There are numerous experimental designs that, while they don't have the predictive value of double-blind experiments, are found to have significant predictive v

There are numerous experimental designs that, while they don't have the predictive value of double-blind experiments, are found to have significant predictive value. The simplest way is to control for the confounding factors such as you describe. Google "Quasi-experimentation."