Statistics, T Distribution, Hypothesis Testing, Central Limit Theorem, Data Science.
That sample distribution is NORMAL The standard deviation of this distribution (that is standard error) is Standard error formula (σ is the standard deviation of the population) I drew the picture below to better illustrate the theorem. NB: there could be a population with arbitrary distribution,