EXCEL 97: ANOVA

A. Colin Cameron, Dept. of Economics, Univ. of Calif. - Davis

This September 1999 help sheet gives information on analysis of variance (ANOVA) Since ANOVA can be implemented by regression, analysis of economics data usually does not give separate treatment of ANOVA.
 

ONE-FACTOR ANOVA

ANOVA single factor tests for difference means for k  related sets of measures on continuous data.

Let y1, y2, .... be one data series with mean mux.
Let x1, x2, .... be a second data series with mean muy.
Let z1, z2, .... be a second data series with mean muz.
and so on.
Each series is an independent set of measures on the same object.

Then we consider the test of
H0: muy = mux = muz = --
versus
Ha: at least one of muy,  mux, muz, ... not equal to 0

As an example, consider the same data as in  Excel: Difference in Two Means
Use Tools | Data Analysis | ANOVA: Single Factor
Select the input range to be the two series (list price and sale price)
To get  a p-value = 0.704987335.

This is the same result as using a test for difference between unpaired means with equal variances,
such as by using Tools | Data Analysis | t-test: Two-Sample assuming Equal Variance.
 

TWO-FACTOR ANOVA

One can extend one-factor ANOVA to two-factor ANOVA. See a textbook.
 

REGRESSION FOR ONE-FACTOR ANOVA

One can use regression to implement one-factor ANOVA.
Let there be k series: series 1, series 2, ..... , series k.
Stack all the series into one long column (along with an indication of which series it comes from).
Create (k-1) dummy or indicator variables D2, ..., Dk
where D2 = 1 if series 2 and 0 otherwise, D3 = 1 if series 3 and 0 otherwise, and so on.
Regress the long stacked series on a constant and k separate regressors.
Then test H0: using the F-test for the overall fit of the regressors D2, ...., Dk.
This is the p-value given at the end of the ANOVA table that comes with regression output.

One can also use regression to implement two-factor ANOVA.
 

For further information on how to use Excel go to
     http://www.econ.ucdavis.edu/faculty/cameron