In statistics and information theory, the expected formation matrix of a likelihood function is the matrix inverse of the Fisher information matrix of , while the observed formation matrix of is the inverse of the observed information matrix of . These matrices appear naturally in the asymptotic expansion of the distribution of many statistics related to the likelihood ratio.