Start with the mechanism
An earnings reaction is a comparison, not a grade. The company reports one set of numbers, but the stock responds to the difference between those numbers and the range investors had already priced. That hidden expectation can sit above published consensus, especially after a strong run or a wave of optimistic analyst revisions.
The most useful workflow separates the release into four layers: the reported quarter, the forward guide, management’s explanation, and the valuation entering the event. A headline beat can lose importance when guidance weakens; a revenue miss can matter less when margins and cash flow reset higher.
