This question is related to probability and expected value.

as example, we have conducted experiment with 10 episodes and each episode had 1000 samples. Based on those samples we have calculated expected value of the outcome per episode and for all 10 episodes.

Question:

What are some of the benefits of using expected values when conducting experiments instead of simply using the result of one specific random episode?