Topic

Payroll data

Administrative records of who is employed and paid, used in economics as an employment measure that is harder to distort than job advertisements or survey recall.

Current clusters

build1 publisher

Payroll counts put the developer employment drop inside the 22-to-25 age band

A dev.to post treats Stanford's Digital Economy Lab payroll analysis as a near-20% fall for developers aged 22 to 25 since late 2022, while employment for the over-30s in the same AI-exposed roles grew. The author says the cause is unsettled.

Publishers:dev.to

Reality

Evidence32
Adoption45
Hype gap+18
Incentives60
Confidence42