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How to Read Your Monthly Payroll Report Without Missing Anomalies

Zaffre HRM Team · May 30, 2026

Most CFOs glance at the monthly payroll total, compare it to last month, and move on. The report can tell you much more: anomalies, trends, pressure from statutory contributions, and surprises on individual payslips that point to process problems. Here is how to read a monthly payroll report properly.

The 6 things to check in every monthly payroll

1. Headcount reconciliation

Number of payslips generated vs number of active employees at month-end. If they disagree, investigate:

  • Resigned employees still in payroll (terminate them)
  • New joiners missing payslip (mid-month proration issue)
  • Hold-status employees expected to be released

2. Total payroll cost vs trend

Plot last 6 months. Look into any sudden jump (+5% or more) that has no obvious cause such as raises or hiring.

  • One-time bonuses paid?
  • Arrears for a backdated revision?
  • Significant overtime spike?
  • EOBI / PESSI rate change?

3. Statutory contributions reconciliation

  • EOBI: total employer + employee contributions vs registered employees × contribution rate
  • Provincial SS (PESSI / SESSI / etc.): total vs registered × rate
  • WHT: total withheld vs expected based on tax slabs
  • Professional tax (where applicable)

Discrepancies suggest configuration errors or missed employees.

4. Overtime distribution

Plot overtime cost by department. An outlier, such as one department running 3x the average overtime, usually means bad scheduling, understaffing or overtime abuse. Find out which.

5. Leave deduction reconciliation

Unpaid leaves taken this month × per-day rate = expected deduction total. Reconcile this with the actual deductions on payslips and look into any mismatch.

6. Loan / advance balances

Outstanding loan / advance balance per employee, expected deduction this month, actual deducted, new outstanding. Track to ensure recovery is on schedule.

The 8 anomalies a good payroll report flags automatically

1. Salary above expected range

An employee whose net pay is significantly higher than last month (and not because of a known increment): check for arrears, bonus, allowance addition that may have been entered wrong.

2. Salary below expected range

A significant drop: check for unpaid leave, large deduction, withholding tax bump.

3. Negative net pay

Deductions exceeding earnings. Rare, but possible for an employee in heavy loan recovery. Hold the payslip and review it.

4. Zero pay

Either full month unpaid leave (legitimate) or processing error (illegitimate). Verify.

5. Missing payslip for active employee

Did they get filtered out? Check active status, attendance source, payroll inclusion criteria.

6. Payslip for resigned employee

If an employee resigned and is on final settlement, they should not appear in regular payroll. If they do, the resignation status was not processed in time.

7. WHT spike for individual employees

An employee whose tax deduction jumped sharply, usually because of a year-end catch-up. That should be expected. Flag it if it wasn't.

8. Loan recovery completion

The employee finished paying off a loan this month, so next month their net pay will be higher. Tell them before payday.

The monthly review meeting

HR and finance, plus operations if useful, should run a 30-minute monthly payroll review:

  • Total cost vs trend
  • Headcount reconciliation
  • Statutory contributions reconciliation
  • Overtime by department
  • Anomalies flagged
  • Resolutions documented

Skipping this is how the company drifts into compliance issues that surface only at audit.

The year-end view

Aggregate the monthly data:

  • Total annual payroll cost vs budget
  • Department-wise totals
  • Overtime as % of payroll (should be tracked over time)
  • Statutory contributions paid for tax filing
  • Per-employee year-end salary tax certificates

What HR / payroll software must provide

  • Monthly summary dashboard (cost, headcount, trends)
  • Automatic anomaly detection
  • Statutory reconciliation views
  • Department / location drill-downs
  • Year-on-year and month-on-month comparisons
  • Per-employee history and projections
  • Export to accounting / general ledger formats

The Zaffre HRM payroll reporting fit

Zaffre HRM includes live payroll dashboards, anomaly detection, statutory reconciliation, department drill-downs and year-on-year comparisons. Monthly review is a 10-minute task instead of a 2-hour spreadsheet exercise.

Book a demo for a payroll-reporting walkthrough.