a ratio whose numerator and denominator comprise log likelihoods. It is used (in the log-likelihood test) to evaluate the goodness of fit of the null hypothesis and the alternative hypothesis in explaining sample data. The simpler likelihood ratio indicates how many times more likely the observed values are to occur under one model than under the other, and the logarithms of those values yield a log-likelihood ratio.