Maqetin keeps what people do after an email, so a holdout shows what the email caused.

A holdout is a random group of people who do not get the email. The gap between that group and the people who did get it is what the email caused.

What a holdout measures

Some people would have bought, upgraded or finished the ID check without the email. A holdout group shows how many.

Opens and clicks cannot show this. A person who would have bought anyway also opens and clicks.

The gap between the two groups' conversion rates is the lift.

Run one

  1. Pick the outcome. Use the event the email is for, such as order.placed, and write it down before the test starts.
  2. Split at random. Assign each person once, when they first enter the journey, and keep them in that group.
  3. Send nothing to the holdout group. They get no version of the email, so the gap is the whole effect.
  4. Compare the rates. Count the outcome in each group over the same window, then divide by the number of people in that group.

Hold people back in Maqetin

A journey will hold back a random share of the people who enter it and report the lift. This is planned.

Today you make the groups yourself. Set a trait with identify() when a person signs up, and start the journey for a saved segment that leaves out the holdout group.

The outcome event lands on each profile, next to the emails the person got.

Check a result

Holdout result

Got the email
Held back

Count the conversions over the same window for both groups.

Enter the four numbers to see the result.

z is the pooled two-proportion statistic. Compare its size with 1.96, the normal table value for a two-sided test at the five per cent level.

The test assumes reasonably large groups. For small groups an exact test is the better choice.

A small holdout makes a gap harder to read, because both group sizes are in the denominator of z.

Write the basis beside every rate: people who entered the journey, or people who were sent the email.

Sources

More guides

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