Humans in the Loop (2024) Characters, Setting & Themes Explained

The film is set in a rural village in Jharkhand, India, within an Oraon Adivasi community. The story contrasts this ancestral village with Ranchi, the nearby city where Nehma previously lived. The setting highlights the intersection of Indigenous culture, land-based traditions, and new digital labor forces.

• jharkhand
• oraon
• rural village
• setting
• ranchi

The Oraon are an Adivasi (Indigenous) community primarily located in Jharkhand and surrounding regions. They are traditionally land-dependent and have distinct cultural practices. The film centers on an Oraon family navigating modern challenges while maintaining their tribal identity and connection to ancestral lands.

• oraon
• adivasi
• tribe
• jharkhand
• indigenous culture

Data labelling is the unseen labor where workers classify images and videos to train artificial intelligence systems. In the film, Nehma works at a local data-labelling center, teaching AI to identify objects. This work places rural Indigenous women at the foundation of AI technology, often without recognition or fair compensation.

• data labelling
• AI work
• artificial intelligence
• digital labor

The film explores three core themes: AI Ethics (how machine intelligence reflects human biases), Ecology and Labor (Indigenous women's work and ecological knowledge being devalued in data categorization), and the Mother-Daughter relationship (Nehma's bond with Dhaanu under pressure from migration and modernization).

• themes
• AI ethics
• ecology
• mother-daughter
• Indigenous labor

• nehma
• main character
• oraon woman
• mother

Dhaanu is Nehma's daughter who struggles to adjust to village life after leaving the city. She longs for urban life and represents the generational tension between staying connected to one's roots and seeking opportunity elsewhere. Her desire to escape highlights the pull of modernization on Indigenous communities.

• dhaanu
• daughter
• migration
• generational tension

The film shows how AI systems, trained on data labelled by marginalized workers, can absorb and reproduce existing prejudices. As Nehma observes the AI's learning process, she recognizes how algorithmic categories reflect caste, gender, and geographic biases, questioning whether technology can ever be truly neutral.

• AI bias
• caste
• social prejudice
• algorithmic discrimination

The film contrasts the deep ecological wisdom of the Oraon community with the rigid, simplistic categories imposed by AI systems. It argues that Indigenous knowledge, rooted in generations of land stewardship, gets devalued when translated into data labels, highlighting the exploitation of Indigenous labor in tech development.

• Indigenous knowledge
• ecological wisdom
• data labelling
• exploitation

Jharkhand provides the specific context of Adivasi communities facing displacement and economic marginalization. The rural setting underscores the contrast between traditional life and the new digital economy, showing how global tech companies extract labor from vulnerable communities far from Silicon Valley.

• jharkhand
• rural India
• Adivasi displacement
• tech extraction

The film is set in the present day, depicting how contemporary AI and digital labor networks reach into small villages in India. This timeframe emphasizes how modern technology intrudes into intimate family and community life, connecting rural communities to global tech supply chains.

• present day
• contemporary
• timeframe
• digital age

The mother-daughter relationship between Nehma and Dhaanu centers on differing perspectives about belonging and change. Nehma wants to keep her children connected to their village and culture, while Dhaanu yearns for the city life she remembers. This tension reflects broader questions of migration, identity, and what is lost when communities fragment.

• mother-daughter
• migration
• belonging
• generational conflict