Experience Refines Analysis

Experience doesn’t replace analysis — it refines it.

In business valuation, numbers alone don’t tell the story. They whisper clues, hint at risks, and reveal trends — but it takes judgment to hear what they’re really saying.

Experience teaches you when a spike is a signal and when it’s just noise. It teaches you how to see patterns others overlook and question results that look too perfect.

Formulas calculate. Experience interprets.

That’s why two analysts can use the same data and arrive at very different conclusions — only one of them has context.

Experience matters most — because insight isn’t found in the model. It’s earned in the work.