The Cash & Chaos field guide

Understand the numbers.
Then read the news.

Practical explanations of the ideas behind an earnings headline. Open-access guides with worked examples and sources you can follow.

01

An earnings beat. A falling stock. What changed?

Learn why stocks can fall after beating earnings estimates, how guidance changes the picture, and which comparisons matter before explaining a market reaction.

Read the guide ↗ 4 min
02

Guidance: read the range, then the assumptions.

A practical guide to company earnings guidance: ranges, midpoints, prior forecasts, analyst estimates, GAAP adjustments and the assumptions behind the outlook.

Read the guide ↗ 4 min
03

Profit on paper. Cash in the business.

Understand why net income and free cash flow differ, how operating cash flow and capital expenditure connect them, and what a headline cash number can leave out.

Read the guide ↗ 4 min
04

A low P/E is the start of a question.

Learn how price-to-earnings ratios work, why trailing and forward P/E differ, and how changing earnings can change the apparent valuation.

Read the guide ↗ 3 min
05

EPS can rise while profit stands still.

Understand the share-count arithmetic behind buybacks, why authorizations differ from completed repurchases, and how to read EPS growth alongside profit and cash use.

Read the guide ↗ 3 min
06

Follow the margin from sales to operations.

Learn the difference between gross margin and operating margin, with a worked income statement and a way to distinguish product costs from operating spending.

Read the guide ↗ 3 min

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