How Do You Compare Trading Strategies That Produce Similar Returns With Different Levels of Complexity?

A simple strategy may be easier to understand and execute, while a more complex approach may capture additional opportunities. How would you decide whether the extra complexity is worthwhile? Would you compare robustness, implementation errors, maintenance effort, and performance after realistic costs?