Pearsons r and Spearmans Rho

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    Thecorrelationcoefficientcanrangeinvaluefrom 1to

    +1,andtellsyoutwothingsaboutthelinearrelationshipsbetweentwovariables:

    1. Strength Thelargertheabsolutevalueofthecoefficient,thestrongerthelinearrelationshipbetweenthevariables.

    . ,

    andavalueofzero(0)indicatestheabsenceofalinear

    relationship.

    ,

    moderate,orstrongcorrelationdependsonyourobjectivesand

    requirements.

    . .

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    .

    indicatesthedirectionoftherelationship.

    together,thecoefficientispositive.

    decreases,thecoefficientisnegative.

    Wecancomputethelineofbestfit theline

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    Pearsonsr Calledthecorrelationcoefficientor

    ,

    coefficient. Thisisusedtomeasurethe

    relationshipbetweentwosetsofintervalorratio

    data

    Spearmansrho interpretedthesameas

    Pearsonsr,butisusedtomeasurerankeddata.

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    Pearsons

    r,

    WhereN=numberofobservations

    X=Xvariable,Y=Yvariable

    Thus

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    Pearsons r

    Sub ect

    ngu s c

    aptitude

    X

    Final Score

    Y XY X2

    Y2

    Values Needed to

    Calculate r Value1 5 5 25 25 25 N 122 10 20 200 100 400 Sum of X 74

    3 6 4 24 36 16 Sum of X squared 54764 8 15 120 64 225 Sum of Y 1345 4 11 44 16 121 Sum of Y squared 179566 4 9 36 16 81 Sum of XY 942

    7 3 12 36 9 144 Sum of X2

    536

    8 10 18 180 100 324 Sum of Y2

    1874

    9 2 7 14 4 4910 6 2 12 36 411 7 14 98 49 196 r= 0.666831

    12 9 17 153 81 289-

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    Spearmansrho

    Spearman's rho ngu s c

    aptitude Final Score2

    Values Needed to

    = -1 8 10 -2 4 N 12

    2 1 1 0 0 N2 144

    3 6 11 -5 25 d2 1054 4 4 0 05 9 7 2 4 rho= 0.632876 9 8 1 17 11 6 5 25

    -9 12 9 3 910 6 12 -6 3611 5 5 0 0

    Sums -> 105