SlideShare a Scribd company logo
Don’t worry, you can’t go
blind from ranking
Dr David Playfoot
d.r.playfoot@swansea.ac.uk
• Joe wants to know whether being in the
movie would affect his eternal soul
• He asks members of his church to rate how
likely he is to go to hell
• He asks members of his church to rate him
again after telling them about the movie
opportunity
Remember…
• We used the Sign test in the previous section
to see whether there was a change in Joe’s
likelihood of damnation
• It looked like this…
Remember…
Sign Test
Church member Pre-Orgazmo Post-Orgazmo Difference Sign of
difference
A 3 7 4 +
B 12 18 6 +
C 9 5 -4 -
D 7 7 0
E 8 12 4 +
F 1 5 4 +
G 15 16 1 +
H 10 12 2 +
I 11 15 4 +
J 10 17 7 +
• We can go one better by considering the ranks
of the differences.
• We organise the rows in terms of the size of
the difference between pre and post ratings
• We do this ignoring whether the difference
was +ve or –ve.
Wilcoxon Signed Ranks
Church member Pre-Orgazmo Post-Orgazmo Difference Rank of
difference
A 3 7 4 5
B 12 18 6 8
C 9 5 -4 5
D 7 7 0
E 8 12 4 5
F 1 5 4 5
G 15 16 1 1
H 10 12 2 2
I 11 15 4 5
J 10 17 7 9
Wilcoxon Signed Ranks
• Notice that church members A, C, E, F and I all
have the same rank.
• When there is the same size difference in
more than 1 pair of scores, you have to do
something about it.
• You can’t pretend that those pairs of scores
had different differences so you can’t give
them different ranks
Wilcoxon Signed Ranks
• So these pairs have to have the same ranks
• You can’t change the total number of ranks, or
the sum of all ranks by giving all pairs the next
available rank.
• In our example we’d used ranks 1 and 2
• The next available rank would be 3
• If we gave all tied scores a rank of 3, we
wouldn’t have the right total when we added
up all the ranks
Wilcoxon Signed Ranks
• So we give the tied scores the average rank
that they would have had.
• There are 5 tied pairs.
• We’ve used ranks 1 and 2
• If the tied pairs weren’t tied, we’d have ranked
them 3, 4, 5, 6, and 7
• Add up 3, 4, 5, 6, and 7 then divide by 5
• All the tied pairs can be ranked 5 without
making them seem different from each other
or affecting the sum of all the allocated ranks.
Wilcoxon Signed Ranks
• Next, we add up the ranks of all the pairs with
negative differences
Wilcoxon Signed Ranks
Church member Pre-Orgazmo Post-Orgazmo Difference Rank of
difference
A 3 7 4 5
B 12 18 6 8
C 9 5 -4 5
D 7 7 0
E 8 12 4 5
F 1 5 4 5
G 15 16 1 1
H 10 12 2 2
I 11 15 4 5
J 10 17 7 9
Wilcoxon Signed Ranks
Only
negative
difference
• Next, we add up the ranks of all the pairs with
negative differences = 5
• Then we add up the ranks of all the pairs with
positive differences
Wilcoxon Signed Ranks
Church member Pre-Orgazmo Post-Orgazmo Difference Rank of
difference
A 3 7 4 5
B 12 18 6 8
C 9 5 -4 5
D 7 7 0
E 8 12 4 5
F 1 5 4 5
G 15 16 1 1
H 10 12 2 2
I 11 15 4 5
J 10 17 7 9
Wilcoxon Signed Ranks
Positive
differences
• Next, we add up the ranks of all the pairs with
negative differences = 5
• Then we add up the ranks of all the pairs with
positive differences = 40
• Whichever is the smaller total becomes
known as T
Wilcoxon Signed Ranks
• If T is equal to or smaller than the value in the
critical values table (for the right N), there is a
significant difference.
• The critical value for N = 9 (N is the number of non-
zero differences) at p < .05 level is 6
• Our T = 5, so the church members think Joe is
significantly more likely to go to hell if he stars in
the film.
Wilcoxon Signed Ranks

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Don't worry, you can't go blind from ranking

  • 1. Don’t worry, you can’t go blind from ranking Dr David Playfoot d.r.playfoot@swansea.ac.uk
  • 2. • Joe wants to know whether being in the movie would affect his eternal soul • He asks members of his church to rate how likely he is to go to hell • He asks members of his church to rate him again after telling them about the movie opportunity Remember…
  • 3. • We used the Sign test in the previous section to see whether there was a change in Joe’s likelihood of damnation • It looked like this… Remember…
  • 4. Sign Test Church member Pre-Orgazmo Post-Orgazmo Difference Sign of difference A 3 7 4 + B 12 18 6 + C 9 5 -4 - D 7 7 0 E 8 12 4 + F 1 5 4 + G 15 16 1 + H 10 12 2 + I 11 15 4 + J 10 17 7 +
  • 5. • We can go one better by considering the ranks of the differences. • We organise the rows in terms of the size of the difference between pre and post ratings • We do this ignoring whether the difference was +ve or –ve. Wilcoxon Signed Ranks
  • 6. Church member Pre-Orgazmo Post-Orgazmo Difference Rank of difference A 3 7 4 5 B 12 18 6 8 C 9 5 -4 5 D 7 7 0 E 8 12 4 5 F 1 5 4 5 G 15 16 1 1 H 10 12 2 2 I 11 15 4 5 J 10 17 7 9 Wilcoxon Signed Ranks
  • 7. • Notice that church members A, C, E, F and I all have the same rank. • When there is the same size difference in more than 1 pair of scores, you have to do something about it. • You can’t pretend that those pairs of scores had different differences so you can’t give them different ranks Wilcoxon Signed Ranks
  • 8. • So these pairs have to have the same ranks • You can’t change the total number of ranks, or the sum of all ranks by giving all pairs the next available rank. • In our example we’d used ranks 1 and 2 • The next available rank would be 3 • If we gave all tied scores a rank of 3, we wouldn’t have the right total when we added up all the ranks Wilcoxon Signed Ranks
  • 9. • So we give the tied scores the average rank that they would have had. • There are 5 tied pairs. • We’ve used ranks 1 and 2 • If the tied pairs weren’t tied, we’d have ranked them 3, 4, 5, 6, and 7 • Add up 3, 4, 5, 6, and 7 then divide by 5 • All the tied pairs can be ranked 5 without making them seem different from each other or affecting the sum of all the allocated ranks. Wilcoxon Signed Ranks
  • 10. • Next, we add up the ranks of all the pairs with negative differences Wilcoxon Signed Ranks
  • 11. Church member Pre-Orgazmo Post-Orgazmo Difference Rank of difference A 3 7 4 5 B 12 18 6 8 C 9 5 -4 5 D 7 7 0 E 8 12 4 5 F 1 5 4 5 G 15 16 1 1 H 10 12 2 2 I 11 15 4 5 J 10 17 7 9 Wilcoxon Signed Ranks Only negative difference
  • 12. • Next, we add up the ranks of all the pairs with negative differences = 5 • Then we add up the ranks of all the pairs with positive differences Wilcoxon Signed Ranks
  • 13. Church member Pre-Orgazmo Post-Orgazmo Difference Rank of difference A 3 7 4 5 B 12 18 6 8 C 9 5 -4 5 D 7 7 0 E 8 12 4 5 F 1 5 4 5 G 15 16 1 1 H 10 12 2 2 I 11 15 4 5 J 10 17 7 9 Wilcoxon Signed Ranks Positive differences
  • 14. • Next, we add up the ranks of all the pairs with negative differences = 5 • Then we add up the ranks of all the pairs with positive differences = 40 • Whichever is the smaller total becomes known as T Wilcoxon Signed Ranks
  • 15. • If T is equal to or smaller than the value in the critical values table (for the right N), there is a significant difference. • The critical value for N = 9 (N is the number of non- zero differences) at p < .05 level is 6 • Our T = 5, so the church members think Joe is significantly more likely to go to hell if he stars in the film. Wilcoxon Signed Ranks