By FaceIQ Labs' facial analysis, Vanilla Ice has an overall score of 7.7, 172nd of 986 men on the wiki, in the top 18%. The overall score is made up of Harmony at 7.2, Angularity at 9.2, Dimorphism at 8.1 and Features at 6.6; Angularity is the highest of the four and Features the lowest. At the top of his breakdown are Chin to philtrum ratio and Ear Protrusion Ratio, both at 10.0; at the bottom, Nasofrontal Angle at 2.8 and Nasal W to H ratio at 2.7. Closest on the wiki are Alain Delon (7.7), Çağatay ULUSOY (7.7) and Hernan Drago (7.7), while Hernan Drago (Prime) has the highest overall score at 8.7.

By overall score, Vanilla Ice is ranked 172nd of 986 men on the wiki, in the top 18%.

FaceIQ Labs measures Vanilla Ice's face from a front photo and a side profile and scores four sections: Harmony (7.2), Angularity (9.2), Dimorphism (8.1) and Features (6.6). The overall score of 7.7 combines them.