Strengthen your UPSC exam preparation with daily IAS and UPSC current affairs

Recent Developments:

• The growing adoption of Artificial Intelligence (AI) in India has renewed discussions on ensuring that technological productivity gains reach informal women workers, who constitute a significant part of the country’s labour force.
• Without gender-responsive AI governance and inclusive technology design, rapid digital expansion may deepen existing inequalities by excluding women facing barriers related to language, mobility, digital literacy and access to resources.
• India’s broader AI strategy, including the IndiaAI Mission, multilingual digital platforms and emerging AI governance frameworks, highlights the need to ensure that technological transformation supports inclusive growth and the vision of Viksit Bharat 2047.

Understanding AI and India’s Informal Women Workforce:

Role of Gender-Responsive Artificial Intelligence:

• Integrating Artificial Intelligence with India’s informal female workforce involves using technologies such as real-time advisory systems, natural language processing and automated decision-support tools to improve productivity in agriculture, domestic work and micro-enterprises.
• A gender-responsive AI approach focuses on designing technologies according to women’s specific needs, including regional languages, local livelihood patterns, limited mobility and unequal access to economic resources.
• Instead of replacing human labour, inclusive AI can democratise economic opportunities by providing women workers with better access to information, markets, financial services and skill development.

Key Data and Statistics:

• Approximately 82% of employed women in India are engaged in the informal sector, including agriculture, home-based production, domestic work and small-scale enterprises.
• According to the Periodic Labour Force Survey (PLFS) 2023–24, around 76.9% of rural working women are involved in agriculture, making them a major potential user group for AI-based agricultural advisory services.
• A 2024 study on the multilingual AI platform Farmer.Chat, conducted across 12 states, found that 61% of female users experienced improved quality of life within 45 days, while female engagement rates were 2 to 3 times higher than male users.
• These findings indicate that properly designed AI tools can significantly improve women’s access to knowledge, productivity-enhancing services and livelihood opportunities.

Potential of AI in Women-Led Informal Economy:

Agriculture and Rural Livelihood Transformation:

• Women farmers often face challenges related to limited access to agricultural information, credit facilities, markets and extension services, which can be addressed through AI-enabled advisory platforms.
• Voice-based AI tools can provide women farmers with personalised information related to crop management, weather forecasts, pest control, market prices and government schemes in their preferred languages.
• AI-based systems can reduce information gaps by delivering timely recommendations without requiring advanced digital literacy.
• In rural areas, AI can support women-led self-help groups and micro-enterprises by improving financial planning, market access and business decision-making.

Digital Public Infrastructure Support:

• India has developed important digital foundations, including the IndiaAI Mission, the Bhashini multilingual translation platform and national AI governance initiatives, which can support inclusive AI adoption.
• Multilingual digital infrastructure can help overcome language barriers by enabling women workers to interact with technology in regional languages.
• Public digital platforms can become effective tools for improving access to welfare schemes, financial services, agricultural support and entrepreneurship opportunities.

Governance Priorities for Women-Centric AI Adoption:

Ensuring Fairness and Accountability in AI Systems:

• The government should introduce mandatory Gender Impact Assessments for AI systems affecting economic welfare to examine whether outcomes differ across gender, caste, location and disability groups.
• AI governance frameworks should ensure that automated decisions related to credit access, employment opportunities and welfare delivery do not reinforce existing social inequalities.
• Public expenditure on AI should follow Gender-Responsive AI Budgeting by evaluating whether investments address barriers related to language, safety, affordability and accessibility.
• Transparent AI systems are essential because unexplained automated decisions can reduce trust among vulnerable communities.

Building Digital Skills and Safety Mechanisms:

• AI literacy programmes should be integrated into existing community-based initiatives such as Deendayal Antyodaya Yojana–National Rural Livelihood Mission (DAY-NRLM), Deen Dayal Upadhyaya Grameen Kaushalya Yojana (DDU-GKY), Skill India and Mission Shakti’s Sakhi networks.
• Community-level training should focus on practical outcomes such as accessing government services, using digital platforms, improving livelihoods and adopting AI-based tools.
• Digital safety should become a fundamental requirement for women’s participation in AI-enabled economic activities.
• Effective implementation of the Information Technology (Amendment) Rules, 2021 and mandatory identification of AI-generated synthetic content can help protect women from technology-enabled gender-based violence.

Challenges Associated with AI Adoption Among Informal Women Workers:

Algorithmic Bias and Lack of Transparency:

• AI systems trained on incomplete or unrepresentative datasets may reproduce existing gender stereotypes, social discrimination and economic exclusion.
• Algorithmic decision-making in areas such as employment selection, financial services and welfare distribution can negatively affect marginalised women if adequate safeguards are absent.
• The black-box nature of some AI systems creates difficulties in understanding how decisions are made, reducing accountability and public trust.

Digital Divide and Online Safety Concerns:

• Many informal women workers face barriers due to limited digital literacy, lack of access to smartphones, poor internet connectivity and regional language limitations.
• Conventional digital interfaces often fail to consider women’s time constraints, household responsibilities and specific livelihood conditions.
• Online harassment, deepfakes and non-consensual digital content can discourage women from participating actively in digital economic spaces.
• Technology-related violence can create a digital chilling effect, where fear of misuse prevents women from adopting beneficial digital tools.

Way Forward for Inclusive AI Transformation:

Strengthening Gender-Responsive AI Ecosystem:

• Government procurement policies should require AI platforms to include gender-responsive testing, regional language support and explainable decision-making mechanisms.
• AI systems should be evaluated not only on technical efficiency but also on their social impact, accessibility and ability to reduce inequalities.
• Expanding multilingual AI models based on Bhashini can enable women farmers and entrepreneurs to receive customised advice regarding crops, credit facilities and market opportunities.

Community-Based Digital Empowerment:

• Self-help groups and local community institutions should become important channels for AI literacy, digital training and technology adoption among informal women workers.
• Skill development programmes should focus on measurable outcomes, including improved income opportunities, better access to services and increased participation in digital markets.
• Inter-ministerial cooperation should strengthen cyber safety mechanisms and establish quick grievance redressal systems in regional languages, following recommendations related to women’s digital safety.

Value Addition for UPSC:

Prelims Facts:

• Artificial Intelligence refers to the capability of machines to perform tasks that generally require human intelligence, including learning, reasoning and decision-making.
• The IndiaAI Mission aims to develop a comprehensive AI ecosystem in India through infrastructure development, innovation support and responsible AI adoption.
• Bhashini is a multilingual digital language platform aimed at enabling access to digital services in Indian languages.
• Women’s empowerment through technology is linked with Sustainable Development Goal 5 (Gender Equality) and Sustainable Development Goal 8 (Decent Work and Economic Growth).

Mains Answer Enrichment:

• GS Paper II: AI governance requires balancing technological innovation with transparency, accountability, privacy protection and social justice.
• GS Paper III: AI can enhance agricultural productivity, promote digital economy, improve financial inclusion and support employment generation.
• Essay Linkage: The success of India’s AI transformation will depend on whether technological benefits reach vulnerable groups, especially women at the base of the economic pyramid.

Conclusion:

• The integration of gender-responsive Artificial Intelligence with India’s informal women workforce can transform technology into a powerful instrument of inclusive growth.
• However, achieving this potential requires accessible digital infrastructure, responsible AI governance, community-based skill development and strong protection against digital harms.
• By ensuring that women workers are not merely consumers but active participants in the AI ecosystem, India can make technological advancement a pathway towards economic empowerment and sustainable development