The Prime Minister is right to celebrate: extreme poverty fell from 27.1% to 2.6% between 2011 and 2023, and 49.6 crore people crossed the poverty line. But the same World Bank brief records youth unemployment rising to 15.9%, real earnings flat, and poverty concentrating in the belt from Uttar Pradesh to West Bengal. The Decent Work Index is still low, and AI is thinning the entry rung. I propose a national job-quality dashboard beside the job count, and a paid apprenticeship or entry-level wage subsidy tied to verified skills credentials rather than degrees.
On Saturday the Prime Minister posted that India had gone from “more than 1 in 4 Indians” in extreme poverty to “roughly 1 in 38”: “Gareebi hatao was never a slogan for us. It is our commitment.” (The Times of India, 2 November 2026)
He is entitled to. The World Bank’s October 2026 Poverty and Equity Brief has extreme poverty at $3 a day falling from 27.1% in 2011 to 2.6% in 2023, with about 49.6 crore people crossing the $4.20-a-day line. Employment rose by 13.4 crore between 2017 and 2023, and the Gini index fell from 29 to 23.
Then read the rest of the same brief.
- Youth unemployment up from 14.6% (Q1 FY26) to 15.9% (Q1 FY27), rural young women worst hit.
- Real earnings broadly unchanged.
- Most new work in low-productivity activities.
- Median earnings of the top decile about 13 times the bottom decile’s, 2023.
- 57% of India’s poor in one belt, Uttar Pradesh to West Bengal.
The Hindu’s lead on 2 November puts a number on it. A Decent Work Index built from the PLFS rounds of 2017-18 and 2023-24 by Anukriti Negi, Priyabrata Sahoo and Santosh Kumar Dash rises from 0.247 to 0.302: progress, still low. Nearly 90% of the workforce is informally employed. Shift, they say, from a “job-counting approach” to a “job-quality approach”.
And the rung quietly being removed is the first one. ICRIER’s survey of about 650 IT firms across ten cities, between November 2025 and January 2026, found hiring moderating mainly at entry level — 55% of firms reporting lower entry-level employment — while 63% now hire for domain expertise combined with AI or data skills. Cyrus Guzder of the Logistics Sector Skill Council, which expects to need 43 lakh more workers by 2030, says: “Your job will not be taken because you don’t know AI. Your job will be taken by somebody who knows AI.” (The Hindu BusinessLine, 2 November 2026)
So: more jobs took 49.6 crore people out of poverty. Better jobs must carry the next leg, and the entry rung is exactly where AI is landing.
Graduates Without Jobs (29 March 2026) noted that 67% of India’s unemployed youth were graduates; National Job Skilling Policy (8 April 2026) backed employer incentives and apprenticeship scale-up. Today makes both more urgent.
Two suggestions. Publish a job-quality dashboard beside the job count — quarterly: share of new jobs with a written contract and PF or ESI cover, real median earnings by decile, entry-level hiring by sector, Decent Work Index by State. e-Shram and PLFS already hold the raw material. That is a reporting decision, not a new scheme.
And pay for the first job: a time-bound stipend or wage subsidy for every entry-level hire under 30, released against a verified skills credential mapped to the task, not a degree. Apprenticeships qualify. The demand is visible; we are subsidising the wrong signal. Dashboards get gamed and subsidies leak — still, counting quality honestly is the cheapest step we have not taken.
With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
2 November 2026
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