Harpy Glossary

YoY (Year over Year)

Amazon & D2C glossary · Harpy Media

YoY (Year over Year) compares a period with the same period a year earlier: this July against last July, this quarter against the same quarter, rather than against the month immediately before it.

What is YoY?

YoY (Year over Year) compares a period with the same period a year earlier: this July against last July, this quarter against the same quarter, rather than against the month immediately before it.

The comparison exists because retail is seasonal, and most short-window comparisons are dominated by that seasonality. A December measured against November shows growth whether or not the business improved; measured against the previous December, it shows something real.

Why it is the fairest comparison available

Three properties. It controls for seasonality by construction, since both periods contain the same seasonal composition. It is long enough that a single promotional event or a quiet fortnight does not distort the picture. And it is the comparison external parties use — lenders, partners, and buyers all ask about year-on-year growth, which makes it the basis on which a brand is judged against itself.

That said, it is a slow signal. A change made two months ago is barely visible in a year-on-year figure, because the comparison includes eleven months of the old behaviour. So it answers “is the business growing?” rather than “is what we changed working?” — and those two questions need different windows.

Reading it usefully

Three practices. Apply it to the metrics that matter for the season: sales, conversion, advertising efficiency, traffic, and availability all behave differently in a peak than in a trough, and comparing like with like is the only way to judge either. Watch the trend of the comparison rather than any single reading, since one strong month against an unusually weak month a year earlier is not a trend. And read it alongside the shorter windows — year-on-year for direction, month and quarter for action.

The one caution is that a good year-on-year figure can coexist with a deteriorating business, if the deterioration started recently enough to be buried under the earlier months. That is why the slow signal is never used alone.

YoY Growth (%) = ((This Period − Same Period Last Year) ÷ Same Period Last Year) × 100Use like-for-like periods so seasonality is controlled for by construction.

In practice

A brand reports year-on-year growth across sales, traffic, conversion, and advertising efficiency each month, and uses the trailing month and quarter to act. When the year-on-year figure is flat while the recent months accelerate, the divergence is investigated — and a launch from three months earlier is identified as the cause.

⚠️ Watch out. Comparing adjacent periods and calling it growth. A seller reports December sales above November’s and presents a seasonal surge as business improvement. The next quarter’s comparison shows the reversal, and the decisions taken on the strength of the peak number are unwound.
💡 Harpy tip. Compare like periods, watch the trend of the comparison rather than a single month, and read it with shorter windows — the slow signal tells you direction, the fast ones tell you what to do. Where the two disagree, the divergence is the most interesting thing on the dashboard.

How Harpy Media helps

Performance reporting is part of how we run accounts: like-for-like comparisons for direction, shorter windows for action, and the divergence between them watched rather than averaged away.

YoY FAQ

What is Year over Year?

A comparison of a period with the same period a year earlier — controlling for seasonality by construction and providing the fair basis for judging growth.

Why is it better than comparing consecutive months?

Because retail is seasonal. Adjacent periods contain different seasonal compositions, so growth between them may reflect the calendar rather than the business.

What is its weakness?

It is slow. Recent changes are buried under earlier months, so it answers whether the business is growing — not whether this quarter’s work has landed.

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