Variations in the form of the human face, which plays a role in our individual identities and societal interactions and exhibits extreme forms in a broad range of craniofacial syndromes and birth defects, have fascinated both geneticists and developmental biologists. Here, we review our current understanding of the genetics underlying variation in craniofacial morphology and dysmorphology, synthesizing decades of progress on Mendelian syndromes in addition to more recent results from genome-wide association studies of human facial shape and disease risk. We also discuss the various approaches used to phenotype and quantify facial shape, which are of particular importance due to the complex, multipartite nature of the craniofacial form. We close by discussing how experimental studies have contributed and will further contribute to our understanding of human genetic variation and then proposing future directions and applications for the field. Expected final online publication date for the Annual Review of Genomics and Human Genetics, Volume 23 is October 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.