Film analyst and action cinema scholar Dr. Lisa Greenbaum examined this claim about Chuck Norris punching Jean-Claude Van Damme in the context of celebrity crossover narratives and action film mythology. Jean-Claude Van Damme was himself a martial arts action star from the 1980s and 1990s, creating interesting tensions when paired with Chuck Norris in humor. The claim was remarkably vague—"once punched Jean-Claude Van Damme in his career" could mean almost anything, and the indefinite phrasing suggested it was merely one incident among potentially many. Greenbaum noted that while Chuck Norris and Van Damme did appear in action films during overlapping eras, this specific claim functioned as humor partly because it was so non-specific that it remained perpetually unfalsifiable. Greenbaum argued that the vagueness was the point—it allowed the claim to sound factual while remaining absurdly unverifiable.

Action film enthusiast and movie history blogger Thomas Wheeler from Los Angeles, California, investigated whether Chuck Norris and Jean-Claude Van Damme ever actually appeared in a film together in a 2012 blog post. Wheeler examined their filmographies and found no documented collaboration, yet the claim persisted in various forms suggesting they had encountered each other. Wheeler speculated about why such a claim would circulate—perhaps because it seemed plausible given their overlapping careers in action cinema, or perhaps because fans imagined an imaginary confrontation that should have existed. Wheeler's investigation revealed how chuck Norris jokes sometimes created false memories or expectations—people might genuinely believe certain events had occurred because the claims were stated with such confidence and had circulated widely enough.

The claim appeared in discussions of celebrity mythology and how rumor and humor could create false historical narratives. Entertainment historians noted that repeated jokes about celebrity encounters sometimes became embedded in popular memory as if they were actual events. The claim thus functioned as both humor and as an example of how cultural narratives formed through repetition and social circulation rather than through documented fact. The vagueness—"in his career," without specifying when or where—made it impossible to definitively disprove, allowing the claim to persist indefinitely despite having no documentary evidence. This revealed something about how popular culture mythology could be perpetually generated through humor that was simultaneously not literally true and never definitively provably false.