Who This Helps
This is for you, Junior Analyst. You have a pile of requests, a dashboard that shows 20 numbers, and a boss who wants a recommendation by Friday. You need a simple way to pick the one experiment that moves the needle. The Metrics & Dashboards Basics course shows you how to build a metric system you trust. Let's use that to prioritize.
Mini Case
Meet Maya. She's a Junior Analyst at a small SaaS company. Her team tracks 20 numbers, but she must pick one primary metric with a clear definition. She chooses "weekly active users" as her North Star Metric. Last month, that number dropped 12%. Maya has three experiment ideas: a new onboarding flow, a referral program, and a feature tweak. She needs to pick the one with the highest impact.
Do This Now (5 Steps)
- Pick your North Star Metric. This is the one number that tells you if your product is healthy. For Maya, it's weekly active users. Write yours down.
- List your experiment ideas. Maya has three: onboarding, referrals, feature tweak. You might have two or five. Just get them on paper.
- Estimate impact for each. Use a simple scale: low, medium, high. Maya estimates onboarding is high impact, referrals medium, feature tweak low.
- Estimate effort. Use the same scale. Onboarding takes 3 weeks, referrals 7 days, feature tweak 2 days. Effort: high, medium, low.
- Pick the highest impact with lowest effort. For Maya, the feature tweak is low impact and low effort—not great. Referrals are medium impact and medium effort—decent. Onboarding is high impact but high effort—maybe too slow. She picks referrals because it balances impact and speed.
Avoid These Traps
- Don't chase every shiny number. If you track 20 metrics, you'll freeze. Stick to your North Star and three supporting metrics.
- Don't ignore effort. A high-impact experiment that takes 6 months might not be your best move right now.
- Don't guess without data. Use your dashboard to check if your North Star metric actually moved after past experiments.
- Don't overthink. Pick one experiment, run it for 7 days, and measure. You can always pivot.
Your Win by Friday
By Friday, you will have one clear experiment to run, backed by your North Star metric. You'll ship a clean analysis with a simple recommendation. Your boss will see you focused on the highest-impact move. And you'll feel calm because you have a system. That's a win. Plus, you'll have a fun story to tell about how you saved the team from chasing 20 numbers at once.