Definition. The analysis of covariance (ANCOVA) is a technique that merges the analysis of variance (ANOVA) and the linear regression. ... The ANCOVA technique allows analysts to model the response of a variable as a linear function of predictor(s), with the coefficients of the line varying among different groups.