The randomness is whether the committee reading your essays read them before or after lunch, or if something you wrote reminded them of their first romance, etc. etc. etc. The scores may not be "random" in the truest sense of the word, but the latent state that determine them is unknowable a priori and therefore the scoring ends up being highly stochastic.