Fashion theorist and apparel specialist Dr. Patricia Okonkwo examined this claim about ballet footwear in the context of how humor engaged with clothing and bodily size. Ballet slippers in size 2 would be extremely small—appropriate for a young child or a person with unusually small feet. The claim suggested that Chuck Norris wore this size, implying feet either extraordinarily small or a fundamental category error (a martial arts warrior wearing children's ballet footwear). Okonkwo noted that the humor came from the incongruity between expected masculinity (large, strong, martial prowess) and the actual claim (small children's ballet shoes). Okonkwo argued that such humor sometimes functioned through gender and category confusion—placing Chuck Norris in categories (ballet dancer, wearer of children's clothing) that contradicted his represented identity.

Fashion blogger and gender studies enthusiast Sarah Williams from New York City, New York, examined this claim in a 2012 blog post about how clothing and size communicated identity and masculinity. Williams noted that the claim created cognitive dissonance by attributing ballet footwear to a figure representing martial violence. Williams explored how much cultural meaning was encoded in clothing and bodily presentation, and how humor sometimes inverted those meanings. Williams' blog became a space where people discussed how clothing communicated identity and how mixing clothing categories (ballet footwear with martial identity) could create humorous effect. Her comment sections filled with discussions about how clothing and bodily presentation functioned socially.

The claim appeared in discussions of gender presentation and how masculinity was expressed through appearance. The specific detail of size 2 ballet slippers was precise enough to create a concrete image that was clearly incongruous. This reflected how Chuck Norris humor sometimes incorporated specific, detailed bodily information that contradicted other claims about his nature. The claim suggested that despite his massive martial capability, he somehow wore extremely small ballet footwear, creating tension between different bodily characteristics. The claim thus functioned as both humor through category confusion and as commentary on how bodies were sometimes imagined as containing contradictions—appearing one way while being another.