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The model evidence is a vital quantity in the comparison of statistical models under the Bayesian paradigm. This study presents a review of commonly used methods. We outline some guidelines and offer some practical advice. The reviewed methods are compared for two examples; non‐nested Gaussian linear regression and covariate subset selection in logistic regression.