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Junior Analyst · Finance Basics for Operators

Ship Clean Analysis: Finance Basics for Operators

Turn your analysis into approved execution. One clear recommendation at a time.

Who This Helps

This is for junior analysts who want to stop drowning in spreadsheets and start shipping analysis that actually gets used. You know the numbers, but you need to turn them into a story that stakeholders trust and act on. The Finance Basics for Operators course is your shortcut.

Mini Case

Meet Viktor. He runs weekly reports for his ops team. Last week, profit looked great—up 12%—but cash dropped by 7 days of runway. His boss asked, "Why?" Viktor froze. He had the data, but no clear story. After one session on Cash vs Profit Reality, he built a one-page finance operator card that showed the gap: inventory timing ate cash. His team approved a new payment term negotiation on the spot.

Do This Now (5 Steps)

  1. Pick one metric that matters this week. Not all of them. Just one. For example, contribution margin from your Unit Economics Snapshot mission.
  1. Find the weak line. Look at your cost drivers. Which one eats the most margin? That's your target.
  1. Write one clear recommendation. Example: "Reduce supplier A's lead time by 3 days to free up 15% cash." No fluff.
  1. Add a number to back it up. Use real data. "If we cut that cost by 10%, runway extends by 5 days."
  1. Share it in one sentence. Practice saying it out loud. If it takes more than 10 seconds, simplify.

Avoid These Traps

  • Trap: Showing every number. Your stakeholders don't need all the rows. They need the one number that changes their decision.
  • Trap: No recommendation. Analysis without a "so what" is just noise. Always end with a clear ask.
  • Trap: Forgetting the cash story. Profit can look great while cash is dying. Viktor learned this the hard way.
  • Trap: Waiting for perfect data. Ship with 80% confidence and a clear assumption. You can adjust later.

Your Win by Friday

By Friday, you will have shipped one clean analysis with a recommendation that someone actually uses. You'll know it worked when a stakeholder says, "Okay, let's do that." That's your win. And honestly, it feels way better than a perfect spreadsheet no one reads.