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vinod kumar

As seen in: Color Research & Application, ETCIO, MSN India, The Times of India, Wiley Online Library, Women's Health (SAGE Journal), NDTV, Taylor & Francis Online, The Indian Express, EurekAlert! and
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Articles

Punjab women trail nation in jobs, face higher unemployment

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By vinod kumar
| MSN India
Chandigarh: Despite visible social progress, women in Punjab continue to face significant barriers in entering and remaining in the workforce. Fewer women participate in the labour market than the national average, and those who do are more likely to be unemployed, according to Women and Men in India 2025: Selected Indicators and Data. The report shows Punjab's female labour force participation rate (LFPR) for those aged 15 and above stands at 30.2%, well below the national average of 40%.
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Punjab women trail nation in jobs, face higher unemployment

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By vinod kumar
| The Times of India
Trending Chandigarh: Despite visible social progress, women in Punjab continue to face significant barriers in entering and remaining in the workforce.
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AI can speed up grievance resolution in BFSI, but trust still needs a human touch

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By vinod kumar
| ETCIO
India's financial services industry is undergoing a significant transformation. Artificial Intelligence (AI) is increasingly being deployed across customer service, fraud detection, underwriting, claims processing, collections, and risk management. As financial institutions continue to digitise operations at scale, grievance redressal is emerging as one of the most impactful applications of AI.
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