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Junior Analyst · Finance Basics for Operators

Junior Analyst: Prioritize Your Next Experiment with Unit Economics

Ship clean analysis and clear recommendations. Focus on the highest-impact move this week.

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 course gives you the tools to do exactly that.

Mini Case

Meet Viktor. He's a junior analyst at a subscription startup. Last week, he ran a pricing sensitivity check. He found that a 12% price increase on the basic plan would drop retention by 7 days. But the contribution margin would jump 18%. Viktor had to decide: run the pricing experiment now or wait for more data? He used unit economics to prioritize. He calculated the break-even scenario and saw the move was worth testing. He shipped his analysis with a clear recommendation: test the price increase on a small segment first.

Do This Now (5 Steps)

  1. Pull your unit economics snapshot. Look at contribution margin per product line. Find the line with the weakest margin.
  2. Identify one cost driver. Use the Cost Structure Triage mission. Pick the top cost driver you can control.
  3. Define a break-even scenario. Use the Break-even Scenario Card mission. Write down assumptions: new price, expected volume, fixed costs.
  4. Calculate the impact. If you change one variable, how does cash rhythm shift? Use the Cash vs Profit Reality mission.
  5. Write one recommendation. State the experiment, the expected outcome, and the risk. Keep it to three sentences.

Avoid These Traps

  • Don't overanalyze. You don't need perfect data. A 70% confident move is better than waiting forever.
  • Don't ignore cash rhythm. Profit looks good, but cash might tell a different story. Check your Runway Baseline first.
  • Don't recommend without a number. Saying "improve margin" is weak. Say "increase contribution margin by 12%."
  • Don't skip the small segment test. Run a mini experiment before rolling out to everyone.

Your Win by Friday

By Friday, you'll have one clear recommendation for your next experiment. You'll know it's the highest-impact move because you used unit economics, not gut feel. Viktor did it. You can too. And hey, you might even impress your boss with a clean one-page analysis. That's a win worth celebrating with a coffee break.