Attendance analytics improves payroll accuracy by identifying the workforce data issues that cause payroll corrections. These may include missed punches, delayed approvals, overtime disputes, leave-attendance mismatches, shift errors, and manual adjustments. Tracking these patterns helps HR reduce payroll disputes and improve closure speed.