A family of distributions having probability density functions of a variety of shapes. The family was proposed by Karl Pearson in 1894 as a response to his recognition that not all populations had distributions that resembled the normal distribution. He proposed twelve types of distribution which are variants of three basic distributions: Type I (the beta distribution), Type VI (the F-distribution), and Type IV (now little used).