A friend and I put together an article about choosing an appropriate design for industrial experiments.

It is a non-technical discussion of factors that affect the choice of design when doing a designed experiment. This is followed by discussion and advice on what designs are appropriate in various circumstances. The advice is summarized into one figure at the end of the paper.

Hopefully you will all find it helpful and informative.

Tim F