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The path · Stage 4: The rulebooks and the record
Unit 16 of 24

Compare like with like

Line up periods, units, definitions and frameworks before you compare two numbers.

The SnapshotThe ScorecardThe Cash LedgerWhat is the evidence?
Lesson 1 of 3 3 min read, then a check

Four coordinates before any comparison

An analyst's spreadsheet has two cells: Larkstone Foods revenue 500, Vellmar Foods revenue 620. The boss asks which company is bigger. Larkstone reports in US dollars, in millions, for a 53-week fiscal year. Vellmar reports in euros, in thousands, and the 620 is a half-year figure. The question cannot be answered until the coordinates match.

Every number needs four coordinates: which business, which period, which units, which definition. Which business includes the perimeter: consolidated Larkstone is not its bakery segment. Which period: year-to-date cash flow is not quarterly cash flow. Which units: millions of euros are not thousands of dollars. Which definition: "revenue" in one filing may be net of items another filing leaves in. This is the stage's question, what is the evidence, applied to the number's own label.

The four coordinates of one number
Larkstone, consolidatedWhich business
FY2025, 53 weeksWhich period
USD millionsWhich units
Revenue as reportedWhich definition

Build the last twelve months

Larkstone's prior full-year revenue is $500m. Its prior first half was $220m; its current first half is $270m. Last twelve months = 500 − 220 + 270 = $550m. You keep the prior second half, drop the stale first half and add the fresh one. Adding 270 to the full year gives 770, an eighteen-month total, and doubling the new half assumes a business with no seasons.

Swap the old half for the new half
Try it

Make the periods comparable

Last twelve months550
1001000
0500
0600
LTM = 500 − 220 + 270 = 550
Read the mechanism

This swaps an old six months for a new six months. Adding the new half to the full year would give eighteen months. Doubling the half year assumes no seasonality, which is a different estimate.

Model assumptions and units

Same business, currency, accounting basis and units. LTM equals the prior full year, minus the old comparable half year, plus the new half year. Acquisitions, currency, restatements and seasonality are not adjusted here.

Periods that look alike and are not

Quarterly Cash Ledgers (cash flow statements) usually show year-to-date amounts. Larkstone's operating cash flow reads $40m in its Q1 10-Q and $90m in its Q2 10-Q, so the standalone second quarter is 90 − 40 = $50m, not $90m. Check for restatements and classification changes before subtracting, or the two YTD figures will not be on the same basis.

Fiscal calendars differ from the calendar year and from each other. Larkstone's 53-week year carries roughly 2% more selling days than a 52-week one, which shows up as growth before a single extra customer arrives. Acquisitions and discontinued operations change the perimeter, so a reported year may hold only part of a year of a bought business. Currency translation and constant-currency metrics add one more bridge that needs a stated method.

Quick check

Prior full-year revenue is 640, the prior first half was 300 and the current first half is 330. What is last-twelve-months revenue?

Explain it back40 more characters to count

Why must an analyst be careful when subtracting two quarterly cash flow statements to derive one quarter?

Sources and further reading

US Securities and Exchange Commission · Non-GAAP Financial Measures: Compliance & Disclosure InterpretationsIFRS Foundation · IFRS 18: Presentation and Disclosure in Financial StatementsCFA Institute · Financial Analysis Techniques: 2026 curriculum overview

Original explanations and fictional examples. Sources reviewed September 2026. See the method and scope.