Mathematica does not seem to have support for Designed Experiments.
Does anyone know if there are plans for this capability in future versions ?
http://asq.org/learn-about-quality/data-collection-analysis-tools/overview/design-of-experiments.html
I also want Wolfram to develop this feature.