The precipitation that piles up during the winter makes a big difference when it comes to flooding. Admittedly that's more of a concern on rivers that lakes.a tiny bit, we get storms from hurricanes in the gulf sometimes. Our area historically doesn't get many tornadoes either.
The issue with lakes around here anyways, is they're all far from the city.