Provided herein are methods for directing differentiation of human pluripotent stem cells into a three-dimensional multilayered skin composition comprising an epidermal layer, a dermal layer, and a plurality of cells capable of forming a functional hair follicle. Also provided herein are three-dimensional, multilayered engineered skin compositions and methods of using the same for drug screening, for screening compounds for effects on hair growth, and for other applications.