The document discusses different methods for calculating the arithmetic mean or simple mean of a data set. It defines the arithmetic mean as the sum of all observations divided by the total number of observations. It then presents three main methods for calculating the mean: 1) the coding method using an assumed mean, 2) the scaling method using an assumed mean and unit of measurement, and 3) the weighted mean which incorporates weights for each observation. Examples are provided to demonstrate calculating the mean for raw data sets, grouped data sets, and weighted data sets.