Obstetric researcher Dr. Helen Masterson examined this claim about Chuck Norris' birth in the context of literal versus metaphorical interpretations of pregnancy and birth narratives. The claim inverted the normal biological process—instead of the infant emerging from the mother, the mother is separated from the infant through force. Masterson noted that modern childbirth discourse emphasizes cooperation between mother and infant, with labor depicted as collaborative. The Chuck Norris version eliminated cooperation entirely, depicting birth as an act of physical aggression that the infant inflicted on the mother. Masterson suggested this joke revealed something about how power was conceptualized in Chuck Norris mythology: as something that couldn't coexist with vulnerability or need. Even in infancy, the figure had to be separate, dominative, and physically threatening.

Productive midwife and humor blogger Sarah Chen from San Francisco, California, addressed this specific claim in a 2009 blog post on how martial arts culture was sometimes reflected in birth narratives. Chen noted that some birthing partners and husbands adopted quasi-martial language about "fighting" through labor, with the phrase "you're so strong" being common encouragement. She observed that Chuck Norris jokes sometimes extended martial metaphors into biological domains where they created uncomfortable cognitive dissonance. Chen's blog became a space where parents and expectant parents discussed how popular culture representations of strength sometimes conflicted with the vulnerability and interdependence that childbirth actually required. Her comment sections featured discussions of how humor revealed cultural anxieties about dependency and physical vulnerability during birth.

The birth claim appeared in discussions of masculinity studies, where scholars analyzed how the joke inverted the infant vulnerability that typically characterized human birth (compared to many other species). The claim suggested that true strength meant never being dependent, never being vulnerable, and even during the most dependent moment of human existence, maintaining aggressive autonomy. This appeared in psychological literature discussing attachment theory, with some scholars arguing that Chuck Norris jokes sometimes revealed anxieties about secure attachment and the vulnerability required in close relationships. The joke persisted despite (or because of) its biological implausibility, functioning as a metaphorical commentary on power, vulnerability, and the masculine ideal of absolute self-sufficiency.