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What a percentile actually tells you

Percentiles locate an observation within a distribution; they do not, by themselves, measure quality or causality.

Worlds Daily original conceptual illustration for Science, Data & Research
Original conceptual illustration by Worlds Daily; not a documentary image or a statistical chart.

A percentile is a position in an ordered dataset. For example, an observation at the 75th percentile is at or above roughly 75% of observations according to the method used.

Percentiles are not percentages

A score of 75% and a 75th-percentile rank describe different things. The first is a proportion of a possible total; the second is a relative position among observations.

Methods can disagree

Different statistical software uses different conventions for interpolation, treatment of ties and sample endpoints. A source should state which convention it uses, especially when samples are small.

Population matters

A household income percentile in one country cannot be compared mechanically with an individual earnings percentile in another. The denominator, time period, currency, demographic unit and tax treatment all matter.

A five-value example

For sorted values 10, 20, 30, 40 and 50, the median is 30. Exact percentile results away from the median can differ depending on the chosen statistical method. This is why credible statistical tools should publish their formula and data sources.

When Worlds Daily releases percentile calculators, each tool will display its source vintage, geographic scope, calculation assumptions and limitations.

Explore this topic with free tools

Use original calculators and local data workbenches to explore the concepts in this story. Figures depend on your inputs and the data source.

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