Andy McKenna
Free Lesson

How to Decide Which Growth Experiments to Run

45 min
Oct 27, 2026 8:00 AM

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What you'll learn

Identify experiments worth pursuing

Learn to distinguish promising growth opportunities from ideas that are unlikely to justify the time and resources.

Prioritise ideas using evidence

Score experiments by Impact, Confidence, Effort and Traffic to make prioritisation more objective.

Build a focused experimentation backlog

Turn competing ideas into a prioritised pipeline, with clarity on what to run first — and what not to pursue.

Why this topic matters

Most teams have more growth ideas than they have time, traffic or resources to test. Without a clear way to prioritise them, decisions can be driven by instinct, stakeholder preference or whatever feels most urgent. This lesson will show you a practical, evidence-based way to decide where to focus — so you can spend your time and resources on the growth opportunities most likely to make an impact.

You'll learn from

Andy McKenna

Andy McKenna

CRO & experimentation expert, consultant and educator | 1,400+ students taught

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