Standard deviation of Likelihood - sample size dependent?

This makes sense too: when you have very few data, the prior’s weight is more important in inference, so you have to use more informative priors if you wanna infer anything. That’s where domain knowledge enters the equation and allows you to choose sensible priors that will help inference, even when there isn’t much data