In reality, you're usually be able to gauge some estimates of the moments of the population distribution before you have to make any decision (which also aren't always final). Ie, you'll be interviewing a couple of candidates before you send out any rejections, you'll see several potential mates before you narrow in on one, you know from experience what a nice appartment looks like when you visit one,...
There are also other problems in other potential applications: a gig economy worker needs to not only optimize the value of the next gig but also the time spent searching for the next gig, when buying a used car the biggest problem is the information asymmetry regarding the true value of the car, not that it's gone if you don't buy right away,...