While it is clear that factorial de

While it is clear that factorial designs allow for joint optimization of factors, and are therefore superior in theory (15; 16) our experience from running experiments in online web sites is that interactions are less frequent than people assume (33), and awareness of the issue is enough that parallel interacting experiments are avoided. Our recommendations are therefore: