Mean, median, and mode are measures of central tendency that can be used to describe data sets. The mean is the average and includes all values, making it best for symmetrical distributions. The median is preferred for skewed distributions as it is not affected by outliers. The mode identifies the most frequent outcome and is useful for categorical preference data, though it can be problematic if there are multiple or outlier modes.