Statistics How To

10% Condition in Statistics: What is it?

Statistics Definitions > 10% Condition

10% Condition

The 10% condition states that sample sizes should be no more than 10% of the population. Whenever samples are involved in statistics, check the condition to ensure you have sound results. Some statisticians argue that a 5% condition is better than 10% if you want to use a standard normal model.

10% condition
For example, the 10% condition normally applies when you:

The 10% condition isn’t normally checked for:

  • Chi-square tests
  • Differences of means (except for small populations or for extremely large samples).
  • Randomized experiments (there is no sampling in randomized experiments, so the 10% condition can’t be used).

Usually, you won’t find the 10% condition mentioned for statistical means. When you make inferences about proportions, the 10% condition is necessary because of the large samples. But for means, the samples are usually smaller, making the condition necessary only if you are sampling from a very small population.

The condition applies in Bernoulli trials because in the vast majority of cases you sample without replacement — for example, in a telephone survey asking “yes” or “no,” you don’t put a person who has already answered the question back in the pool.

Where does the 10 percent condition come from?

The condition is statistically sound because of the mathematical proofs behind the assumption. The proof is a little beyond an elementary statistics or AP statistics class, but if you are really interested in knowing the mechanics behind the condition, The University of Texas has a pretty good rundown on the math.


If you prefer an online interactive environment to learn R and statistics, this free R Tutorial by Datacamp is a great way to get started. If you're are somewhat comfortable with R and are interested in going deeper into Statistics, try this Statistics with R track.

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10% Condition in Statistics: What is it? was last modified: November 16th, 2017 by Stephanie Glen