Digital imaging systems and methods are described for analyzing pixel data of an image of a
skin area of a user for determining
skin hyperpigmentation. A plurality of training images of a plurality of individuals are aggregated, each of the training images comprising pixel data of a respective
skin area of an individual. A
skin hyperpigmentation model, trained with the pixel data, is operable to output, across a range of a
skin hyperpigmentation scale,
skin hyperpigmentation values associated with a degree of skin
hyperpigmentation. An image of a user comprising pixel data of at least a portion of a user skin area is received and analyzed, by the skin
hyperpigmentation model, to determine a user-specific skin hyperpigmentation value of the user skin area. A user-specific electronic recommendation addressing at least one feature identifiable within the pixel data is generated and rendered, on a display screen of a user computing device.