No LGBTQ+ characters or themes appear in the film. The narrative focuses on a heterosexual oil worker's revenge quest in a rural setting, devoid of queer representation.

The film features no transgender characters or themes, resulting in no portrayal to evaluate.

Female characters appear in supporting roles, but no scenes show them victorious in close-quarters physical combat against male opponents. Action sequences focus on male leads confronting antagonists through hand-to-hand and violent encounters.

The Roughneck presents original characters in an independent thriller narrative, with no adaptations or recasts from established source material, canon, or historical figures that involve gender changes.

The Roughneck presents original characters in an action thriller narrative without ties to prior source material, historical figures, or adaptations, precluding any race swaps.