Start with the headline that gets quoted: youth unemployment is , down from 10.3% a year earlier. Against an overall rate of that is already a three-fold gap, and the average conceals more than it shows.
Two of those bars are the story. Urban youth unemployment is against 8.3% rural — and graduate unemployment is , more than three times the national rate. Unemployment in India rises with education and with urbanisation. That is not a story about a shortage of work; it is a story about a shortage of the work people have been trained to expect.
Then there is the group the labour-force framing misses entirely. of 15–59-year-olds are not in employment, education or training — 21.0% in the narrower 15–24 band. Keep the age band attached to that number whenever you use it; the two are frequently swapped.
The skilling story cuts both ways. Formal vocational or technical training reaches only of working-age Indians. Widen the definition to any training at all — informal, hereditary, on the job — and it rises to about . Those are two different claims about the same country and they are routinely quoted as one.
Meanwhile employability — the share of graduates assessed as job-ready — rose to , and the gender gap flipped.
Women surpassed men for the first time in five years — . Assessed employability is not the same thing as employment, and women's labour-force participation remains far below men's.
A 9.9% headline, an 11.2% graduate rate and a 24.9% NEET share describe three different labour markets. Which one a young Indian lives in depends mostly on where they were born and how long they stayed in school.