Kruskal–Wallis test

E387065

The Kruskal–Wallis test is a nonparametric statistical method used to determine whether there are statistically significant differences between the medians of three or more independent groups.

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Predicate Object
instanceOf hypothesis test
nonparametric statistical test
omnibus test
rank-based statistical test
alsoKnownAs Kruskal–Wallis test
surface form: Kruskal–Wallis H test

one-way ANOVA on ranks
alternativeHypothesis at least one group distribution differs
at least one group median differs
alternativeTo one-way ANOVA
assumes independent observations within groups
independent samples
ordinal or higher level of measurement
similar shape of distributions across groups
basedOn ranks of observations
canBeUsedWith two groups
degreesOfFreedom k - 1
doesNotAssume homogeneity of variances as strictly as ANOVA
normal distribution of data
field nonparametric statistics
statistics
inputType continuous data
ordinal data
namedAfter W. Allen Wallis
William Kruskal
surface form: William H. Kruskal
parameterMeaning number of groups
parameterSymbol k
postHocRequirement requires multiple comparison procedures to identify which groups differ
publishedIn Journal of the American Statistical Association
purpose to test for differences between groups
relatedTo one-way ANOVA
requires at least five observations per group for chi-square approximation to be accurate
three or more groups
softwareSupport Python statistical libraries
R
SAS
IBM SPSS Statistics
surface form: SPSS

Stata
testsFor differences in central tendency between groups
testStatistic H statistic
testStatisticDistribution approximately chi-square distribution under the null hypothesis
typicalNullHypothesis all group distributions are identical
all group medians are equal
usedIn biostatistics
ecology
psychology
social sciences
usedWhen ANOVA assumptions are violated
data are ordinal
data contain outliers
yearProposed 1952

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Referenced by (7)

Full triples — surface form annotated when it differs from this entity's canonical label.

Martin David Kruskal notableWork Kruskal–Wallis test
John Kruskal notableFor Kruskal–Wallis test
subject surface form: John B. Kruskal
John Kruskal notableWork Kruskal–Wallis test
subject surface form: John B. Kruskal
this entity surface form: Kruskal–Wallis one-way analysis of variance by ranks
Kruskal–Wallis test alsoKnownAs Kruskal–Wallis test
this entity surface form: Kruskal–Wallis H test
William Kruskal notableWork Kruskal–Wallis test
William Kruskal coDeveloperOf Kruskal–Wallis test
William Kruskal knownFor Kruskal–Wallis test