insights
Why Kerala's youth employment numbers don't tell the full story
Official employment data misses a growing share of gig, freelance, and remote-first work among young graduates.
NIVA ONE Editorial Team••7 min read
Standard labor statistics were built for a different kind of economy. As more young graduates take up remote and platform-based work, the numbers meant to describe employment increasingly fail to capture it.
The measurement gap
Traditional surveys ask about formal employment status, often missing freelance and contract-based income entirely.
A generation redefining “work”
For many under-30 workers, a single formal job title no longer describes how they actually earn.