Abstract: Systems and methods for generating a personal profile and a recommendation based on the generated personal profile. The method includes generating a plurality of clusters, each cluster of the generated plurality of clusters including at least a set of variables for users included in the cluster, the set of variables related to at least one of gender, age, skin tone, acne marks, acne frequency, a lesion score, or a body distribution score, generating, for a new user, a profile, associating the generated profile into a cluster of the plurality of clusters, and generating, by a machine learning (ML) model, a recommendation for the user based on the associated cluster.