Who This Helps
This is for you, Junior Analyst. You want to ship clean analysis with clear recommendations. You also want to focus effort on the highest-impact move. The Finance Basics for Operators program gives you the tools to do exactly that.
Mini Case
Meet Viktor. He's a junior analyst at a growing SaaS company. Last week, he ran a pricing sensitivity check (one of the missions in the program). He found that a 12% price increase on the basic plan would reduce churn by 7 days on average. But his boss asked: "Is this the best experiment to run next?" Viktor didn't know how to prioritize. He had three other ideas: a new feature launch, a cost-cutting move, and a marketing campaign. Each had different potential impact and effort.
Do This Now (5 Steps)
- List your experiment options. Write down every experiment you're considering. Keep it to 3-5 ideas.
- Estimate the potential impact. For each option, guess the effect on a key metric. Use numbers. For example: "12% price increase might boost revenue by 8% but could lose 2% of customers."
- Estimate the effort. How many hours or days will it take? Be honest. A simple A/B test might take 3 days. A new feature might take 3 weeks.
- Calculate a simple priority score. Divide the impact (in percentage points) by the effort (in days). Higher score = higher priority. For Viktor, the price test scored 8/3 = 2.67. The new feature scored 5/21 = 0.24. Clear winner.
- Ship your recommendation. Write a one-page summary with your top pick and why. Use the Finance Basics for Operators framework to explain the unit economics behind your choice.
Avoid These Traps
- Don't overthink the numbers. A rough estimate is better than no estimate. You can refine later.
- Don't ignore effort. A huge impact that takes forever might not be worth it right now.
- Don't forget to check your assumptions. Viktor's pricing sensitivity check assumed customers wouldn't notice. He was wrong. Always question your assumptions.
- Don't try to do everything at once. Pick one experiment. Run it. Learn. Then pick the next.
Your Win by Friday
By Friday, you'll have a clear, data-backed recommendation for your next experiment. Your boss will see you as someone who can prioritize and ship clean analysis. And you'll have more time to focus on what actually moves the needle. Plus, you'll feel like a finance-savvy operator, not just a number cruncher. That's a good feeling.