Who This Helps
This is for junior analysts who want to stop spinning and start shipping. You have data, you have ideas, but you need a way to pick the one experiment that actually moves the needle. The Product Portfolio Strategy course gives you a simple framework to size bets and sequence work.
Mini Case
Imagine you're at a SaaS company with three experiment ideas: a pricing tweak, a new onboarding flow, and a feature request. You only have capacity for one this month. Using the Bet Sizing mission from the course, you estimate the pricing tweak has 70% confidence and could lift revenue by 12%. The onboarding flow has 50% confidence but might take 7 days longer. The feature request has low confidence and unclear impact. You pick the pricing tweak. It delivers a 12% lift in 3 weeks. Your boss is happy. You look like a hero.
Do This Now (5 Steps)
- List every experiment you're considering. Keep it to 5 or fewer.
- For each, estimate two things: confidence (low, medium, high) and potential impact (small, medium, large).
- Use the Bet Sizing mission from the Product Portfolio Strategy course to assign rough numbers. For example, high confidence plus large impact gets a score of 9.
- Rank experiments by score. Pick the top one.
- Write a one-paragraph recommendation explaining why this experiment wins. Include your confidence and impact reasoning.
Avoid These Traps
- Don't fall in love with your own idea. Let the numbers decide.
- Don't skip the confidence estimate. It's not just about impact.
- Don't try to do everything at once. One experiment, one week.
- Don't ignore stakeholder alignment. Share your ranking early.
- Don't forget to define what success looks like before you start.
- Don't let perfect be the enemy of good. A rough estimate beats no estimate.
- Don't hide bad news. If an experiment fails, learn fast.
- Don't forget to celebrate wins. Even small ones count.
Your Win by Friday
By Friday, you'll have a clear, ranked list of experiments with confidence and impact scores. You'll ship one recommendation that your team can act on immediately. No more guessing. No more analysis paralysis. Just clean, actionable analysis that drives real results. And hey, you might even have time for coffee.