The film explores the evolving landscape of fan culture across different eras. While modern pop eras offer space to observe queer identities within fandom, specific depictions of non-cisnormative identities within the bands are not confirmed.

The documentary is structurally centered on male performers, reinforcing a male-centric gaze. However, it likely highlights the agency of female fanbases who drive the economic and cultural power of these groups.

The narrative achieves significant breadth by tracing pop from Western icons to the global dominance of K-pop. Centering Seventeen challenges Anglo-centric hegemony by presenting a multi-ethnic view of stardom.

The film adopts a sociological lens to examine industry structures. It critiques the capitalist machinery of the music industry and the systemic pressures placed on young performers during their rise and fall.

There is no specific evidence regarding the portrayal of neurodivergence or physical disabilities. This category cannot be meaningfully scored based on the available information.