I think of pretty much everything I learned as a scientist, the one fact I probably make the most use out of in daily life is that the Fisher information of independent experiments simply adds.
That's somewhat of a joke, but also somewhat serious: it's how you get things like that you need quadratically many samples of a binomial distribution with the error you want to achieve — a fact that on its own dramatically changes how I read the news.