The document summarizes key concepts about normal distributions and using z-scores. It includes examples of calculating percentages of data that fall within a certain number of standard deviations from the mean. It also discusses how to convert between standard and population normal distributions using z-scores. An example problem at the end solves for the percentage of marathon finishers with times between 285-335 minutes.