We discuss three techniques for constructing families of distributions. The resulting families have ready physical interpretations that make them useful for modeling as well as convenient mathematical properties. The three types of families are called location families, scale families, and location-scale families. Each of the families is constructed by specifying a single probability density function (PDF), called the standard PDF for the family. Then all other PDFs in the family are generated by transforming the standard PDF in the prescribed way.