The null hypothesis/significance testing (NHST or frequentist) analytical paradigm does not produce answers for environmental policy or regulatory decisions because rejecting the null hypothesis (of no difference between data sets) says nothing about why or by how much they differ. The likelihood (information theoretic) paradigm overcomes many of NHST’s problems and can be applied to environmental data when its limitations are understood.