What is the role of a control group when testing trading ideas?

When testing a new filter, traders may want to know whether it genuinely improves results compared with the original system. Comparing the modified strategy against an unchanged baseline can help answer that question. Have you ever tested an idea this way, and what did the comparison reveal?