Guide
Earnings breakdown: how to read an earnings report
Earnings reports are where sloppy data shows up fastest — adjusted numbers passed off as reported, split-mixed EPS, guidance quietly ignored. Here is the six-layer breakdown a good read produces, and the five checks that keep any AI earnings analysis honest.
The six layers of an earnings breakdown
Revenue
- What to pull:
- Reported revenue versus the prior year and the consensus estimate.
- How to read it:
- Growth alone says little. Compare the growth rate to the last four quarters — decelerating growth on a beat is still deceleration.
EPS and EPS quality
- What to pull:
- Reported and adjusted EPS, plus what was excluded to bridge the two.
- How to read it:
- A wide gap between GAAP and adjusted EPS is a flag. Recurring 'one-off' charges are usually just costs in disguise.
Margins
- What to pull:
- Gross, operating, and net margin, quarter over quarter and year over year.
- How to read it:
- Margin direction tells you whether growth is being bought with discounts and spending, or earned.
Cash flow
- What to pull:
- Operating cash flow and free cash flow versus reported net income.
- How to read it:
- Earnings that never turn into cash are the most common way a good-looking quarter misleads.
Guidance
- What to pull:
- The company's own next-quarter and full-year outlook versus the street's expectation.
- How to read it:
- Guidance moves the stock more often than the printed quarter. A wider range signals lower confidence.
Share count
- What to pull:
- Diluted share count trend and buyback activity.
- How to read it:
- EPS can rise on a shrinking share count while the underlying business is flat.
Five checks that keep an earnings analysis honest
- 1
Normalise the numbers first
Splits, restatements, and changing fiscal calendars break naive comparisons. Any AI analysis that mixes pre- and post-split EPS produces impossible growth rates.
- 2
Separate the surprise from the trend
Ask for the beat or miss against consensus and the four-quarter trend as two separate outputs. A beat inside a downtrend is a very different story from a beat that extends one.
- 3
Make the AI show its inputs
Every headline figure should carry the metric, the period, and the provider it came from. A number without those three things is an estimate.
- 4
Ask what would change the conclusion
A useful analysis names the two or three assumptions the outcome hangs on — a margin level, a guidance range, a demand assumption — so you know what to watch next quarter.
- 5
Re-run it later
Reproducibility is the test. Ask the same question hours apart. Fundamentals should match exactly; commentary can vary.
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