The film lacks LGBTQ+ characters or explorations of non-heteronormative identities. Interpersonal dynamics focus strictly on platonic friendship and the shared goal of clearing the protagonists' names.

The core ensemble maintains a balanced gender ratio. While Velma and Daphne follow established archetypes, they demonstrate agency and pass the Bechdel test through meaningful dialogue regarding the mystery.

The cast is largely homogeneous, adhering to the franchise's traditional presentation. It avoids harmful stereotypes but lacks intentional efforts toward racial blending or diverse ethnic perspectives.

The story operates within a standard Western framework of adolescent adventure. It focuses on truth-seeking and restorative justice without engaging in significant anti-Western or anti-religious themes.

There are no visible or invisible disabilities portrayed within the central cast or the primary supporting roles.