Attendance and payroll calculation
Human Resources · Payroll & HR Specialist
“Attendance and payroll calculation” (Human Resources) was largely replaced by AI in 2022, after AI entered in 2012.
AI enters
2012
Largely replaced
2022
Replacement progress
100%
Technology / key factor
HR SaaS
What this task is
Payroll specialists tally each employee's attendance, overtime and leave every month, then calculate gross pay, social insurance contributions and income tax, and issue pay slips to everyone on time.
How AI replaces it
HR SaaS platforms spread from 2012, collecting clock-in data automatically and calculating pay, contributions and tax by rule. By around 2022, the task was mostly system-run.
What stays human
Specialists check unusual attendance and pay data, update calculation rules whenever tax or social insurance policies change, and answer employees' individual questions about their pay.