Detection of alcohol misuse conditions is made possible by multivariate likelihood ratios approaches. Linear Discriminant Analysis in combination with likelihood ratio strategies are used to discriminate chronic from non-chronic alcohol drinkers. Anomalous cases related to several factors (e.g. hair treatments) can be detected, too. The present proof-of-concept approach might corroborate the conclusions of the traditional interpretation approach suggested by the Society of Hair Testing.