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Non-Parametric Tests

Kruskal-Wallis Test

Rank-based comparison across three or more independent groups.

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Method overview

When to use

Use as a non-parametric alternative to one-way ANOVA for independent groups.

Input requirements

Enter one group per line. At least 3 groups are required and each group needs at least 2 values.

Key assumptions

  • Independent observations.
  • Outcome is at least ordinal.
  • Groups should have similarly shaped distributions for simple location interpretation.

Null hypothesis

H₀: all groups have the same rank distribution.

Method used

Kruskal-Wallis H statistic with chi-square approximation.

References

  • Kruskal WH, Wallis WA. Use of ranks in one-criterion variance analysis. JASA, 1952.

Data input and results

Enter one group box per independent group. This is the rank-based alternative to one-way ANOVA.



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