The film lacks LGBTQ+ characters and does not explore non-heteronormative identities. The story remains focused on the protagonist's journey within a traditional social framework.

Shraddha is presented as a pillar of emotional and intellectual resilience rather than a passive romantic interest. The film avoids the damsel in distress trope by fostering a partnership of mutual agency.

The narrative explores intersectional identity through the lens of caste and class. By centering a protagonist from a marginalized, impoverished background, it deconstructs barriers within India's social hierarchy.

The film critiques systemic corruption and the 'cheating culture' within educational institutions. It portrays poverty with sociological depth, framing the struggle against class-based oppression as a central driver.

There is no explicit focus on physical or neurodivergent disabilities. However, extreme socioeconomic deprivation functions as an invisible burden on the protagonist's ability to function academically.