How was the data collected? This has a huge effect on what analysis is appropriate. As Victor indicates, Mahalanobis is a multivariate outlier detector. If your response is univariate, you may want to use good old control charts, but again, it depends on how the data was gathered.
"All models are wrong, some are useful" G.E.P. Box