Quick guide
How to use this calculator
- Enter the observations, probabilities, model parameters, or summary statistics requested by the visible labels.
- Keep every value on the same scale and confirm that the selected sampling relationship, distribution, and tail convention match the question you are investigating.
- Read the result together with its assumptions and interpretation. Statistical output summarizes uncertainty under a model; it does not repair biased data or establish causation.
Calculation method
How the runs test for randomness calculator works
E(R)=1+2n₁n₀/n; variance uses n₁ and n₀ counts.
Too few runs suggest clustering and too many suggest alternation, but the test does not identify a mechanism.
Worked example
Runs Test for Randomness example
Sequence 1,1,0,0,1,0 contains four runs.
E(R)=1+2n₁n₀/n; variance uses n₁ and n₀ counts.
Supported inputs
Precision and limits
Model and design
The sequence must be binary in its original order with fixed counts; ties from converting continuous data require a declared rule outside this tool.
Numerical scope
Inputs use double-precision numerical methods with guarded domains. Datasets accept up to 10,000 finite plain-decimal values. Extremely large parameters or probabilities deep in a numerical tail may require specialist statistical software.
Interpretation
Too few runs suggest clustering and too many suggest alternation, but the test does not identify a mechanism.
Decision boundary
The calculator does not validate how data were collected, diagnose dependence or bias, choose a scientifically meaningful effect, or replace review by a qualified statistician for consequential research, medical, regulatory, safety, or policy decisions.
Privacy
Entered values and calculated results stay in this browser and are not sent to an analytics service.
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