Jobs going away
Roles where technology is reducing the amount of human labour required — task by task, not overnight.
We do not claim a job is “gone.” We analyse which tasks are automatable, what still needs humans, and whether the occupation shrinks or disappears.
Manual transfer of standard information is shrinking as documents become machine-readable and business systems exchange data directly.
Speech recognition has made first-pass transcription abundant; value is moving to verification, specialist terminology, and accountable records.
Transaction capture and routine reconciliation are being automated, while controls, exceptions, cash insight, and business advice remain human-led.
Routine calls are moving to self-service and voice automation, leaving humans with emotionally difficult, ambiguous, and high-consequence cases.
Standard payroll calculation is software-led; human work is concentrating in exceptions, compliance interpretation, controls, and employee resolution.
Manual execution of predictable test cases is shrinking, but quality engineering, exploratory testing, risk analysis, and AI-system evaluation are expanding.