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What is rank correlation?

by Gunjan
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Overview(rank correlation)

A group of n individuals may be arranged in order to merit with respect to some characteristics. The same group would give different orders for different characteristics. Considering the orders corresponding to two characteristics A and B, the correction between these n pairs of rank is called the rank correlation in the characteristics A and B for that group of individuals.

formula

Let be the ranks of  individuals corresponding to two characteristics.

Assuming nor two individuals are equal in https://bcfma.com/admission/ either classification, each individual takes the values 1, 2, 3,  and hence their arithmetic means are, each

Suppose that be the values of variable X  and those of Y.

Then

Here X and Y are deviations from the mean.

Which is called the rank correlation or Spearman’s rank correlation coefficient and we denote it by Rho

Solved examples

Example: Compute Spearman’s rank correlation coefficient r for the following data:

PersonABCDEFGHIJ
Rank Statistics91065724813
Rank in income12345678910

Solution:

PersonRank StatisticsRank in incomed= R1 – R2
A91864
B102864
C6339
D5411
E7524
F26-416
G47-39
H8800
I19-864
J310-749

Example. Three judges A,B,C give the following ranks. Find which pair of judges has common approach

A 1 6 5 10 3 2 4 9 7 8

B 3 5 8 4 7 10 2 1 6 9

C 6 4 9 8 1 2 3 10 5 7

Solution

Here n = ten, so that we get the following table,

A (=x)Ranks byB(=y)C (=z)d1 =   x-yd2 =  y – z  d3 = z-x
136-2-354925
65411-2114
589-3-149116
10486-4-236164
371-46-216364
2102-88064640
4232-1-1411
91108-9164811
76511-2114
897-12-1141
Total  00020021460

.

Since is maximum, so that the pair of judge A and C have the nearest common approach.

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