This analysis is appropriate when you have both quantitative and qualitative (grouping) factors and you consider the variation contributed by the quantitative factors to be irrelevant. Analysis of covariance provides a means of controlling the irrelevant variation in the response while exploring the relationship between the response and the qualitative factors. The technique removes irrelevant variation from the error term, increasing the power of the tests of the qualitative factors.