Who This Helps
This is for you, Junior Analyst. You want to ship clean analysis with clear recommendations, but you're drowning in data. The Finance Basics for Operators course gives you a simple framework to cut through the noise.
Mini Case
Meet Viktor. He runs a subscription business with 1,200 customers. His unit economics show a contribution margin of 12% on the basic plan. That's weak. He has 7 days to recommend one experiment to improve it. Should he raise price, cut costs, or change the product? Without a clear priority, he'd guess. With unit economics, he knows.
Do This Now (5 Steps)
- Pull your unit economics snapshot. Calculate contribution margin for your top product line. Use real numbers from last month.
- Identify the weakest line. Look for the line with the lowest margin. That's your target.
- List three possible moves. For example: increase price by 5%, reduce variable cost by 3%, or bundle with a high-margin add-on.
- Estimate impact per move. Use a simple spreadsheet. For each move, estimate new margin and new volume. Keep it rough but honest.
- Pick the move with the highest net gain. That's your experiment. Write one recommendation sentence. Example: "Run a 7-day test raising basic plan price by 5% to improve contribution margin by 2 points."
Avoid These Traps
- Don't analyze everything. Focus on one product line. You'll ship faster.
- Don't guess impact. Use numbers, even if they're rough. A 5% price increase with 10% churn is different from 2% churn.
- Don't skip the recommendation. Analysis without a clear next action is noise.
- Don't overcomplicate. Three moves max. One winner.
- Don't forget cash rhythm. Profit and cash tell different stories. Check your runway before committing to a long experiment.
- Don't ignore break-even. If your experiment costs $500, make sure you can cover it.
- Don't work alone. Share your one-pager with a teammate. Fresh eyes catch blind spots.
- Don't delay. You have 7 days. Start today.
Your Win by Friday
By Friday, you'll have one clean analysis with one clear recommendation. Your team will know exactly which experiment to run next. No more guessing. No more wasted effort. You'll feel like a finance operator, not just a data clerk. And hey, you might even impress Viktor.