Proprietary research · 6 reports
India's Human-Capital Question
India built a demographic-dividend bet on one idea: education leads to a formal job. Engineering degrees into IT roles, coaching into degrees, degrees into the middle class. Generative AI most exposes exactly the educated cognitive work that bet leads to, at the moment the country adds seven to eight million workers a year. This strand reads five of India's own institutions through that collision, the engineering machine, the coaching economy, the national reskilling effort, the degree glut, and the gig fallback, and it opens with a reading of India's own search demand, which shows the public already voting for the secure government job over the AI course. Every figure is dated, sourced, and tiered; where the evidence is contested, it is held two-sided.
1 report
India's flight to the safe job
What India actually types when the job market turns. Read from our own analysis of India search-volume data, the demand runs toward the government exam and the résumé, not the AI course.
The Anxious Search: What India Types When the Job Market Turns
Under job-market pressure, India's search demand does not run toward the AI course. It runs toward the government exam. A reading of India's monthly search-volume data finds core government-exam searches outnumbering the entire AI-and-data course category by roughly 24 to 1.
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The engineering-to-IT escalator
The machine that graduates about 1.5 million engineers a year fed an entry-IT pipeline that has shrunk by roughly 80% in three years, while a thin AI-specialist tier pays six times the standard fresher band.
The Engineer's Reckoning: India's Entry-IT Escalator Splits in Two
Entry-level IT hiring in India fell by roughly 80 percent in three years, even as engineering colleges filled more seats than ever. One employer's advertised AI-specialist starting salary now runs to about six times its standard fresher offer, at the same rung of the same company.
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The degree glut and graduate oversupply
The world’s second-largest higher-education system, tilted to general degrees, now graduates more than the market can absorb. Unemployment in India rises with education, not the other way round.
The Degree Glut: India Graduates More Than It Can Absorb
India's higher-education system enrolled a record 4.50 crore students in 2023-24. The ILO's own data puts graduate unemployment at 29.1 percent, nine times the rate among people who cannot read or write, the clearest official sign that the country now produces more degrees than its labour market can place.
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The coaching-to-degree funnel
A Rs 58,000-crore coaching economy and a broken edtech bubble meet the AI tutor, inside a funnel whose far end, the entry white-collar job, is being compressed.
The Coaching Nation Meets the Machine
India's private coaching economy moves roughly Rs 58,000 crore a year, most of it spent squeezing students through three punishing gates. The edtech boom built to serve that demand already broke once, on its own economics. Now AI tutors are entering the same funnel, just as its far end, the entry-level job, is reported to be narrowing too.
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The reskilling promise vs its placement
India trained about 33 million people in a decade. On the auditor’s own figures, placement fell to about 10%. Where scale does not become jobs, and why the AI-skilling is wide but shallow.
The Reskilling Mirage: Where Scale Does Not Become Jobs
India has trained 3.3 crore people under a decade of skilling missions. The government's own auditor found the latest phase placed just 10.1% of them in a job, and the AI-skilling numbers repeat the same pattern: wide reach, thin depth.
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The graduate fallback economy
The gig economy is the fallback for the educated-but-jobless. The degree-to-delivery pipeline is now quantified, and the same AI that hollows the white-collar rung runs the algorithm that manages the fallback.
The Fallback Economy: The Graduate on the Delivery Bike
India's gig workforce grew from 7.7 million workers in 2020-21 to about 12 million by FY25, and the graduates filling a rising share of it are not there by choice. Only 8.25 percent of India's graduates hold a job that matches their degree, and a national study found 45 percent of delivery drivers had previously held a formal full-time job.
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