The law of large numbers states that as the number of observations drawn at random from a population with finite mean μ increases, the mean x of the observed values: tends to get closer and closer to the population mean μ . gets larger and larger. fluctuates steadily between 1 standard deviation above and 1 standard deviation below the mean. gets smaller and smaller.