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Correlation
By
RANI SUMMEYA
SEME
Roll no.
33
Outline
O Definition
O Formula
O Features
O Types
O Example
Definition
Correlation:-
‘’Mutual relationship or connection between
two variables.’’
O It measures the strength of association between
two variables & the direction of relationship.
O It is a statistical method which enables the
researcher to find out whether two variables are
related & to what extent they are related.
Formula
Features
O Association between two factors
O Our data should be in the form of pairs
O Value shown by r = Pearson
O Value lies between 0 -1
O Value can be - or +
O Value greater than 1 ans wrong
O 0 = no association
O Value close to 1= strong association
Types
Following are the types of correlation
O Positive correlation
O Negative correlation
O Partial correlation
O Zero correlation
O Linear correlation
O Non linear correlation
Positive Correlation
A relationship b/w 2 variables in which both variables
move in the same direction
O if one variable decrease other also decrease, vice
versa
O Example:-
O Height & weight
O water consumption & temperature
O study time & grades
Positive Correlation Types
O Strong Positive Correlation:-
It has the same change, points are more close
together & form a line.
O Weak Positive Correlation:-
it has variables that has same change but points on
graph are dispersed.
Negative Correlation
O A relationship b/w 2 variables in which both
variables move in the opposite direction
O if one variable increase other decrease, vice versa
O Example:-
O TV time increases & grade decreases
O Alcohol consumption increases & driving ability
decrease
O Price increases & Quantity demand decreases
Simple Correlation
When we study the relation between two
variables only then it is known as simple
correlation,
Example:-
Correlation is said to be
simple when it is
between income
and expenditure.
Partial Correlation
When three or more variables are taken but
relationship between any two variables is study,
assuming other variables as constant, then it is called
partial correlation
Multiple Correlation
When we study the relationship among
three or more variables then it is called
multiple correlation.
Linear Correlation
Change in one variable result
constant change of other variable
Non Linear Correlation
Change in one variable do not result constant change
of other variable
Zero Correlation
O A correlation of zero means there is no
relationship between the two variables
Spearman's rank-
order correlation
O The Spearman's rank-order correlation is the
nonparametric version of the Pearson product-
moment correlation. Spearman's
correlation coefficient, (ρ, also signified by rs)
measures the strength and direction of association
between two ranked variables.
Interpretation of r
Some
r value =
+.70 or higher Very strong positive relationship
+.40 to +.69 Strong positive relationship
+.30 to +.39 Moderate positive relationship
+.20 to +.29 weak positive relationship
+.01 to +.19 No or negligible relationship
0 No relationship [zero correlation]
-.01 to -.19 No or negligible relationship
-.20 to -.29 weak negative relationship
-.30 to -.39 Moderate negative relationship
-.40 to -.69 Strong negative relationship
-.70 or higher Very strong negative relationship
A random sample of junior high school is selected
& each student height (in inches) and weight (in
pounds) is recorded. Test whether height & weight
are related
HEIGHT WEIGHT
15 13
5 6
16 14
10 13
11 11
3 5
12 10
HEIGHT
(X)
WEIGHT
(Y) XY X2
Y2
15 13
5 6
16 14
10 13
11 11
3 5
12 10
HEIGHT
(X)
WEIGHT
(Y) XY X2
Y2
15 13 195
5 6 30
16 14 224
10 13 130
11 11 121
3 5 15
12 10 120
HEIGHT
(X)
WEIGHT
(Y) XY X2
Y2
15 13 195 225 169
5 6 30 25 36
16 14 224 256 196
10 13 130 100 169
11 11 121 121 121
3 5 15 9 25
12 10 120 144 100
HEIGHT
(X)
WEIGHT
(Y) XY X2
Y2
15 13 195 225 169
5 6 30 25 36
16 14 224 256 196
10 13 330 100 169
11 11 121 121 121
3 5 15 9 25
12 10 120 124 100
€X= 72 €Y= 72 €XY= 835 €X2= 880 €Y2= 816
Interpretation of r
Correlation

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Correlation

  • 1.
  • 3. Outline O Definition O Formula O Features O Types O Example
  • 4. Definition Correlation:- ‘’Mutual relationship or connection between two variables.’’ O It measures the strength of association between two variables & the direction of relationship. O It is a statistical method which enables the researcher to find out whether two variables are related & to what extent they are related.
  • 6. Features O Association between two factors O Our data should be in the form of pairs O Value shown by r = Pearson O Value lies between 0 -1 O Value can be - or + O Value greater than 1 ans wrong O 0 = no association O Value close to 1= strong association
  • 7. Types Following are the types of correlation O Positive correlation O Negative correlation O Partial correlation O Zero correlation O Linear correlation O Non linear correlation
  • 8. Positive Correlation A relationship b/w 2 variables in which both variables move in the same direction O if one variable decrease other also decrease, vice versa O Example:- O Height & weight O water consumption & temperature O study time & grades
  • 9. Positive Correlation Types O Strong Positive Correlation:- It has the same change, points are more close together & form a line. O Weak Positive Correlation:- it has variables that has same change but points on graph are dispersed.
  • 10. Negative Correlation O A relationship b/w 2 variables in which both variables move in the opposite direction O if one variable increase other decrease, vice versa O Example:- O TV time increases & grade decreases O Alcohol consumption increases & driving ability decrease O Price increases & Quantity demand decreases
  • 11.
  • 12. Simple Correlation When we study the relation between two variables only then it is known as simple correlation, Example:- Correlation is said to be simple when it is between income and expenditure.
  • 13. Partial Correlation When three or more variables are taken but relationship between any two variables is study, assuming other variables as constant, then it is called partial correlation
  • 14. Multiple Correlation When we study the relationship among three or more variables then it is called multiple correlation.
  • 15. Linear Correlation Change in one variable result constant change of other variable Non Linear Correlation Change in one variable do not result constant change of other variable
  • 16. Zero Correlation O A correlation of zero means there is no relationship between the two variables
  • 17. Spearman's rank- order correlation O The Spearman's rank-order correlation is the nonparametric version of the Pearson product- moment correlation. Spearman's correlation coefficient, (ρ, also signified by rs) measures the strength and direction of association between two ranked variables.
  • 18. Interpretation of r Some r value = +.70 or higher Very strong positive relationship +.40 to +.69 Strong positive relationship +.30 to +.39 Moderate positive relationship +.20 to +.29 weak positive relationship +.01 to +.19 No or negligible relationship 0 No relationship [zero correlation] -.01 to -.19 No or negligible relationship -.20 to -.29 weak negative relationship -.30 to -.39 Moderate negative relationship -.40 to -.69 Strong negative relationship -.70 or higher Very strong negative relationship
  • 19. A random sample of junior high school is selected & each student height (in inches) and weight (in pounds) is recorded. Test whether height & weight are related HEIGHT WEIGHT 15 13 5 6 16 14 10 13 11 11 3 5 12 10
  • 20. HEIGHT (X) WEIGHT (Y) XY X2 Y2 15 13 5 6 16 14 10 13 11 11 3 5 12 10
  • 21. HEIGHT (X) WEIGHT (Y) XY X2 Y2 15 13 195 5 6 30 16 14 224 10 13 130 11 11 121 3 5 15 12 10 120
  • 22. HEIGHT (X) WEIGHT (Y) XY X2 Y2 15 13 195 225 169 5 6 30 25 36 16 14 224 256 196 10 13 130 100 169 11 11 121 121 121 3 5 15 9 25 12 10 120 144 100
  • 23. HEIGHT (X) WEIGHT (Y) XY X2 Y2 15 13 195 225 169 5 6 30 25 36 16 14 224 256 196 10 13 330 100 169 11 11 121 121 121 3 5 15 9 25 12 10 120 124 100 €X= 72 €Y= 72 €XY= 835 €X2= 880 €Y2= 816
  • 24.