Economist on "Propensity score - why?"

I rarely see anyone use propensity scores, except when I'm reading a statistician on treatment effects, or if I'm reading something by Petra Todd. Then it's presented alongside other very common methods, like RDD. Can someone give me a lay person guide to why you would ever want to use it instead of regression? And maybe even crack the black box open for me a little bit.