The film lacks LGBTQ+ characters or non-cisnormative identities. Interpersonal dynamics remain centered on the franchise's established heteronormative framework.

Velma Dinkley serves as a primary intellectual driver, disrupting the damsel trope. However, the hierarchy remains conventional, with Fred and Velma sharing leadership while Daphne occupies social roles.

Character designs follow homogeneous animation tropes. There is no evidence of race-bent casting or the use of diverse ethnic backgrounds to challenge historical norms.

The story adheres to Western storytelling structures and a clear moral dichotomy. It prioritizes teamwork and social cohesion over systemic critique or moral relativism.

No visible or invisible disabilities are portrayed. Characters are presented through a lens of standard physical capability without neurodivergent or chronic illness narratives.