channels, at this spend, and whyEverything gets a number

What genuinely requires technical help

Very little, for the read itself. Producing a Google Analytics export is a menu operation. Reading a per-channel estimate with a range next to it is not harder than reading a weather forecast.

The one concept worth learning

Uncertainty. A confidence interval is the difference between a number you can act on and a number that is consistent with several stories. Ten minutes with what is attribution in plain English covers enough to read any report critically for the rest of your career.

That single concept does more work than any amount of tooling familiarity.

The shape that suits a founder

One export, one read, an answer in minutes, no install, no contract. The €99 one-time read is exactly that, with a full refund within 30 days, no questions asked.

The standard, stated once

You should be able to explain the number in your own words to someone else in your business. If you cannot, either the tool has not explained itself or you have not been given the fields that would let it. Both are the vendor's problem, not yours.

Further reading: no-code marketing analytics for ecommerce and marketing analytics tools for small DTC teams.

Frequently asked questions

  • Do I need to be technical to use marketing attribution?
    No. Producing an analytics export is a menu operation and reading an estimate with a range beside it is not harder than reading a forecast.
  • What is the one concept worth learning?
    Uncertainty. A confidence interval separates a number you can act on from one consistent with several different stories. It is the single idea that lets you read any report critically, regardless of which tool produced it.

Go deeper: Incrementality testing, explained.

Sixty-second versions of these ideas: Causality Engine on YouTube Shorts.

Have an audience of ecommerce operators? Earn 20% recurring commission by recommending the €99 read.

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