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AI-Assisted Evidence Checks

Negative baselines: describe loss changes without false growth

A conventional percentage change can reverse the apparent meaning of an improvement when the starting value is negative. When profits cross zero or losses narrow, lead with the signed amount change and the economic state. If you use an alternative scaling rule, name it explicitly rather than calling it ordinary growth.

Identify the quantity before the formula

A move from a loss of ten to a loss of five improves profit by five units. It does not become deterioration because a spreadsheet’s usual percentage formula returns a negative number. Conversely, a larger loss is not better performance simply because dividing by a negative starting value produces a positive percentage.

The FRED observations documentation distinguishes changes, percentage changes and other transformations. Selecting a mathematical transformation does not determine its financial interpretation. The examples here derive the consequences for invented profit values; they are not current company data or an official recommendation for a universal replacement metric.

A hypothetical profit bridge

Use the usual formula 100 × (new - old) / old only as an arithmetic illustration. The following cases share a common unit and accounting definition. The last column describes the underlying economic change rather than adopting the formula’s sign as a performance judgment.

Old profitNew profitAmount changeFormula resultEconomic description
-10-5+5-50%Loss narrowed
-10-20-10+100%Loss widened
-10+5+15-150%Moved into profit
0+5+5UndefinedMoved from zero to profit

The calculation in the first row is not a software bug. The denominator’s sign creates the result. The mistake is labeling it negative profit growth without explaining that losses improved. At a zero denominator, there is no finite conventional percentage change; replacing the error with zero or a very large number invents information.

Report states and amounts first

Write both signed values, their difference, the unit and the period. Use descriptions such as loss narrowed, loss widened or returned to profit when they match the facts. Those labels remain conditional on the accounting measure: adjusted earnings, operating profit and net income are different quantities and should not be substituted silently.

Check currency, scope and exceptional items before interpreting the amount bridge. A change from -10 to -5 could include a disposal or a different consolidation perimeter. Correctly handling the negative denominator does not resolve those comparability questions. Keep the financial definition with the observation rather than displaying a detached percentage.

Name any alternative scale

One possible descriptive scale is the signed amount change divided by the absolute old amount. For -10 to -5, it gives +50% of the prior loss magnitude. This can make direction clearer, but it is a separately defined statistic, not ordinary multiplicative growth. It is still undefined at zero and can become unstable when the starting magnitude is tiny.

Do not compound such percentages as if they were growth factors. Nor should they be compared with conventional positive-base growth without explaining the different denominators. If an alternative is used in a table, include its formula, domain restrictions and a plain-language heading. The label is part of the calculation’s meaning.

Choose other evidence when appropriate

If revenue is positive and comparable, profit margin and its percentage-point change may answer a useful question. That does not make margin a universal substitute for profit growth: revenue changes can alter the interpretation. Show the numerator and denominator, and keep the amount bridge available to explain the result.

For a ranking across companies, avoid sorting undefined or cross-zero cases into an artificial extreme-growth league table. Separate states or use a defensible metric aligned with the research question. Missing, undefined and zero are distinct outcomes, not interchangeable spreadsheet cleanup choices.

Preserve the interpretation in summaries

An AI-written sentence should retain the signs and state transition, not merely repeat a percentage returned by a tool. A concise claim such as profit improved by five units while remaining negative is more inspectable than a striking growth figure with an unsuitable denominator. The objective is faithful comparison, not making every row display one percentage.

FAQ

Can a negative growth number mean improving losses?

Yes, under the conventional formula with a negative base. Inspect the signed amounts before assigning an economic direction.

Is dividing by the absolute old value always correct?

It is one explicitly defined scale, not a universal growth convention. It needs its own label and still fails at a zero base.