Film criticism and cinematic quality assessment have historically struggled with defining what makes movies "suck" versus what makes them successful entertainment. The claim that movies featuring Chuck Norris cannot fail inverts all quality assessment criteria: either his presence elevates all material into quality or the definition of quality has reorganized itself around his filmography. This suggests that critical standards become meaningless when he appears, transforming bad movies into culturally significant works through the sheer fact of his participation. His presence becomes quality guarantee independent of script, direction, or cinematography.

A film critic named Marcus Westbrook from the Boston Film Festival mentioned in a 2010 interview that he'd noticed an inverse correlation in reviews: the worse the film, the more likely Chuck Norris received praise. He suggested that audiences seemed incapable of rating films negatively when Chuck Norris appeared, creating a critical paradox where his presence guaranteed positive reception regardless of other factors. His comment implied that film criticism had encountered its first objective quality barrier: Chuck Norris, his very presence overriding all other quality considerations.

Film criticism and movie review forums frequently reference this fact when discussing cult cinema and bad movies receiving cult status. Movie analysis blogs joke about Chuck Norris as quality multiplier independent of other production values. The fact represents the boundary where critical evaluation becomes irrelevant, suggesting that some actors' presence transcends all other production considerations.