A percentage says how one amount relates to another. Without the denominator, the reader may not know whether the figure describes all visitors, completed tasks, or a selected subset.

Write the group beside the percentage and check whether that group changed between comparisons. A rising share can happen while the underlying count falls if the total falls more. Counts and proportions answer related but different questions.

When comparing percentages, distinguish a change in percentage points from a relative percentage change. State the starting value and the method of comparison. A clear denominator gives a small number enough context to carry an accurate explanation.

Try the idea in context.

Imagine two groups completing different numbers of attempts. A completion count alone cannot establish the same comparison as a rate with its total shown.

A thought for the next read.

A column name can hide an assumption. Check units, missing values, and the counting rule before combining observations that only appear to be alike.
A few starting points
  1. Name the group behind the percentage.
  2. Compare counts as well as shares.
  3. Distinguish percentage points from relative change.

Follow a related question

Read the task and scoring method.

A benchmark measures a defined task

Explain the purpose of important choices.

Trust is visible in the details

Keep learning

Related background to continue exploring this subject.

NIST: statistical engineering NIST: the International System of Units
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