Your Payroll Processing Data Template

Universal process mining template
Your Payroll Processing Data Template

Your Payroll Processing Data Template

Universal process mining template

This is our generic process mining data template for Payroll Processing. Use our system-specific templates for more specific guidance.

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  • Define core data fields for a complete event log.
  • Identify key activities and milestones in payroll processing.
  • Access guidance for extracting data from various systems.
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Payroll Processing Attributes

This table details the recommended data fields and their descriptions that should be included in your event log for comprehensive payroll processing analysis.
5 Required 7 Recommended 5 Optional
Name Description
Activity Name
ActivityName
The name of the specific task, event, or step that occurred within the payroll process.
Description

The Activity Name describes a discrete action taken within the payroll lifecycle, such as 'Time Data Approved', 'Gross-To-Net Calculated', or 'Payment Executed'. Each activity represents a node in the process map and is associated with a specific timestamp.

This attribute is fundamental to process mining as it forms the basis of the process map. Analyzing the sequence, frequency, and duration of these activities reveals the actual process flow, identifies common pathways, highlights deviations from the standard procedure, and pinpoints bottlenecks where the process slows down.

Why it matters

It defines the steps in the process map. Analyzing activities is crucial for understanding what is happening, discovering bottlenecks, and identifying rework loops.

Where to get

Usually found in system logs, audit trails, or status fields within payroll transaction tables. It may need to be mapped from technical event codes to user-friendly names.

Examples
Time Data SubmittedPayroll Run InitializedGross-To-Net CalculatedPayment Executed
Event Timestamp
EventTimestamp
The precise date and time when the activity occurred.
Description

The Event Timestamp records the exact moment an activity was performed. This chronological data is essential for ordering events correctly and calculating the duration between different steps in the process.

In process mining, timestamps are used to construct the sequence of events for each case and to perform temporal analysis. This includes calculating cycle times between activities, identifying delays, measuring waiting times, and monitoring performance against service level agreements (SLAs). Accurate timestamps are the foundation of any performance-related process analysis.

Why it matters

This attribute is critical for sequencing events correctly and for all time-based analyses, including calculating cycle times, durations, and identifying bottlenecks.

Where to get

Found in system audit logs or as a 'creation date' or 'event time' field in payroll transaction records.

Examples
2023-12-15T09:05:00Z2023-11-30T14:22:10Z2024-01-15T11:00:00Z
Payroll Record ID
PayrollRecordId
A unique identifier for each distinct payroll record, typically combining an employee ID and a specific pay period.
Description

The Payroll Record ID serves as the unique case identifier for the entire payroll process for a single employee in a given pay cycle. Each ID represents one journey from time data submission to payment and reporting.

In process mining, this attribute is essential for stitching together all related activities into a coherent end-to-end process flow. It allows for the analysis of cycle times, variations, and bottlenecks for individual payroll records. Without a unique case ID, it would be impossible to trace the sequence of events and understand the process dynamics accurately.

Why it matters

This is the primary key that connects all process events into a single case, making it possible to analyze the end-to-end payroll cycle for each record.

Where to get

Typically generated by the payroll system or can be created by concatenating an employee identifier and a pay period identifier from payroll transaction data.

Examples
PAY-EMP1053-202312PR7883451EMP0098_PP24_2023
Last Data Update
LastDataUpdate
A timestamp indicating when the data for this event was last modified or extracted from the source system.
Description

The Last Data Update timestamp provides information on the freshness of the data. It indicates the last time the record was changed in the source system or when it was pulled into the dataset for analysis. This is distinct from the Event Timestamp, which records when the business activity actually happened.

This attribute is primarily used for data governance and validation. It helps in managing incremental data loads and ensuring that the analysis is based on up-to-date information. While not typically used for direct process flow analysis, it is crucial for maintaining the integrity and timeliness of the process mining dataset.

Why it matters

Ensures data freshness and is essential for managing incremental data loads, helping to confirm that the analysis reflects the most current information available.

Where to get

This timestamp is typically generated during the data extraction, transformation, and loading (ETL) process or is available as a 'last modified date' field in source system tables.

Examples
2023-12-16T02:00:00Z2023-12-01T05:10:00Z2024-01-16T01:30:00Z
Source System
SourceSystem
The system or application where the event data originated.
Description

This attribute identifies the source system from which the event data was recorded. In a modern payroll landscape, data may come from various systems, such as a Time and Attendance system, an HRIS, or the core payroll engine itself.

Analyzing the source system helps in understanding the integration points and data handoffs within the overall process. It can be used to filter the process for events originating from a specific application, which is useful for diagnosing integration issues or comparing processes that are managed in different systems.

Why it matters

Identifies where each process step occurs, which is crucial for understanding process fragmentation and identifying system-specific bottlenecks or integration delays.

Where to get

Often available as a standard field in data extracts, or it can be added during the data extraction process based on the origin of the data tables.

Examples
Payroll EngineTime & Attendance SystemHRIS CoreBenefits Admin Module
Cost Center
CostCenter
The department, business unit, or financial code to which the employee's payroll costs are allocated.
Description

The Cost Center is an organizational attribute that links payroll expenses to a specific part of the business, such as 'Sales', 'IT', or 'Manufacturing'. It is a fundamental element for financial reporting and management accounting.

Using Cost Center as a dimension in process mining allows for slicing and dicing the process data by business unit. This analysis can reveal if certain departments experience more payroll issues, delays, or manual corrections than others. These insights can help target process improvement initiatives to the areas with the greatest need or impact.

Why it matters

Enables organizational analysis to determine if payroll issues, delays, or inefficiencies are concentrated in specific departments or business units.

Where to get

Available in employee master data, HR organizational structures, or financial assignment tables within the payroll or HR system.

Examples
CC4510 - MarketingFIN-1001SALES-US-EASTIT-DEV-200
Gross Pay Amount
GrossPayAmount
The total calculated pay for the employee in this payroll record before any deductions or taxes are applied.
Description

Gross Pay Amount represents the total earnings of an employee for a specific pay period. It is a key financial figure calculated during the payroll run and serves as the basis for subsequent tax and deduction calculations.

While not a direct driver of process flow, this attribute is valuable for contextual analysis. It can be used to segment cases by value, for instance, to check if high-value payroll records are processed differently or are subject to more rigorous checks. It is also essential for financial impact analysis, such as calculating the total value of payments processed with errors or delays.

Why it matters

Provides financial context to the process, allowing for analysis of the monetary impact of delays, rework, or exceptions, and for segmenting cases by value.

Where to get

A standard output field from the gross-to-net calculation step, found in payroll results or transaction data tables.

Examples
2500.001575.505200.75850.00
Is Manual Correction
IsManualCorrection
A boolean flag indicating whether the activity involved a manual change, intervention, or data correction.
Description

This attribute is a true or false flag that identifies events where a user had to manually intervene in what should ideally be an automated process. This can include manually keying in missing data, correcting timesheets, or adjusting calculated results.

Manual corrections are a direct indicator of process inefficiency, risk, and poor data quality. Analyzing where and why these interventions occur is fundamental to process improvement. By filtering for manual corrections, organizations can pinpoint the root causes of rework, identify automation opportunities, and measure the 'First-Pass Yield' KPI. Reducing manual corrections leads to a more efficient, accurate, and compliant payroll process.

Why it matters

Directly measures process friction and inefficiency. High rates of manual correction indicate poor data quality, broken automation, and increased compliance risk.

Where to get

Can be derived from audit logs that track data changes by users, or from specific transaction codes that signify a manual adjustment.

Examples
truefalse
Pay Group
PayGroup
The specific payroll processing group to which the employee belongs, often defined by pay frequency and employee type.
Description

A Pay Group is a logical collection of employees who are paid on the same schedule, such as 'Bi-Weekly Salaried US' or 'Monthly Executive UK'. This attribute is used to manage and execute payroll runs for specific segments of the workforce.

In process analysis, filtering by Pay Group allows for comparing the performance and efficiency of different payroll cycles. This can uncover issues specific to a certain group, such as higher correction rates for weekly hourly employees versus monthly salaried ones. It also helps in understanding how process variations correlate with different pay schedules or employee populations.

Why it matters

Allows for comparative analysis between different payroll cycles, helping to identify if process issues are specific to certain employee populations or pay frequencies.

Where to get

Found in employee master data or payroll configuration tables, often labeled as 'Pay Group', 'Payroll Area', or a similar term.

Examples
US Bi-Weekly SalariedUK MonthlyCA Weekly HourlyExec Semimonthly
Pay Period End Date
PayPeriodEndDate
The final date of the pay cycle that this payroll record covers.
Description

The Pay Period End Date marks the cutoff for the time and attendance data included in a specific payroll run. It is a critical date that defines the timeframe of the earnings being processed.

This attribute is useful for trend analysis over time. By aggregating data based on the pay period end date, analysts can track KPIs like processing time, error rates, and manual corrections across different months or quarters. This helps in identifying seasonality, measuring the impact of process changes over time, and long-term performance monitoring.

Why it matters

Enables trend analysis of payroll performance over time, helping to identify seasonality or measure the impact of process improvements from one pay period to the next.

Where to get

A standard attribute in payroll calendar configurations and payroll transaction data.

Examples
2023-12-312023-11-302024-01-15
Payroll Run Type
PayrollRunType
Indicates the category of the payroll run, such as regular, off-cycle, or bonus payment.
Description

The Payroll Run Type classifies the payroll processing event. A 'Regular' run is part of the standard, scheduled cycle. An 'Off-Cycle' run is an unscheduled payment to correct an error or pay a terminated employee. Other types might include 'Bonus' or 'Commission' runs.

This is a powerful dimension for comparative analysis. Off-cycle payments are often a sign of process failure in the regular cycle and are typically more expensive and time-consuming to process. By filtering by run type, organizations can isolate and analyze the root causes of these exceptions, measure their frequency and cost, and compare the efficiency of different run types.

Why it matters

Distinguishes between standard and exceptional processing. Analyzing off-cycle runs is key to understanding process failures and reducing costly, non-standard payments.

Where to get

This information is typically available in the payroll run or batch processing tables within the payroll system.

Examples
RegularOff-CycleBonusCorrection
User Name
UserName
The name or ID of the user, employee, or system agent who performed the activity.
Description

The User Name identifies the individual or automated system responsible for executing a specific process step. This could be a payroll specialist, a manager approving time data, or a system account running an automated calculation.

This attribute provides a human-centric or system-centric view of the process. It is used to analyze workload distribution, individual performance, and team productivity. It can also help identify opportunities for training by highlighting users who frequently deviate from the standard process or are associated with high rates of rework. For automated steps, it helps distinguish between system-driven and manual activities.

Why it matters

Enables analysis of workload, team performance, and automation levels. It helps identify which users or teams are involved in rework or exceptions.

Where to get

Typically found in 'user ID', 'processed by', or 'action user' fields in system logs or transaction records.

Examples
Jane Doej.doeSystem.BatchMark Smith
Audit Exception Type
AuditExceptionType
Categorizes the type of warning, error, or compliance issue flagged during the payroll audit.
Description

When automated audits are run during the payroll process, they may flag records that violate predefined rules. This attribute captures the category of the exception, such as 'Missing Tax ID', 'Unapproved Overtime', or 'Gross Pay Anomaly'.

Analyzing the type and frequency of audit exceptions provides direct insight into data quality and compliance issues. This information allows organizations to perform root cause analysis, for example, determining if a spike in 'Missing Tax ID' exceptions is due to a faulty onboarding process. Tracking these exceptions is crucial for the 'Audit and Compliance Monitor' dashboard and for reducing risk.

Why it matters

Provides a direct way to measure and categorize data quality and compliance issues, enabling targeted root cause analysis to improve accuracy and reduce risk.

Where to get

This data is generated by the payroll system's internal audit or validation engine and is typically stored in audit logs or exception reports.

Examples
Unapproved OvertimeInvalid Bank DetailsGross Pay Threshold ExceededMissing Tax Information
Employee Type
EmployeeType
The classification of the employee, such as salaried, hourly, contractor, or temporary.
Description

Employee Type is an attribute from the HR master data that categorizes the workforce. Different types of employees often follow different payroll processes, have different data requirements, and are subject to different regulations.

Using this attribute as a dimension for analysis can reveal significant differences in process performance. For example, the process for hourly employees may involve more complex time data integration and be more prone to errors than the process for salaried employees. Comparing KPIs like cycle time or correction rate across different employee types helps tailor process improvements to the specific needs of each group.

Why it matters

Helps segment the process to reveal variations and issues specific to different workforce categories, such as hourly vs. salaried employees.

Where to get

This is a standard field in the employee master record within the HR or payroll system.

Examples
SalariedHourlyContractorFull-timePart-time
SLA Compliance Status
SlaComplianceStatus
A derived status indicating if a key milestone, like payment, was completed on time, early, or late relative to its deadline.
Description

This attribute categorizes the performance of a case against its defined Service Level Agreement. It is typically derived by comparing the actual timestamp of a milestone activity, like 'Bank Transfer File Generated', with the 'SLA Deadline'.

This provides a clear and immediate indicator of performance that can be used in dashboards and reports. Analyzing the Sla Compliance Status helps to quantify the scale of deadline misses and allows for drilling down into the process characteristics of late cases versus on-time cases. This is crucial for identifying the root causes of delays and improving the reliability and predictability of the payroll process.

Why it matters

Provides a simple, direct measure of performance against targets, making it easy to report on compliance and focus analysis on cases that failed to meet deadlines.

Where to get

This attribute is not found directly in source systems. It is derived by comparing the EventTimestamp of a milestone activity with the SlaDeadline attribute.

Examples
On TimeLateEarly
SLA Deadline
SlaDeadline
The target date and time by which a key process step, typically payment execution, must be completed.
Description

The SLA Deadline is a timestamp that represents the commitment for completing a critical part of the payroll process, such as generating the bank transfer file or executing payments. It serves as a benchmark against which actual performance is measured.

This attribute is essential for monitoring and analyzing SLA compliance. By comparing the actual completion timestamp of an activity with its SLA Deadline, organizations can identify breaches, measure the extent of delays, and proactively manage risks. It is a key component for dashboards related to payment performance and process reliability.

Why it matters

Defines the performance target, making it possible to measure SLA compliance, identify late payments, and analyze the root causes of delays.

Where to get

This may be a fixed field in the system based on pay cycle configuration or can be derived based on business rules (e.g., Pay Period End Date plus three business days).

Examples
2023-12-18T17:00:00Z2024-01-03T16:00:00Z2023-12-05T17:00:00Z
Tax Jurisdiction
TaxJurisdiction
The primary geographic location, such as a state or province, that governs the tax calculations for the payroll record.
Description

Tax Jurisdiction specifies the legal or administrative region for which taxes must be calculated and remitted. Payroll complexity can vary significantly between different jurisdictions due to different regulations, tax rates, and filing requirements.

Analyzing the process by Tax Jurisdiction can help identify regional challenges. For instance, it may reveal that payroll processing for a particular state or country is consistently slower or more error-prone. This could point to a need for better system configuration for that jurisdiction's rules, or additional training for specialists handling those regions.

Why it matters

Allows for analysis of process performance by geographic or legal region, helping to identify if complexity or errors are concentrated in specific jurisdictions.

Where to get

This is part of the employee's tax information setup within the payroll or HR system.

Examples
US-CAGB-ENGDE-BECA-ON
Required Recommended Optional

Payroll Processing Activities

This section outlines the key process steps and critical milestones to capture in your event log for accurate payroll process discovery and analysis.
7 Recommended 7 Optional
Activity Description
GL Data Transferred
Represents the transfer of payroll costing and financial data to the General Ledger or finance system. This event marks the accounting closure of the payroll cycle.
Why it matters

This is the final integration step, ensuring that company financials accurately reflect payroll expenses. Delays here can impact the speed and accuracy of the financial close process.

Where to get

Sourced from the logs of the GL interface or posting program. It is recorded upon the successful completion of the data transfer job.

Capture

Identify the completion timestamp of the job that posts payroll results to the financial accounting system.

Event type explicit
Gross-To-Net Calculated
The execution of the system's core calculation engine, which processes all earnings, deductions, and taxes to arrive at a final net pay amount. This is a machine-driven activity that transforms raw inputs into a payable result.
Why it matters

This is the heart of the payroll process. Measuring its duration and success rate is vital for assessing system performance and the impact of data quality on processing efficiency.

Where to get

Recorded in the payroll engine's process logs, often as the completion timestamp of the main calculation job or program for a given employee.

Capture

Use the timestamp logged upon the successful completion of the payroll calculation schema or function.

Event type explicit
Pay Slip Published
The event where the digital pay statement or payslip is made available to the employee through a self-service portal. This completes the communication loop regarding their pay.
Why it matters

Timely access to pay slips is crucial for employee satisfaction and transparency. Analyzing the lag between payment and publication helps assess the efficiency of post-payment communication.

Where to get

Sourced from the logs of the document generation or portal publishing service, or a status field on the employee's pay record.

Capture

Capture the timestamp when the payslip generation process completes or when the document's visibility status is set to 'Published'.

Event type explicit
Payment Executed
The effective date on which funds are made available to the employee or a check is issued. This marks the financial completion of the payroll obligation for the period.
Why it matters

This is the ultimate outcome of the payroll process from the employee's view. It is a critical date for measuring payment timeliness and overall process success.

Where to get

Often a calculated date based on the 'Check Date' or 'Pay Date' field defined in the payroll run. It can also be confirmed via bank reconciliation data.

Capture

Use the value from the 'Payment Date' or 'Check Date' field associated with the finalized payroll record.

Event type calculated
Payroll Run Approved
The final sign-off on the payroll results for a pay period, executed by an authorized user. This action typically locks the payroll data, preventing further changes and authorizing the system to proceed with payment.
Why it matters

This is the critical point of no return in the pre-payment process. It marks the end of the calculation and verification phase and is a key milestone for measuring on-time performance.

Where to get

Recorded as a formal status change in the payroll system, such as 'Finalized', 'Committed', or 'Approved'. This is an explicit user action with a clear timestamp.

Capture

Use the timestamp associated with the event that locks the payroll run, often labeled 'Finalize', 'Approve', or 'Commit'.

Event type explicit
Time Data Approved
Represents the formal approval of an employee's submitted time data by a manager or supervisor. This is a critical validation step that authorizes the recorded hours for payment processing.
Why it matters

Approval is a key gatekeeping step. Delays here directly impact the payroll timeline and can be a significant source of bottlenecks, making it essential for performance analysis.

Where to get

Found in the audit trail of the Time and Attendance or core HR system, usually recorded as a status change on the time record from 'Submitted' to 'Approved'.

Capture

Identify the event where the approval status of the time record is set to 'Approved' or 'Completed'.

Event type explicit
Time Data Submitted
Marks the initial submission of an employee's time and attendance data for a pay period. This event is the primary trigger for the active payroll cycle and is typically initiated by an employee or their direct manager.
Why it matters

This activity represents the starting point for most payroll records. Tracking its timing is crucial for measuring the overall payroll cycle time and identifying delays in data collection.

Where to get

Sourced from the Time and Attendance or Workforce Management module's transaction logs or workflow history, often tied to a status change on the timesheet record.

Capture

Capture the timestamp when the timesheet or time card status changes to 'Submitted', 'Pending Approval', or an equivalent state.

Event type explicit
Audit Exception Flagged
Indicates that the system's automated validation rules have detected an error, warning, or inconsistency in the calculated payroll data. This event triggers the need for manual review and intervention.
Why it matters

Flagged exceptions are the primary driver of rework and manual effort. Analyzing the frequency and type of exceptions helps identify root causes of process inefficiency, such as poor data quality or configuration issues.

Where to get

Generated by system validation checks during or after the calculation. This is typically found in error logs, audit reports, or as a specific status on the payroll record.

Capture

Capture the timestamp when an error or warning message related to the payroll record is generated and logged.

Event type explicit
Bank Transfer File Generated
The technical creation of the electronic payment file, such as an ACH or NACHA file, that contains payment instructions for the bank. This prepares the disbursement data for transmission.
Why it matters

This activity is the final technical step before funds are moved. Measuring the time from approval to file generation is important for ensuring compliance with banking deadlines.

Where to get

Captured from the execution logs of the payment file generation program or the creation timestamp of the output file itself.

Capture

Identify the completion timestamp of the system job or process that creates the direct deposit or bank transfer file.

Event type explicit
Payroll Data Corrected
A manual modification made to an employee's pay data by a payroll specialist to resolve a flagged exception or make a necessary adjustment. This represents a human intervention in the automated process.
Why it matters

This activity explicitly captures rework. Tracking corrections is essential for quantifying the manual effort required to produce an accurate payroll and for identifying common error types.

Where to get

Found in field-level audit trails or change logs for payroll data records. It is recorded whenever a user updates a critical pay-related field after the initial calculation.

Capture

Identify user-initiated change events in the payroll data tables that occur after the first calculation and before final approval.

Event type explicit
Payroll Result Previewed
Occurs when a payroll administrator generates or views a preliminary payroll register or report to verify the accuracy of the calculated results. This is the main human validation step before finalizing the pay run.
Why it matters

This activity signifies the start of the human review phase. Analyzing the time spent in preview and the number of preview-correct-calculate loops reveals inefficiencies in the validation process.

Where to get

Sourced from system logs that track report generation or user access to specific preview screens or documents.

Capture

Capture the timestamp when a user executes a 'Preview Payroll' report, 'Payroll Register' view, or equivalent verification function.

Event type explicit
Payroll Run Initialized
The official start of the payroll processing run for a specific pay period and group of employees. This creates the payroll case or record to which all subsequent calculations and actions are attached.
Why it matters

This marks the transition from data gathering to active processing. It serves as a baseline for measuring the core calculation and validation phase of the payroll cycle.

Where to get

Inferred from the creation timestamp of the payroll batch, pay run record, or the first entry in the payroll process log for a given cycle.

Capture

Capture the timestamp when a new payroll run or batch is created in the system for the relevant pay group.

Event type inferred
Supplemental Data Imported
Records the ingestion of external or non-standard pay data, such as commissions, bonuses, or one-time allowances. This data is merged with regular time data before calculation.
Why it matters

This activity highlights the process's dependency on external data sources. Analyzing the lag time for these imports is key to understanding and improving data integration efficiency.

Where to get

Typically captured from the logs of batch import jobs, data loader utilities, or the creation timestamp of specific pay component records.

Capture

Use the completion timestamp of the import job or the creation date of the supplemental payment records in the payroll system.

Event type explicit
Tax Filing Data Generated
The generation of statutory tax files and reports required by government agencies. This can involve creating files for third-party filing services or for direct submission.
Why it matters

This activity is critical for regulatory compliance. Monitoring its timely completion ensures that tax obligations are met and penalties are avoided.

Where to get

Captured from the execution logs of tax reporting jobs or the creation timestamp of the tax output files.

Capture

Use the completion timestamp of the system process that generates periodic or quarterly tax filing reports.

Event type explicit
Recommended Optional

Extraction Guides

How to get your data for process mining.

Extraction methods vary by system. For detailed instructions,

read our ETL guide

or select a specific process and system.