Creative and testing

Statistical significance

A check on whether a difference in a test is larger than chance alone would often produce.

What it is

It is usually set as a threshold before the test starts. Significant means the result is unlikely to be pure chance, not that it is large or important.

Why it matters

For lead generation and e-commerce

It protects budgets from being moved on noise.

In practice

Fix the sample size and threshold in advance, and read the result once.

A common mistake

Ad tests often make many comparisons at once, and each one adds a chance of a false winner. Without correcting for that, some winners are not real.

Read the evidenceThe winner is smaller than it looks All terms

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