Learning paths

A good next question.
A clear next step.

Follow a short sequence through the existing library. Start from the beginning or jump to the problem in front of you.

Path 01

Build the fundamentals

New to media measurement? Start here.

Understand the terms, choose a fair comparison, then see why attributed sales are not necessarily additional sales.

  1. Get the vocabulary

    Use this as a companion reference for unfamiliar terms.

  2. Ask what would have happened anyway

    Learn what makes a baseline useful—and what makes it misleading.

  3. See the distinction in an example

    Work through a simulated search campaign where existing demand drives much of the result.

Path 02

Measure a campaign

For analysts, marketers, and curious decision-makers.

Move from the question you want to answer to the method and the evidence you can actually use.

  1. Choose the method

    Match the business question to a test, model, or diagnostic.

  2. Design a useful comparison

    Define the outcome, holdout, and decision before the test starts.

  3. Interpret the result

    Check delivery, outcome maturity, and what the comparison supports.

Path 03

Read media claims critically

For anyone looking behind a headline or chart.

Find the original evidence, understand the denominator, and choose language that reflects the uncertainty.

  1. Trace the claim

    Identify the source, number, comparison, and missing context.

  2. Check what the number is out of

    See how a change in the denominator can change the story.

  3. Say only what the evidence supports

    Distinguish description, association, and causal evidence.

Path 04

Make a decision from a report

For people reviewing results or setting a budget.

Move beyond the headline metric to judge the quality of the outcome, the uncertainty, and the next action.

  1. Inspect the outcome

    Check whether the reported action is meaningful for your decision.

  2. Read the range

    Understand why a single estimate cannot carry the whole decision.

  3. Match the action to the evidence

    Decide whether the result supports a budget change or a better test.

Path 05

Prepare a responsible media buy

For buyers and publishing teams.

Keep package evidence, delivery promises, and the reader experience connected before launch.

  1. Review the buying essentials

    Check package proof, creative fit, and the reporting agreement.

  2. Check the package

    Work through the readiness of a private marketplace buy.

  3. Protect delivery and reading flow

    Review placements, launch quality, and the inventory record.

Prefer to explore?

Browse guides by subject, work through an example, or search for a specific question.