Who This Helps
This is for junior analysts who want to stop guessing and start shipping analysis that actually gets used. You're drowning in data requests, but your real job is to find the one experiment that moves the needle. The Product Portfolio Strategy course teaches you to size bets and sequence work, so you can prioritize with confidence.
Mini Case
Imagine you have three experiment ideas: A (improve onboarding), B (boost referral emails), and C (tweak pricing page). You run a quick analysis and find that A could increase activation by 12%, B might lift referrals by 7%, and C has a 3% chance of impacting revenue. Using the bet sizing method from the course, you estimate effort: A takes 5 days, B takes 2 days, C takes 10 days. Your clear recommendation? Ship B first—it's the highest-impact move for the least effort.
Do This Now (5 Steps)
- List your next three experiments. Write them down on a sticky note or in a doc. No judgment, just ideas.
- Estimate impact for each. Use a simple scale: high, medium, low. Or get fancy with a percentage like 12%.
- Guess the effort. How many days? Be honest, not optimistic. A 2-day experiment beats a 10-day one if impact is similar.
- Pick the winner. Choose the experiment with the best impact-to-effort ratio. That's your priority.
- Write one recommendation. One sentence. Example: "Run the referral email test next because it takes 2 days and could boost referrals by 7%."
Avoid These Traps
- Analysis paralysis. Don't spend a week perfecting your impact estimate. A rough guess is better than no guess.
- Shiny object syndrome. Just because a stakeholder loves an idea doesn't mean it's the highest-impact move. Stick to your analysis.
- Ignoring effort. A huge impact that takes months might not be worth it right now. Short wins build momentum.
- Skipping the recommendation. Your job isn't just to analyze—it's to ship a clear next step. Don't leave your boss guessing.
- Overcomplicating. You don't need a fancy model. A simple table with impact and effort works fine.
Your Win by Friday
By Friday, you'll have prioritized one experiment and written a one-sentence recommendation. Your team will know exactly what to do next, and you'll look like the analyst who makes things happen. Plus, you'll have a clean portfolio artifact (one page) that shows your thinking. That's a win you can ship before the weekend.