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Family-Wise Error Rate corrections

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Written by Optimize Team

When you look at many metrics in one report, the chance that at least one shows a “significant” result by luck goes up. FWER corrections adjust the significance threshold to keep that risk in check, so you can trust a winning result even when you’re tracking lots of conversion points.

What is it?

Each metric and variant you compare is a separate statistical test. At 95% confidence, each test has a 5% chance of a false positive, and across 10 metrics the chance of at least one false positive is much higher.

A Family-Wise Error Rate (FWER) correction controls the chance of any false positive across the whole report. You can now choose one of three standard methods:

Method

How it works

Use it when

None (default)

No adjustment: each metric uses your confidence level

You focus on one key metric

Bonferroni

Divides the significance threshold equally across every metric and variant compared

You want the strictest protection

Holm-Bonferroni

Checks results from most to least significant, relaxing the threshold step by step

You want strong protection with a little more sensitivity

Hochberg

Checks results from least to most significant; once one passes, all stronger ones pass too

You want the least strict of the three corrections

With a correction turned on, it’s harder for a result to reach significance, so the significant results you see are more reliable.

Set a default for your account

Step 1. Go to Account Overview and find the FWER correction card in the settings.

Step 2. Click the edit icon, choose a Method and click Save. This becomes the default for every report in your account.

Change the method for a single report

Step 1. Open a report. The significance results use your account default.

Step 2. Click Settings and open the FWER Correction tab.

Step 3. Choose a method and click Apply. Significance is recalculated straight away. This only changes the report you’re viewing.

Good to know

  • FWER corrections apply to live ABn and Split experience reports. They’re not shown on staging reports.

  • Corrections aren’t applied while a dimension is selected on the report.

  • Your confidence level still sets the starting threshold. The correction tightens it from there.

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