Read "Data Analysis: A Bayesian Tutorial," by D.S. Sivia for an excellent introduction to experimental design for scientists. This gives you a quantitative approach to the design of experiments, with tools to properly evaluate your results.
I would also recommend the bayesian statistics book with the dogs on the cover. Can't remember its name off hand, but got handed a copy. Its a great foundation.