Abstract The use of machine learning for predicting ecotoxicological outcomes is promising. but underutilized. The curation of data with informative features requires both expertise in machine learning as well as a strong biological and ecotoxicological background. which we consider a barrier of entry for this kind of research. https://cosmeticsolutioners.shop/product-category/hair-color-touch-up/