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7/23/2019 Kruskal-SPSS
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Kruskal-Wallis ANOVA with SPSS
Dr. Hussam El-Gayar of the Urology & Nephrology Center at MansouraUniversity in Egypt found my SSS lessons and as!ed me a "uestion a#out the
analysis of some of his data. He $anted to %ompare si independent groups. His%riterion varia#le is %ontinuously distri#uted. He had already %ondu%ted a one-$ayparametri% 'N()' $ith pair$ise %omparisons. * too! a pee! at the results of thatanalysis and at the ra$ data and #e%ame %on%erned that #oth the homogeneity ofvarian%e and the normality assumptions of that analysis $ere tena#le. * split the file #ythe grouping varia#le
and o#tained the stats ne%essary to determine if the assumptions of the parametri% 'N()' $ere tena#le. Cli%! 'naly+e, Des%riptive Statisti%s. S%oot the %riterion varia#leinto the )aria#les #o. Cli%! (ptions and as! for means, varian%es, s!e$ness, and!urtosis.
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Descriptive Statistics
56 75.88/8 51.675 -.998 ./91 /./:/ .981
56
56 /0.157; 77.987 -./06 ./91 :.175 .981
56
56 /8.07:; 58.1:0 /.750 ./91 :;.;:1 .981
56
56 67.0905 9/;;.99; :.:/8 ./91 :.;/1 .981
56
56 .817; .989 /.8/6 ./91 :0.:51 .981
56
56 :/5.90;9 :;0;./9; .001 ./91 -:.:68 .981
56
D'<'
)alid N list$ise
D'<'
)alid N list$ise
D'<'
)alid N list$iseD'<'
)alid N list$ise
D'<'
)alid N list$ise
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)alid N list$ise
ME<H(D:.00
/.00
7.00
9.00
1.00
;.00
Statisti% Statisti% Statisti% Statisti% Std. Error Statisti% Std. Error
N Mean )arian%e S!e$ness 2urtosis
's you %an see, there is #oth great heterogeneity of varian%e and, in some #utnot all groups, great s!e$ness. *n this %ase, a nonparametri% analysis is indi%ated. 'nappropriate omni#us analysis is the 2rus!al-4allis 'N()'. <o %ondu%t it, %li%! 'naly+e,Nonparametri%s, 2 *ndependent Samples. S%oot the %riterion varia#le in the <est)aria#le 3ist and the grouping varia#le into the Grouping )aria#le #o. Cli%! Define=ange and identify the lo$est and highest numeri% values for the grouping varia#le>
/
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Cli%! (2. <he output in%ludes mean ran!s for ea%h group>
Ranks
56 718.50
56 :58./5
56 /;5.6:
56 715.96
56 95.86
56 1:/.66
18/
ME<H(D:.00
/.00
7.00
9.00
1.00
;.00
<otal
D'<'N Mean =an!
Sin%e our p value is less than the .01 %riterion of statisti%al signifi%an%e, $e%on%lude that there are signifi%ant differen%es among the groups.
Test Statisticsa,b
97:.;1:
1
.000
Chi-S"uare
df
'symp. Sig.
D'<'
2rus!al 4allis <esta.
Grouping )aria#le> ME<H(D#.
4e still do not !no$ $hi%h groups differ signifi%antly from $hi%h other groups, so$e %ontinue on, %omparing ea%h group $ith ea%h other group. *f $e ma!e all possi#lepair$ise %omparisons, $e ma!e :1 %omparisons> Group : $ith /, 7, 9, 1, and ;? Group/ $ith 7, 9, 1, and ;? Group 7 $ith 9, 1, and ;? Group 9 $ith 1 and ;? and Group 1 $ith;.
7
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<he Mann-4hitney U test is appropriate for %omparing t$o independent groups.Cli%! 'naly+e, Nonparametri% <ests, / *ndependent Samples. S%oot the %riterionvaria#le into the <est )aria#le 3ist and the grouping varia#le into the Grouping )aria#le#o. Cli%! Define Groups and give the group num#ers for the t$o groups to #e%ompared. Here * have as!ed to %ompare group : $ith group ;>
Cli%! (2. <he output in%ludes for ea%h group the mean ran! and sum of ran!s.@oth the Mann-4hitney and the 4il%oon =an! Sum statisti%s are given. <hese t$ostatisti%s are e"uivalent, yielding the same p value. Sin%e our p value is less than the .01 %riterion of statisti%al signifi%an%e, $e %on%lude that methods : and ; differ from ea%h
other signifi%antly.
Ranks
56 95.05 96;/.00
56 :91.5: :9:17.00
:59
ME<H(D:.00
;.00
<otal
D'<'N Mean =an! Sum of =an!s
Test Statisticsa
5.000
96;/.000
-:/.085
.000
Mann-4hitney U
4il%o&on 4
A
'symp. Sig. /-tailed
D'<'
Grouping )aria#le> ME<H(Da.
9
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Having illustrated ho$ to %ompare t$o groups, * left to Dr. El-Gayar the tas! ofma!ing the remaining :9 pair$ise %omparisons.
(ne final %omment> Sin%e some of the groups are greatly s!e$ed, it is a goodidea to report medians rather than, or in addition to, means. SSS Des%riptives does
not %ompute medians, #ut SSS Bre"uen%ies does. Here is ho$ to do it> Birst, split thefile #y the grouping method. <hen %li%! 'naly+e, Des%riptive Statisti%s, Bre"uen%ies.Sele%t the %riterion varia#le and %li%! Statisti%s. Che%! Median and %li%! Continue.Cli%! Bormat and %he%! Suppress <a#les 4ith More <han Categories. Enter thenum#er / in the %ategories #o and %li%! Continue.
1
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Cli%! (2. <he output in%ludes the median for ea%h group>
Statistics
D'<'
56
0
75.8800
56
0
//.0000
56
0
70.00;/
56
0
;1./100
56
0
.;609
56
0
:7:.8900
)alid
Missing
N
Median
)alid
Missing
N
Median
)alid
Missing
N
Median
)alid
Missing
N
Median
)alid
Missing
N
Median
)alid
Missing
N
Median
:.00
/.00
7.00
9.00
1.00
;.00
Copyright /001, 2arl 3. 4uens%h - 'll rights reserved.
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