"AI governance must address India's informal women workers for inclusive growth"
Gender-Responsive AI Design
designing AI systems to account for differential outcomes across sex, location, caste, and work status, not just average performance
Gender Impact Assessment
systematic evaluation of whether an AI or policy intervention produces equitable outcomes for women across diverse socioeconomic contexts
India's labour market is structurally bifurcated: a small formal sector coexists with a vast informal economy that absorbs over 90% of the workforce. Women bear a disproportionate share of this informality — according to an ILO report, approximately 82% of working women in India are in informal employment, spanning agriculture, home-based production, domestic services, and micro-enterprises. The Periodic Labour Force Survey (PLFS) 2023–24 further reveals that 76.9% of rural women are engaged in agriculture, making them a primary constituency for any technology-driven rural transformation.
Historically, welfare frameworks for informal workers — from the Unorganised Workers' Social Security Act, 2008 to the e-Shram portal — have struggled to bridge the gap between legal recognition and actual benefit delivery. The Code on Social Security, 2020 formally recognised gig and platform workers as distinct categories, but implementation gaps persist. Against this backdrop, the rapid diffusion of artificial intelligence into agriculture, logistics, healthcare, and financial services introduces both a transformative opportunity and a structural risk: if AI systems are designed without accounting for the constraints of informal women workers — language barriers, mobility restrictions, low digital literacy, and land access patterns — they risk deepening existing inequalities rather than alleviating them.
India has built significant AI infrastructure in a short period. The IndiaAI Mission, the BHASHINI multilingual platform, and the India AI Governance Guidelines (released in 2025) — which articulate seven guiding principles including fairness and equity — form the policy scaffolding. The India AI Impact Summit 2026, held in New Delhi, further signalled institutional commitment, with its New Delhi Declaration structured around seven Chakras (Pillars) including Access for Social Empowerment and Secure and Trusted AI.
The central conceptual tension in AI-driven development is between aggregate productivity gains and distributional equity. AI systems are not neutral: their design choices — whose data they train on, which languages they support, which use cases they prioritise — embed assumptions about the intended user. When those assumptions default to urban, literate, formally employed, and male users, the resulting tools systematically underserve informal women workers even when nominally available to them.
Gender-responsive AI design addresses this by requiring that AI tools be evaluated not just for average performance but for differential outcomes across sex, location, caste, disability, and work status. A practical illustration is the Farmer.Chat platform, deployed across 12 states: a study found that 61% of women users reported improved quality of life within 45 days, with engagement levels two to three times those of male users — suggesting that when design accounts for women's specific constraints, meaningful uptake follows. …
Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi:
1.The Summit's intellectual framework was based on three foundational Sutras: People, Planning, and Progress.
2.The Preamble of the Summit stresses Democratising AI Resources, which acknowledges the Charter for Democratic Diffusion of AI as a binding framework to support locally relevant innovation and strengthen resilient AI ecosystems while respecting national laws.
3.The New Delhi Declaration on AI Impact was structured around seven Chakras (Pillars), which included Access for Social Empowerment, AI for Science, and Secure and Trusted AI.
Which of the statements given above is/are correct?
Consider the following statements regarding the AI Action Summit held in Grand Palais, Paris in February 2025:
I.Co-chaired with India, the event builds on the advances made at the Bletchley Park Summit held in 2023 and the Seoul Summit held in 2024.
II.Along with other countries, US and UK also signed the declaration on inclusive and sustainable AI.
Which of the statements given above is/are correct?
Which of the following best describes the BHASHINI platform in the context of India's AI ecosystem?
Consider the following pairs:
Scheme / Platform — Primary Target Group
1.DAY-NRLM — Rural women through self-help groups
2.DDU-GKY — Urban unemployed youth for formal sector placement
3.Mission Shakti's Sakhi network — Women's safety and empowerment at community level
Which of the pairs given above is/are correctly matched?
With reference to the New Delhi Declaration adopted at the India AI Impact Summit 2026, which of the following statements is/are correct?
1.It was structured around seven Chakras (Pillars).
2.'Access for Social Empowerment' and 'Secure and Trusted AI' are among its seven Chakras.
3.The Summit's intellectual framework was based on three foundational Sutras: People, Planning, and Progress.
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