Prioritize Experiments Like a PM: Activation Metrics First

Who This Helps

Product Managers who want to stop arguing about which experiment to run next. If you have a backlog of ideas but no clear way to pick the winner, this is for you.

Mini Case

Meet Priya. She manages a SaaS product with 10,000 sign-ups per month. Her team has five experiment ideas, but only time for one. Priya looks at activation data from the Product Metrics Basics course. She finds that only 12% of new users complete the activation event within 7 days. That's her biggest leak. She picks an experiment to simplify the first three steps of onboarding. The result? Activation jumps to 18% in two weeks.

Do This Now (5 Steps)

1. Define your activation event. Pick one action a new user must take within a specific time window. For Priya, it was "upload a file within 7 days."

1. Check your current activation rate. Calculate the percentage of new users who hit that event in the window. If it's below 20%, that's your priority.

1. List your experiment ideas. Write down every hypothesis you have. No filtering yet. Just get them out.

1. Score each idea against activation impact. Ask: "If this works, will it move the activation rate by at least 5%?" If no, it's a lower priority.

1. Run the highest-scoring experiment first. Commit to one test. Measure the result after two weeks. Then repeat.

Avoid These Traps

• Picking an experiment based on gut feel. Your gut is not data. Use activation metrics to decide.
• Running too many experiments at once. Focus on one. You'll learn more.
• Ignoring the time window. Activation means nothing without a deadline. 7 days is a good start.
• Changing the activation definition mid-experiment. Stick with it. Consistency is key.
• Not tracking the outcome. If you don't measure, you won't know if you won.
• Forgetting guardrails. Don't optimize activation at the cost of retention or revenue.
• Overcomplicating the event. One action. One window. That's it.
• Waiting for perfect data. Start with what you have. You can refine later.

Your Win by Friday

By Friday, you will have:

• One activation event defined (event + time window).
• Your current activation rate calculated.
• A shortlist of three experiment ideas, ranked by potential impact.
• One experiment selected to run next week.

That's it. No more analysis paralysis. Just a clear, measurable decision. And hey, you might even have time for a coffee break.