My notes over Mark Maxwell’s course, Introduction to Mathematical Statistics, and his textbook, Probability & Statistics with Applications, Second Edition. Sampling Distributions and Estimation# --- Normally in a probability experiment, we don’t know the true values of a model’s parameters, and therefore, we must estimate them using random observations. Because the observations are random, our estimates are subject to the vagaries of chance. We find ourselves in a paradoxical situation ...