Multiple correlation
coefficient
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 1
1. The multiple correlation coefficient denoting a correlation of one variable with multiple
other variables.
2. The multiple correlation coefficient is denoted as R1.234...k which denotes that 1 is
correlated with 2, 3, 4, up to k variables. For example, we want to compute multiple
correlation between 1 with 2 and 3 then it is expressed as R1.23. In this case we create a
linear combination of the 2 and 3 which is correlated with 1.
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 2
3. We continue with the same example which we have discussed for partial and
semipartial correlations.
4. This example has academic achievement, anxiety and intelligence as three
variables.
5. The correlation between academic achievement with the linear combination of
anxiety and intelligence is multiple correlation.
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 3
What does multiple correlation tell us?
A multiple correlation coefficient (R) yields the maximum degree of liner
relationship that can be obtained between two or more independent variables and a
single dependent variable.
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 4
What is the difference between simple and multiple correlation?
The distinction between simple, partial and multiple correlation is based upon the
number of variables studied. When only two variables are studied it is a problem of
simple correlation. In multiple correlation three or more variables are studied
simultaneously.
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 5
How do you correlate multiple variables?
One way to quantify the relationship between two variables is to use the Pearson
correlation coefficient, which is a measure of the linear association between two
variables. It always takes on a value between -1 and 1 where: -1 indicates a perfectly
negative linear correlation between two variables
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 6
What are the uses of multiple correlation?
A multiple correlation coefficient (R) yields the maximum degree of liner
relationship that can be obtained between two or more independent variables and a
single dependent variable.
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 7
Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 8

Unit ibp801 t l multiple correlation a24022022

  • 1.
    Multiple correlation coefficient Dr. AshishSuttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 1
  • 2.
    1. The multiplecorrelation coefficient denoting a correlation of one variable with multiple other variables. 2. The multiple correlation coefficient is denoted as R1.234...k which denotes that 1 is correlated with 2, 3, 4, up to k variables. For example, we want to compute multiple correlation between 1 with 2 and 3 then it is expressed as R1.23. In this case we create a linear combination of the 2 and 3 which is correlated with 1. Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 2
  • 3.
    3. We continuewith the same example which we have discussed for partial and semipartial correlations. 4. This example has academic achievement, anxiety and intelligence as three variables. 5. The correlation between academic achievement with the linear combination of anxiety and intelligence is multiple correlation. Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 3
  • 4.
    What does multiplecorrelation tell us? A multiple correlation coefficient (R) yields the maximum degree of liner relationship that can be obtained between two or more independent variables and a single dependent variable. Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 4
  • 5.
    What is thedifference between simple and multiple correlation? The distinction between simple, partial and multiple correlation is based upon the number of variables studied. When only two variables are studied it is a problem of simple correlation. In multiple correlation three or more variables are studied simultaneously. Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 5
  • 6.
    How do youcorrelate multiple variables? One way to quantify the relationship between two variables is to use the Pearson correlation coefficient, which is a measure of the linear association between two variables. It always takes on a value between -1 and 1 where: -1 indicates a perfectly negative linear correlation between two variables Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 6
  • 7.
    What are theuses of multiple correlation? A multiple correlation coefficient (R) yields the maximum degree of liner relationship that can be obtained between two or more independent variables and a single dependent variable. Dr. Ashish Suttee, M.Pharm., MBAHCS., PGD Stat., Ph.D. 7
  • 8.
    Dr. Ashish Suttee,M.Pharm., MBAHCS., PGD Stat., Ph.D. 8