Is a complicated strategy necessarily more powerful than a simple one?

A complex system may combine many indicators, filters, and conditions, but every additional component introduces assumptions that need testing. A simpler strategy can sometimes be easier to understand and maintain. What makes you trust a strategy: the number of concepts involved or the strength of its evidence?