EXCEL 2007: Two-Variable Correlation
A. Colin Cameron, Dept. of Economics, Univ. of
Calif.
- Davis
This January 2009 help sheet gives information on
- Correlation coefficient.
- Calculation using the Data Analysis Add-in.
- Calculation using the CORREL function.
- Covariances.
CORRELATION COEFFICIENT
The correlation coefficient between two series, say x and y,
equals
Covariance(x,y) / [Sqrt(Variance(x)) * Sqrt(Variance(y))]
where
- Covariance(x,y) is the sample covariance between x and y:
(1/(n-1)) × Σ i (xi - xbar)(yi
- ybar)
- Variance(x) is the sample variance of x: (1/(n-1)) × Σ
i (xi - xbar)2
- Variance(x) is the sample variance of y: (1/(n-1)) × Σ
i (yi - ybar)2
CALCULATION USING THE DATA ANALYSIS ADD-IN
This requires the Data Analysis Add-in: see Excel 2007: Access and Activating the
Data Analysis Add-in
The data used are in carsdata.xls
We consider only two series, but we could do the same for more than two
series.
- In the Data Group select the Data Analysis Add-in
- Select Correlation
- Fill out the Correlation dialog box as below
![Correlation](correlation1.gif)
Hit enter yields
![Correlation](correlation2.gif)
The correlation coefficient is 0.894427.
This can be extended to several series.
For example if there are data in columns A, B, C, D and E then the
array chosen is A1:E6 and produces a 5 x 5 table of correlations.
CALCULATION USING THE CORREL FUNCTION
This does not require the Data Analysis Add-in
- Click on the cell you want result to appear on.
- On the Formula Tab select the Function Library group and More
Functions and Statistical
- Select Correlation and fill out the dialog box as below
![Correlation](correlation3.gif)
Alternatively directly type = CORREL(A1:A6,B1:B6) which
yields
0.894427.
Note that Excel dropped the first row (or labesl).
= CORREL(A2:A6,B2:B6) yields the same result.
COVARIANCE
This is obtained in a similar way to correlation.
- We can use Data Analysis Add-in and Covariance
- We can use function CORREL
IFor example, = COVAR(A1:A6,B1:B6) yields
0.8.
For further information on how to use Excel go to
http://cameron.econ.ucdavis.edu/excel/excel.html