Why Paychex Flex Pro Matters for Payroll and HR Teams

Paychex Flex Pro is widely positioned as an integrated payroll and HR platform designed to reduce manual work for HR and payroll administrators while supporting more consistent compliance-oriented processes. For many organizations, the real value isn’t just “running payroll”—it’s creating a dependable operating rhythm around onboarding, time and attendance (where applicable), pay changes, reporting, and HR data management. In practice, the teams evaluating Paychex Flex Pro tend to focus on usability, workflow consistency, auditability of payroll actions, and the ability to scale processes without rewriting them every time the business grows.

From an industry-expert perspective, the top way to judge any payroll/HR suite is to assess how it affects three operational realities: (1) the time required to process common transactions (new hire setup, pay adjustments, terminations, corrections), (2) the reliability of outputs (payroll registers, reporting, and employee-facing information), and (3) how well the platform supports governance (role-based access, change tracking, and documented procedures). Paychex Flex Pro is typically discussed in precisely these terms—functionally oriented capabilities and operational governance—rather than as a single feature that solves everything.

It’s also worth noting that payroll and HR systems do more than move numbers. They become the systems that shape internal decision-making: who is allowed to change compensation, how approvals are captured, what “effective date” means in your organization, and how confidently finance can reconcile payroll outputs. When those elements are clear and repeatable, the platform becomes an enabler of operational maturity. When they’re unclear, even a feature-rich solution can still produce friction and rework.

For HR and payroll teams, the day-to-day experience often determines whether a system “matters.” That experience includes whether administrators can complete common tasks without hunting for instructions, whether payroll actions leave a clear trail, whether reports align with what downstream stakeholders expect, and whether the platform helps teams meet cut-off dates without panic. Paychex Flex Pro matters because it’s frequently framed as a system designed to support this entire operational context—not just isolated processing steps.

What Organizations Typically Use Paychex Flex Pro For

While feature sets can vary based on plan configuration and service agreements, payroll and HR systems in the Paychex Flex Pro category are generally evaluated for their ability to handle recurring HR transactions with minimal rework. In many deployments, organizations use the solution to coordinate payroll processing, manage employee-related HR activities, and support reporting needs. The goal is to reduce the gap between HR events (like job changes or onboarding) and payroll outcomes (like effective pay rates and proper deductions).

In practical terms, HR and payroll stakeholders often look for:

• Structured payroll workflows that standardize common payroll cycles.
• Employee information management so pay details are tied to accurate HR records.
• Process controls that help avoid errors and support internal review.
• Reporting and compliance support through consistent payroll output formats.
• Change management discipline so pay changes and deductions are correctly dated and approved.
• Employee communication alignment where self-service is offered, ensuring employees can see the information they need.

Because the payroll domain is heavily regulated, the “right” solution is rarely only about convenience; it’s about reducing risk through process discipline. Paychex Flex Pro is therefore often assessed alongside internal controls and the organization’s operational maturity.

In organizations with expanding headcount, the platform can become a backbone for repeatability. Instead of rebuilding processes each time the business hires in new locations, new teams, or new job structures, HR and payroll teams want a stable set of steps that can accommodate change. Paychex Flex Pro is frequently reviewed through the lens of whether it can help standardize those recurring HR transactions across business units.

Additionally, companies often evaluate such systems in relation to their HR service model. For example, HR teams may be responsible for capturing master data updates (like new addresses, benefit elections, or job classifications), while payroll teams may run payroll cycles and ensure deductions and taxes are accurate. When the payroll/HR platform aligns those responsibilities and creates an effective “handoff,” it reduces miscommunication and reduces the probability of data drifting out of sync.

From a governance standpoint, employers also want to understand how the system supports approvals and role-based access. If multiple roles interact with payroll inputs—HR administrators entering changes, managers approving them, and payroll processors running payroll—the platform becomes a tool to enforce the internal control structure the company has designed.

Industry Context: Payroll and HR Integration Trends

In the broader payroll and HR technology landscape, integration is the central theme. Many employers have realized that “top-of-breed” tools can introduce friction when data must be reentered across systems. Conversely, platforms that unify HR and payroll processes can reduce mismatches—such as when HR records change but payroll inputs aren’t updated quickly or accurately.

Objective industry reporting has repeatedly emphasized that employers face increasing complexity: multi-state or multi-jurisdiction payroll rules, evolving benefits administration expectations, and constant pressure to improve employee experience. While the specific technical approaches differ by vendor, the direction of travel is consistent across research from major analyst firms and payroll/HR industry bodies.

For example, Gartner (in general HR technology market discussions) has long highlighted the importance of HR platforms for streamlining core processes and improving system-of-record consistency. Similarly, SHRM materials frequently focus on HR operational efficiency and compliance-minded governance as core reasons employers adopt HR technology. These sources don’t validate any single vendor’s claims, but they provide a credible backdrop for why integrated platforms like Paychex Flex Pro are considered strategic.

It’s helpful to translate those themes into operational realities. Integration isn’t just about technical connectors; it’s about how work flows through your organization. In a mature HR operating model, HR events (new hires, rehires, job changes, terminations, and benefit changes) trigger predictable downstream payroll outcomes. When systems aren’t integrated—or when processes are inconsistent—the result is a set of exceptions that the payroll team must resolve manually. Those exceptions can appear as corrections, late adjustments, missing deductions, misdated pay rates, or issues with tax calculations.

Another integration trend involves analytics and reporting transparency. Finance and leadership often ask questions that require consistent payroll data: labor cost by department, total compensation summaries, headcount-driven payroll trends, and reconciliations across payroll periods. When the payroll and HR data model is consistent, reporting becomes more stable and easier to maintain. When data isn’t consistent, reporting can become a recurring labor burden.

Employee experience also ties into integration. When employees can view pay-related information through a self-service portal, HR teams benefit because employees can answer some of their own questions—like access to pay stubs or changes reflected in earnings statements. However, self-service value depends on accuracy and timeliness. Integrated systems and disciplined effective-dating practices support that accuracy.

As organizations modernize HR, they also increasingly demand governance-friendly features. That includes audit trails, permission structures, and documented processes. Integration supports governance because it reduces the number of places data can be changed without visibility. If payroll inputs are consolidated through a single workflow path, it becomes easier to explain what happened, when it happened, and who approved it.

Pricing Considerations: How to Think About Cost for Paychex Flex Pro

Buyers often ask about “price,” but payroll/HR solutions rarely have a single universal number. For Paychex Flex Pro, pricing is commonly influenced by factors such as organizational size (e.g., number of employees), service scope (payroll only versus broader HR services), onboarding support, the level of reporting or administrative services included, and implementation requirements. Because pricing structures differ by contract and plan, it’s top to treat “pricing” as a set of variables rather than a fixed display number.

From an expert procurement standpoint, you should request a written quote or a pricing worksheet that maps costs to services you’ll actually use. If your organization is small, your cost drivers may center on transaction volume and support needs. If you’re larger or operate across jurisdictions, governance features and the complexity of payroll processing often become more influential in negotiations.

Key buying principle: compare total operational cost, not just subscription figures. Include internal labor time (HR and payroll admin effort), rework risk (corrections, manual adjustments), and the cost of training and change management.

To make cost comparisons more realistic, procurement teams can structure the financial conversation around “cost-to-process” and “cost-to-correct.” Cost-to-process includes the time required to perform transactions such as:

• New hire onboarding entry and effective-dating.
• Pay rate changes and promotion adjustments.
• Benefit elections and deduction changes.
• Termination processing and final pay calculations.
• Retroactive corrections and re-runs.

Cost-to-correct includes the time spent resolving exceptions like:

• Incorrect pay rates effective dates.
• Tax rule misapplied to a specific pay event or jurisdiction.
• Missing deductions or duplicated deductions due to timing issues.
• Reconciliation mismatches between payroll outputs and finance expectations.

Even if two systems have similar subscription prices, the one that reduces rework can produce meaningful savings. In payroll, small inaccuracies can become big administrative problems. A platform that supports governance and workflow discipline can reduce that risk, resulting in a lower total cost of ownership.

Also consider implementation timing. Some vendors structure services so that the early periods include support activities. If you need rapid go-live, you may pay more for implementation assistance and expedited onboarding. If you can afford a longer schedule, the cost might be optimized—though your internal team will still spend time preparing data and testing scenarios.

Finally, ask about costs related to changes after go-live. Many organizations anticipate additional users, new business units, new benefits programs, or additional reporting needs over time. Clarify whether those expansions have incremental costs or whether they are included in the base agreement. Doing so prevents “surprise budgeting” later.

Supplier and Support: What to Verify Beyond the Product

When evaluating Paychex Flex Pro, the “supplier” question matters alvery as much as the software question. Payroll systems are only as strong as the operational partnership around them—implementation planning, how quickly the vendor supports payroll issues, and whether guidance is delivered with clarity during critical payroll windows.

Typical due diligence items include:

• Implementation approach: onboarding timeline, data migration expectations, and staff training plan.
• Support model: support hours, escalation procedures, and expected response times for payroll-critical problems.
• Documentation quality: process guides, payroll calendars, and audit-friendly records.
• Responsibility boundaries: what your team owns versus what the supplier administers.
• Change request process: how requests for new reports, new approval workflows, or additional users are handled.
• Knowledge transfer: whether vendor support includes training your team to become self-sufficient for routine tasks.

These checks protect your organization from the common pitfall of selecting a platform that looks good in demonstrations but fails under real-world payroll pressures.

To make supplier evaluation more actionable, it helps to run a “critical incident” thought experiment. For example, ask: what happens if a pay event is close to cutoff and the team discovers an error in pay rate effective-dating? Or what happens if a jurisdiction requires a change due to a tax update and your payroll calendar is already underway? Vendors often have different operational playbooks for issues like these. The better supplier will explain the process clearly, including how approvals and corrections are handled.

Another practical area to verify is how the supplier helps ensure readiness. A strong support model doesn’t only respond to issues; it helps prevent them by ensuring your team understands the “rules of the road” for submissions, cut-off times, and correction workflows. Ask whether they provide readiness checklists and whether they conduct pre-go-live validation reviews.

Also consider how support interacts with internal roles. Many organizations include HR administrators, payroll processors, managers/approvers, and finance stakeholders in the workflow. The supplier should be able to guide each group appropriately. If guidance is only written for payroll specialists, HR teams may struggle during onboarding and pay change cycles. If guidance is too generic, payroll processors may lack the specific steps needed during crunch time.

Finally, support quality can be measured by repeatability. During diligence, ask for examples of documentation: sample payroll calendars, sample exception/correction guidance, and sample reporting documentation. If the supplier can provide clear, structured materials, it’s a sign they have mature processes—often associated with lower operational risk.

Implementation: Step-by-Step Guidance for a Safer Rollout

Rollouts succeed when organizations treat payroll and HR systems as operational systems, not just software installations. An informed implementation reduces downtime, prevents data inaccuracies, and ensures payroll calendars and employee communications remain consistent.

Below is an expert-style rollout structure commonly used for HR/payroll technology deployments.

To expand on these phases in practical terms, consider what “discovery and scope alignment” should include beyond a high-level requirements discussion. Teams typically want to identify which specific HR and payroll events the organization will process in the platform, such as:

• New hire setup and effective date rules.
• Pay changes and promotion structures (including how pay type and pay frequency are handled).
• Department and job changes affecting payroll attributes (if applicable).
• Terminations and final pay logic.
• Correction workflows and retroactive adjustments.
• Predefined payroll schedules and cut-off calendars.

During “data preparation,” organizations often underestimate the complexity of effective-dated information. Effective-dated records are common in HR systems: pay rates, job titles, benefit eligibility, and even certain tax or deduction mappings can depend on dates. A mature implementation process includes verifying not just the content, but also the timing logic. The platform should clearly reflect what it means when you enter an update today that must apply retroactively or beginning next pay period.

In “configuration and roles,” governance should be designed intentionally. A common mistake in early deployments is to grant too many users access to payroll actions or to rely on informal approvals. Instead, organizations should define a control structure: who enters data, who approves it, and who runs or finalizes payroll processing. The system should enforce that structure wherever possible. If the platform supports audit trails, those should be configured to maximize the team’s ability to trace changes.

Parallel testing is often the most valuable stage, because it reveals real-world issues that may not appear during demos. Teams should test not only the “happy path” scenarios but also edge cases. Examples include: an employee switching pay type mid-cycle, a correction that requires a retroactive pay adjustment, a termination processed near a cutoff window, and a scenario involving multiple deductions or benefits. Testing should include validation of downstream reporting and any required reconciliation outputs.

Training and readiness should also include “procedural literacy.” In payroll, it’s not enough to know how to click through screens. Users need to know when to submit information, how to interpret warnings, how to handle exceptions, and what steps to take when something doesn’t balance. A robust training plan includes role-specific guidance: HR administrators are guided on data correctness and effective dating; payroll processors are guided on submission controls and exception handling; managers/approvers are guided on review steps and timelines.

Finally, go-live and monitoring should include a “stabilization period” mindset. Many payroll teams treat go-live as a single event, but in reality, the first few cycles reveal patterns of issues and learning. A good implementation includes a process to track issues, resolve them quickly, and document corrective actions. That documentation becomes valuable for future compliance-oriented audits and for training new hires into the process later.

Practical Conditions and Requirements to Request Upfront

To avoid surprises, request clear documentation and contract language before committing. Payroll and HR systems require dependable operational conditions—especially around deadlines, support coverage, and change handling.

Common requirements organizations should request when evaluating Paychex Flex Pro include:

• Clear service scope (what is included in payroll processing vs. optional add-ons).
• Payroll processing calendars and cut-off times for inputs and approvals.
• Data handling and integration expectations if your HR processes rely on other tools.
• Employee self-service capabilities (if included), including how employees view pay-related information.
• Audit and correction procedures, including how adjustments are recorded and reviewed.
• Security and access protocols (including how user roles are managed over time).
• Disaster recovery and business continuity expectations for critical system availability windows.

In many vendor evaluations, the very revealing documents are the operational “how-to” materials: they show whether the system will be manageable for your team once the demonstration ends.

When requesting these materials, consider asking for example documentation that your organization will actually use. For example:

• A sample payroll calendar showing all key dates, cut-offs, and required approvals.
• A sample employee change request procedure that explains end-to-end responsibilities.
• A sample correction procedure that explains how to document why an adjustment was made and how approvals are captured.
• A sample report list with descriptions and formats, including what finance should receive for reconciliation.

It’s also useful to clarify what happens when a cutoff is missed. Some organizations assume they can simply “submit late and fix it next payroll,” but that approach can create employee dissatisfaction and financial reconciliation issues. Asking how late submissions are handled helps you understand risk: whether late entries are ignored, require approvals, or trigger correction events.

Additionally, request details on how the platform handles effective dating across multiple transactions. For example, if an employee’s pay rate changes and their benefits election changes within the same general period, how are effective dates reconciled? Without clear rules, teams can experience ambiguous behavior that requires manual resolution. Clear operational documentation reduces that ambiguity.

Finally, clarify how the vendor handles compliance changes and system updates. Payroll regulations evolve and vendors may update systems accordingly. It’s important to understand how those updates are communicated, whether they affect your configured workflows, and what testing or notice period is provided before changes go live.

Comparison Table (Rephrased Supplement): How to Evaluate Paychex Flex Pro

The table below compares typical evaluation categories that matter when selecting a platform like Paychex Flex Pro. Use it as a structured checklist when talking with procurement, HR, finance, and IT stakeholders.

To evaluate these categories more deeply, organizations can use a “demo-to-process” approach. During demonstrations, teams should ask the vendor to walk through the process using real scenarios, not only screen-by-screen functionality. For example, ask them to:

• Show a job change workflow from HR entry through approval and payroll impact.
• Demonstrate how retroactive corrections are processed and how audit trails are recorded.
• Explain how termination inputs are validated and how final pay outputs are generated.
• Walk through report generation and export, then map those exports to finance reconciliation steps.

This approach helps reveal whether the platform’s usability translates into actual operational value. A common complaint in HR/payroll implementations is that the system requires specialized knowledge that only a few people can operate. Governance-friendly platforms address this by providing structured workflows and clear process guidance.

Also consider “process friction.” Even if a workflow is possible, it may be cumbersome if it requires too many manual steps, too many separate screens, or too many re-entries. Process friction tends to show up later in the form of delayed submissions, increased correction rates, and employee dissatisfaction due to timing issues.

For HR teams, a critical category is also “employee data accuracy and ownership.” HR administrators want clarity on what data is authoritative in the system and how changes are tracked. Payroll processors want clarity on which data elements affect calculations. Finance wants to understand what output formats should be used for reconciliation. The best evaluations ensure each stakeholder can see themselves in the workflow.

Lastly, evaluate the platform with a “future state” lens. If your organization plans to grow, add new states or locations, introduce new benefits programs, or adjust compensation structures, confirm the platform can support those changes without creating a fragile operational patchwork.

Source Notes (Objective Background)

To keep this guide objective, the industry context referenced here aligns with broadly documented themes from established HR and HR-tech research organizations, including SHRM and Gartner-style HR technology market discussions. These sources generally emphasize integration, governance, and operational efficiency as adoption drivers—without endorsing any single vendor’s product claims. For contract-specific details (including exact pricing, service scope, and feature availability), consult official vendor documentation and your supplier’s written proposal.

In general, these sources tend to converge on a few consistent themes relevant to payroll and HR software evaluation: systems should reduce rework, improve the reliability of outputs, enforce governance through access controls and auditability, and support consistent processes that scale. In payroll, where deadlines are non-negotiable, operational reliability and support quality are often as important as feature lists.

Because payroll is also a high-risk function with legal and financial implications, buyers are increasingly advised to look beyond “what the product does” and instead focus on “how the product operates in your organization.” This includes operational fit, training readiness, and whether the implementation process is structured enough to prevent data inaccuracies from migrating into payroll outputs.

Frequently Asked Questions (FAQs)

Is Paychex Flex Pro suitable for small employers?

It can be suitable for smaller organizations, but fit depends on the scope of payroll and HR services you need, how many employees you manage, and whether you require broader HR workflow support. The very reliable way to assess suitability is to compare your day-to-day HR transactions (onboarding, pay changes, terminations) to the platform’s workflow and support model, then review the full cost structure in the proposal.

Small employers often face a different set of constraints than large employers. They may not have a dedicated payroll operations team, and instead rely on a small group that wears multiple hats (HR admin, finance support, and sometimes a general operations manager). For those teams, usability and support responsiveness become even more important. When they evaluate Paychex Flex Pro, they should pay special attention to:

• How quickly the system guides them through common transactions.
• Whether the support model is accessible during payroll deadlines.
• Whether documentation is written for non-specialists and includes step-by-step instructions.
• How corrections are handled when errors are discovered after cut-off.

How does implementation typically work?

Implementation usually follows a structured sequence: discovery and scope alignment, data preparation, configuration (including permissions and workflows), parallel testing, training, and then go-live with monitoring. Your rollout success will be influenced by how clean your HR/payroll master data is and whether your team has clear internal responsibilities for approvals and corrections.

In a well-run implementation, responsibilities are clearly defined in writing. HR should know what data they must submit, by when, and how to validate it. Payroll processors should know what payroll steps they own, what steps are performed by the supplier, and what the escalation process looks like. Finance stakeholders should know which reports or exports to expect and how to reconcile them.

Another factor that affects implementation quality is “effective date discipline.” Organizations should plan a clear approach for how they record effective-dated changes during migration. They should also confirm whether the platform handles retroactivity cleanly and whether corrections are audited in a way that supports future reviews.

What should we verify about pricing for Paychex Flex Pro?

Request a written quote or pricing worksheet tied to your employee count and required services. Pricing can vary based on scope (payroll only versus added HR administration), support levels, and any onboarding requirements. Evaluate total cost of ownership—implementation effort, internal labor time, training, and the cost of resolving payroll exceptions—rather than focusing on subscription-style pricing alone.

Beyond the base subscription, also consider operational costs that can arise from:

• Internal staff time required for data preparation and testing.
• Training time for HR, payroll, managers, and finance reviewers.
• Potential rework if initial workflows are not tested thoroughly.
• Additional costs for extra states, locations, or expanded reporting needs.

During diligence, ask for a breakdown of services and assumptions. A clear pricing worksheet reduces the risk of misalignment—where the organization thought they were buying one scope but the contract includes another. This is especially important in payroll because missing scope can lead to expensive corrections and compliance risk.

Does Paychex Flex Pro help with compliance and reporting?

Payroll and HR platforms in this category typically support reporting outputs used for internal governance and finance review. However, compliance obligations remain the responsibility of the employer and must be confirmed through your legal and tax advisors. In diligence, ask how the solution supports audit-friendly records, consistent reporting, and standardized payroll calendars and cut-off procedures.

Compliance support can show up in multiple ways. One is the quality of audit trails—who made a change, when it was made, and what the change was. Another is how the system ensures that payroll inputs are processed according to defined rules and effective-dating logic. A third is the availability of standard reports that help the organization demonstrate consistency and traceability during internal reviews or external audits.

To evaluate reporting and compliance enablement, ask to see example report sets and sample exports. Also ask about how the platform logs changes and whether logs are accessible for audit purposes. If the organization needs to maintain records for multiple years, verify retention capabilities and export options.

What roles should be trained before go-live?

Train everyone who performs or approves payroll and HR transactions: payroll processors, HR administrators, managers who approve changes (if applicable), and finance stakeholders who review outputs. Also ensure there is a documented correction workflow for exceptions, since the ability to respond quickly is a differentiator during early cycles.

In many organizations, training is often limited to payroll staff. While that may be sufficient for small setups, it can create bottlenecks if managers or HR administrators are not trained on how approvals work or how to enter changes correctly. For example, if managers approve job changes but do not understand effective dates, payroll processors may receive late or conflicting instructions that require rework.

A comprehensive training plan includes:

• HR administrators: how to enter, validate, and correct employee master data; how to submit updates by cutoff.
• Payroll processors: how to review inputs, run payroll, interpret exceptions, and finalize outputs.
• Approvers: how to review proposed changes and understand their impact and timelines.
• Finance stakeholders: what reports to use for reconciliation and how to interpret totals.

How can we reduce errors during the first payroll cycles?

Use parallel testing with realistic scenarios, validate effective-dated records, confirm permissions and approvals, and run a structured readiness checklist before go-live. After go-live, monitor exceptions closely during the first few payroll cycles and document lessons learned so your second and third cycles improve quickly.

Error reduction is often achieved through a combination of testing depth and procedural clarity. A readiness checklist can include verifying:

• All required employees exist in the system with correct attributes (pay type, pay frequency, deductions/benefits mappings).
• Permissions align with job responsibilities (who can approve vs. who can only enter).
• Cut-off dates are understood and communicated.
• Correction workflows are known, including how to document approvals for retroactive changes.
• Reporting outputs match finance expectations (totals, formats, and reconciliation steps).

After go-live, the team should also implement a feedback loop. For example, if a correction is required, document the root cause: Was the error caused by a data entry mistake, misunderstanding of effective dates, missing documentation, or workflow misalignment? Over time, this documentation reduces error rates and improves organizational confidence.

How do we evaluate supplier support quality?

Ask for specifics: support coverage hours, escalation paths, how quickly issues are addressed during payroll deadlines, and what documentation exists for common problems. Strong support quality isn’t only about responsiveness—it’s also about clarity, repeatability, and the supplier’s ability to guide customers through time-sensitive decisions.

Support quality evaluation can be structured around scenarios rather than abstract claims. For example, ask what happens in the following situations:

• A pay change is submitted but the effective date appears incorrect—how is it corrected?
• An employee termination is processed near a cutoff—what steps ensure final pay is accurate?
• A report export fails or outputs differ from expectations—how quickly can the issue be diagnosed and resolved?
• A system update affects configuration or workflows—how is notification handled, and what testing is performed?

The answers to these questions demonstrate whether the supplier has mature operational procedures. Buyers should look for vendors that can communicate the “playbook”—not just general promises. The playbook should include timelines, responsibilities, and clear documentation.

Conclusion: Making the Right Operational Choice

Paychex Flex Pro is top approached as an operational platform—one that affects payroll accuracy, HR workflow discipline, reporting consistency, and the way your organization handles critical deadlines. The strongest evaluation process is grounded in practical workflows, governance requirements, and support readiness. When you request transparent scope and pricing inputs, validate workflows through testing, and confirm operational controls, you reduce risk and improve adoption.

If you’re considering Paychex Flex Pro, focus on what matters very to your organization: transactional workflows (the work your team actually does), the reliability of outputs, and the supplier’s implementation and support model. That combination is what turns software capabilities into measurable operational value.

Ultimately, the best payroll and HR technology decisions help teams move from reactive work to controlled, predictable operations. When HR events reliably flow into payroll outcomes, when approvals and audit trails provide governance, and when reporting supports finance and review, payroll becomes less stressful and more dependable. In that context, integrated platforms like Paychex Flex Pro can play a meaningful role in strengthening both compliance discipline and day-to-day productivity.