Who This Helps
This is for junior analysts who want to stop spinning on low-impact work. 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 teaches you to size bets and sequence work so you don't waste a week on a dud.
Mini Case
Imagine you're at a SaaS company with three experiment ideas: A) a new onboarding email, B) a pricing page tweak, and C) a referral program. You run a quick bet-sizing exercise from the course. Idea A has 80% confidence and a 12% lift potential. Idea B has 50% confidence and a 5% lift. Idea C has 30% confidence and a 20% lift. You pick Idea A first. Result? You ship it in 7 days, get a 10% conversion bump, and your manager asks how you knew. You say, "I used the Portfolio Map from the course."
Do This Now (5 Steps)
- List every experiment you're considering. Keep it to three max.
- Rate each on confidence (low, medium, high) and potential impact (small, medium, large).
- Pick the one with highest confidence and medium or large impact. That's your first move.
- Write one clear recommendation for that experiment. Example: "Run the onboarding email test for 2 weeks."
- Share your pick with your team. Ask for one piece of feedback. Then start.
Avoid These Traps
- Don't chase the biggest potential impact if confidence is low. You'll waste time.
- Don't try to run three experiments at once. You'll get messy data and no clear win.
- Don't skip the bet-sizing step. Guessing leads to regret.
- Don't forget to define what "good" looks like before you start. A 5% lift might be a win.
- Don't overthink. Pick one, ship it, learn fast.
Your Win by Friday
By Friday, you'll have one experiment prioritized, one recommendation written, and one test live or scheduled. You'll feel focused, not frantic. And you'll have a story to tell in your next one-on-one. The Product Portfolio Strategy course gives you the framework to keep doing this every week.