Commissioned Research
Top 10 Best Fire Department Staffing Software of 2026

GITNUXSOFTWARE REVIEW

Emergency & Disaster

Top 10 Best Fire Department Staffing Software of 2026

Compare fire department staffing software options, covering fit and tradeoffs for scheduling, time tracking, and shift coverage planning for agencies.

19 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Fire department staffing software manages shift assignment, availability, and coverage planning across rotating schedules and policy constraints. This comparison helps analysts and operations leaders weigh automation depth, auditability, and integration options so departments can provision scheduling data models and maintain dependable staffing coverage.

UKG Pro is the best pick for fire departments integrating scheduling with HR and timekeeping at scale because its integrated HR-linked time and labor controls reduce staffing and payroll mismatches, while Deputy is the tighter alternative for multi-station teams that need mobile time clocking plus manager approvals to keep coverage and check-ins moving.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

UKG Pro

Integrated time and attendance rules tied to HR and labor management for shift-based payroll control

Best for: Fire departments integrating scheduling with HR and timekeeping at scale

2

Deputy

Editor pick

Deputy Time and scheduling with mobile time clocking and manager approvals

Best for: Fire departments needing schedule automation and attendance tracking for multi-station crews

3

When I Work

Editor pick

Shift swapping with built-in availability checks

Best for: Fire departments managing rotating schedules and coverage requests with simple rules

Comparison Table

1
UKG ProBest overall
enterprise HCM
9.1/10
Overall
2
SMB scheduling
8.7/10
Overall
3
shift scheduling
8.6/10
Overall
4
time and scheduling
8.4/10
Overall
5
operations suite
8.2/10
Overall
6
7.9/10
Overall
7
workforce management
7.6/10
Overall
8
scheduling platform
7.2/10
Overall
9
time tracking
6.9/10
Overall
10
enterprise workforce
6.5/10
Overall
#1

UKG Pro

enterprise HCM

UKG Pro supports workforce scheduling and labor management capabilities used by organizations that manage shift-based staffing.

9.1/10
Overall
Features9.1/10
Ease of Use9.2/10
Value9.0/10
Standout feature

Integrated time and attendance rules tied to HR and labor management for shift-based payroll control

UKG Pro stands out for its depth in human capital management combined with workforce scheduling, not just shift posting. It supports staffing workflows for scheduling, time collection, and labor management that align with public safety operations.

Strong HR data ties staffing decisions to employee records, pay rules, and compliance needs. For fire departments, it is best used when you want a single system connecting staffing execution with timekeeping and HR processes.

Pros
  • +Unified HR, scheduling, and time management reduces staffing data mismatches
  • +Labor and time controls support predictable pay and compliance workflows
  • +Reporting connects staffing patterns with employee and HR attributes
  • +Configurable rules help match department pay practices to shifts
Cons
  • –Setup and configuration require specialized admin effort
  • –User experience can feel enterprise-heavy for smaller staffing teams
  • –Public safety specific features depend on configuration and integration needs
  • –Scheduling may require process redesign to fit existing workflows
Use scenarios
  • HR leadership teams

    Run talent readiness reviews for positions

    More structured readiness conversations

  • Workforce planners

    Generate shifts from demand and rules

    Schedules match recorded hours

Show 2 more scenarios
  • HR teams and hiring managers

    Route onboarding and role change approvals

    More consistent lifecycle administration

    Lifecycle events like onboarding and role changes flow through connected HR workflows tied to staffing execution.

  • Payroll teams

    Process payroll across multiple pay groups

    Fewer payroll process deviations

    Payroll teams organize pay groups, calendars, rules, and processing workflows for multiple locations or entities.

Best for: Fire departments integrating scheduling with HR and timekeeping at scale

#2

Deputy

SMB scheduling

Deputy enables shift scheduling with availability, timesheets, and task coverage features for staffing teams.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Deputy Time and scheduling with mobile time clocking and manager approvals

Deputy stands out for automating shift scheduling and attendance management through a browser-based workforce management workflow built for frontline teams. It supports staffing, time-off requests, availability, and absence alerts that help fire departments reduce manual coordination.

Strong mobile time clocking and approval workflows support last-minute changes and audit-ready time records. Reporting and integrations help standardize staffing decisions across multiple stations and roles.

Pros
  • +Shift scheduling plus time-off requests reduces manual staffing coordination
  • +Mobile time clocking speeds check-in for on-duty staffing
  • +Approval workflows support controlled edits to schedules and time entries
  • +Role-based staffing helps manage multiple job types across stations
Cons
  • –Fire-department-specific workflows like battalion callouts need configuration work
  • –Advanced staffing optimization is limited compared with specialized dispatch planners
  • –Pricing can become expensive with many employees and multiple locations
Use scenarios
  • Payroll teams

    Approve shift-linked time before payroll

    More controlled payroll-ready hours

  • Compliance-focused managers

    Enforce attendance and break policies

    More consistent attendance handling

Show 2 more scenarios
  • Distributed field managers

    Attach checklists to shifts for proof

    Standardized completion across sites

    Managers assign checklists and field tasks to shifts so employees can record completion and proof of work.

  • Operations managers and payroll reviewers

    Reconcile published shifts with clock data

    Fewer unresolved time discrepancies

    Teams compare published shifts with clock data and timesheets to identify attendance and labor variances.

Best for: Fire departments needing schedule automation and attendance tracking for multi-station crews

#3

When I Work

shift scheduling

When I Work provides employee scheduling with shift swapping, time tracking, and broadcast notifications for staffing coordination.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Shift swapping with built-in availability checks

When I Work stands out with shift scheduling that is built for real-time staffing needs and frequent coverage changes. It supports employee time-off requests, shift swapping, and conflict checks to reduce manual coordination overhead.

Managers can publish schedules quickly and track time attendance alongside schedule assignments. It also includes mobile access so firefighters and staff can view schedules and request coverage from their phones.

Pros
  • +Visual shift scheduling with fast drag-and-drop adjustments
  • +Shift swap and time-off requests reduce back-and-forth emails
  • +Mobile schedule viewing and requests for staff on the go
  • +Attendance tracking supports scheduled versus worked comparisons
Cons
  • –Fire department workflows like minimum staffing rules need manual processes
  • –Advanced workforce planning and forecasting are limited
  • –Complex multi-station labor rules are harder to model than in purpose-built systems
  • –Customization depth for reporting is modest for oversight teams
Use scenarios
  • Team managers

    Approve time off using shared calendars

    Fewer unexpected staffing gaps

  • Multi-site operations managers

    Publish schedules across roles and locations

    Shared visibility into assignments

Show 2 more scenarios
  • Supervisors and hourly staff

    Request shift swaps with approvals

    Faster coverage for absences

    Employees request swaps for open shifts while supervisors approve changes within the schedule.

  • Healthcare practice coordinators

    Coordinate call rotation coverage changes

    Clear view of current coverage

    Practices maintain primary and backup on-call assignments and adjust weekend or holiday coverage as needed.

Best for: Fire departments managing rotating schedules and coverage requests with simple rules

#4

ClockShark

time and scheduling

ClockShark supports scheduling and time tracking with timesheet management for teams that run on shifts.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Mobile time clock with geolocation and manager approvals that produce payroll-ready audit trails

ClockShark stands out for fast employee time capture tied to scheduling workflows and shift accountability. It supports mobile time tracking, team availability visibility, and manager approval steps that fit staffing and overtime control needs.

Pros
  • +Mobile time tracking reduces manual edits and improves attendance accuracy
  • +Scheduling and time approvals help control overtime with clear accountability
  • +Reporting supports payroll reconciliation with auditable time changes
  • +Clock-in workflows align well with shift-based operations and coverage needs
Cons
  • –Fire department specific staffing rules like bid-ready seniority are not built-in
  • –Station-level constraints and complex coverage logic can require manual workarounds
  • –Cost scales with users, which can strain small volunteer-heavy departments
  • –Advanced forecasting requires more setup than basic shift scheduling
Use scenarios
  • Payroll managers

    Review hours and edits before export

    Payroll receives reviewed time

  • Operations managers

    Coordinate rosters and field time capture

    Labor records stay aligned

Show 2 more scenarios
  • Compliance payroll staff

    Create payroll-ready time documentation

    More structured labor documentation

    Teams organize time and job information for payroll documentation using structured workflows.

  • Managers of distributed teams

    Validate attendance with location evidence

    Attendance decisions include timestamps

    Managers review geotagged clock events and historical location evidence when validating presence or disputes.

Best for: Departments needing shift scheduling with mobile time capture and audit trails

#5

Connecteam

operations suite

Connecteam delivers shift scheduling alongside time tracking so managers can coordinate staff coverage and approvals.

8.2/10
Overall
Features8.2/10
Ease of Use8.3/10
Value8.1/10
Standout feature

Mobile frontline scheduling with in-app task checklists for shift-based execution

Connecteam stands out with a mobile-first workforce suite that supports shift-based staffing, realtime updates, and team communication in one place. It includes scheduling tools, task and checklist workflows, and attendance and time tracking workflows for managing staffing coverage.

Pros
  • +Mobile app supports dispatch-adjacent coordination and shift communication
  • +Scheduling and task workflows help manage coverage and recurring duties
  • +Attendance and time tracking supports staffing visibility and reporting
  • +Document storage and onboarding flows support SOP distribution
Cons
  • –Fire department staffing needs may require extra process customization
  • –Advanced labor compliance workflows are limited compared with dedicated scheduling tools
  • –Reporting depth for staffing analytics can feel basic for large agencies
  • –Cost can rise with add-ons and higher seat counts
Use scenarios
  • Hourly staffing supervisors

    Manage swaps and coverage confirmations

    Coverage changes recorded reliably

  • Managers of distributed operations

    Coordinate schedules and communications by location

    Consistent processes across locations

Show 2 more scenarios
  • Supervisors of distributed workers

    Capture mobile time and approve corrections

    Attendance tied to approvals

    Employees clock in and submit time from mobile devices while supervisors review corrections and approve timesheets.

  • Operations managers

    Schedule deskless teams with connected tasks

    Shift execution stays coordinated

    Managers schedule deskless workers, track attendance, share operational updates, and assign tasks.

Best for: Fire departments needing mobile scheduling, tasks, and communications together

#6

ScheduleAnywhere

scheduling

ScheduleAnywhere builds shift schedules for public safety and other staffing groups with staff availability rules, swap management, and notifications.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Time off requests with manager approvals and coverage-aware scheduling workflows

ScheduleAnywhere stands out for its shift scheduling built around recurring schedules, trades, and coverage workflows that fit emergency staffing patterns. The system supports staff scheduling, time off requests, and automated notifications to reduce missed coverage and last-minute scrambling.

Pros
  • +Strong shift scheduling features for recurring rosters and coverage requests
  • +Time off requests and approvals help control staffing changes
  • +Automated notifications reduce missed updates for managers and staff
Cons
  • –Workflow setup for complex fire rules can take time
  • –Scheduling views can feel dense for users who only need simple calendars
  • –Advanced customization needs deliberate administration rather than self-serve changes
Use scenarios
  • Emergency staffing administrators

    Set recurring shifts with coverage rules

    Fewer missed coverage events

  • Operations schedulers

    Manage multi-location role assignments

    Clear coverage by location

Show 2 more scenarios
  • Team supervisors

    Handle time off requests with notifications

    Faster gap identification

    Supervisors route time off requests and rely on notifications to reduce last-minute scheduling issues.

  • Workforce planning managers

    Apply work rules to staffed shifts

    More consistent shift coverage

    Managers manage work rules so recurring schedules reflect approved availability and staffing constraints.

Best for: Fire departments needing structured shift coverage workflows and request approvals

#7

OnShift

workforce management

OnShift provides workforce management with employee scheduling, time and attendance integration, and staffing analytics for operations teams.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Shift bidding workflows with availability and automated assignment logic for staffing fairness

OnShift focuses on workforce scheduling for public safety, with shift planning built around staffing workflows and availability management. It supports bid processes, time off requests, and open shift coverage to reduce manual coordination across multiple stations.

Pros
  • +Scheduling workflows support bid periods, availability, and time off requests.
  • +Open shift coverage tools help agencies fill gaps without constant coordinator intervention.
  • +Notification and assignment rules reduce missed coverage and reduce rescheduling churn.
Cons
  • –Setup and rule configuration can feel complex for agencies with custom policies.
  • –Reporting depth can require system familiarity to produce the exact views needed.
  • –Costs can add up for multi-station deployments that need advanced staffing features.
Use scenarios
  • Operations leaders

    Centralize coverage across multiple stations

    Unified coverage reporting

  • Workforce analysts

    Review staffing patterns and labor costs

    Improved labor performance visibility

Show 2 more scenarios
  • Healthcare schedulers

    Use templates for recurring schedule patterns

    Less repeat schedule setup

    Schedulers use recurring schedule patterns and templates to plan repeat staffing needs across roles and units.

  • Compliance-focused operations teams

    Apply staffing and attendance rules

    Fewer manual scheduling exceptions

    Teams apply configured assignment, attendance, availability, time-off, and labor rules during scheduling and time capture.

Best for: Fire departments standardizing shift bids, coverage fill, and availability workflows across stations

#8

Workforce.com

scheduling platform

Workforce.com focuses on workforce scheduling, time and attendance, and staffing operations workflows for distributed organizations.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

Rule-based scheduling that applies staffing constraints across roles and shift assignments

Workforce.com focuses on staffing management with workforce planning, scheduling, and shift coverage workflows aimed at public safety teams. It supports role-based staffing rules, shift templates, and demand planning so agencies can model coverage needs and staff accordingly. The platform also provides tools for approvals and operational visibility across assignments, which helps coordinators manage day-to-day coverage changes.

Pros
  • +Planning and scheduling workflows support consistent coverage management
  • +Role-based rules help enforce staffing requirements across shifts
  • +Approval and assignment visibility improves coordination for staffing changes
  • +Shift templates speed setup for recurring duty periods
Cons
  • –Public-safety specific configuration can require setup effort
  • –Advanced planning views may feel complex for small scheduling teams
  • –Reporting depth for staffing compliance depends on configuration and data quality
Use scenarios
  • Hospital operations managers

    Plan department rosters as tasks change

    Visible coverage during revisions

  • Healthcare staffing teams

    Assign staff using credentials and readiness

    Assignments reflect eligibility evidence

Show 2 more scenarios
  • Construction workforce managers

    Coordinate dispatch based on crew availability

    Field schedules reflect current needs

    Managers coordinate crew availability, trade coverage, and daily field assignments as dispatch needs change.

  • Manufacturing operations managers

    Plan labor demand across shifts and sites

    Plans align with labor demand

    Managers organize production workforce schedules and monitor labor requirements across shifts and sites.

Best for: Fire departments needing structured scheduling with rule-based coverage workflows

#9

TSheets

time tracking

Intuit QuickBooks Time offers time tracking and scheduling workflows that teams use for staff coverage planning.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

TSheets time tracking with QuickBooks payroll integration for staff hours processing

TSheets stands out for schedule and time tracking that plugs into QuickBooks for payroll-ready visibility. It covers shift scheduling, employee time capture, approvals, and reporting that help manage staffing across fixed work periods.

Pros
  • +QuickBooks integration links time data directly into payroll workflows
  • +Shift scheduling and time tracking reduce manual spreadsheet maintenance
  • +Approval workflows help enforce consistent attendance sign-off
Cons
  • –Fire-specific scheduling rules like callback policies need custom process work
  • –Premium features for advanced reporting can raise total costs
  • –Complex multi-company deployments can feel more operational than purpose-built
Use scenarios
  • Payroll administrators

    Track scheduled work with approvals

    Payroll-ready time records

  • Shift coordinators

    Manage staffing across fixed work periods

    Consistent staffing tracking

Show 2 more scenarios
  • Operations managers

    Review time tied to QuickBooks payroll

    Fewer payroll reconciliation issues

    Managers align time approval workflows with QuickBooks payroll visibility to keep staffing records consistent.

  • Department supervisors

    Approve time before payroll processing

    Approvals before payroll submission

    Supervisors review and approve time entries connected to scheduled work before exporting payroll totals.

Best for: Fire teams using QuickBooks payroll that need shift scheduling and approvals

#10

Humanforce

enterprise workforce

Humanforce provides workforce management with scheduling, time and attendance, and labor optimization capabilities.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Enterprise rostering with complex shift rules for multi-role fire department staffing

Humanforce stands out with enterprise-focused workforce management that supports complex scheduling, shift rules, and compliance-driven workflows for public safety teams. It combines time and attendance, rostering, and workforce analytics to help fire departments forecast staffing needs and manage overtime.

Pros
  • +Rostering and scheduling tools support complex shift patterns and staffing rules
  • +Time and attendance capabilities link closely to staffing and payroll-ready data
  • +Workforce analytics help measure coverage gaps and overtime drivers
Cons
  • –Enterprise depth increases setup effort for small fire departments
  • –Advanced configuration can require specialist support to match local practices
  • –User experience can feel heavy when managing daily schedule changes
Use scenarios
  • Regulated workforce managers

    Assign staff using qualifications and rules

    Lower risk of unsuitable assignments

  • Nursing roster teams

    Control roster changes with approvals

    Traceable coverage with compliance

Show 2 more scenarios
  • Workforce planning teams

    Schedule by property, role, and location

    Consistent staffing administration

    Hotels schedule employees by property, department, role, and location while keeping shift-linked HR and payroll workflows connected.

  • Care coordinators

    Plan demand-based rosters with skill mix

    Coverage matches care requirements

    Care providers create rosters accounting for resident demand, staff availability, qualifications, and required skill mix.

Best for: Large fire departments needing enterprise rostering and compliance-ready timekeeping

Conclusion

After evaluating 10 fire department staffing software, UKG Pro stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
UKG Pro

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Fire Department Staffing Software

How do Fire Department staffing tools handle recurring shift coverage and time-off approvals?
ScheduleAnywhere builds scheduling around recurring schedules, coverage workflows, and manager approvals for time off requests. Workforce.com uses rule-based templates and approval steps so coordinators can enforce staffing constraints while handling coverage changes.
Which tool is best for standardizing shift bids and filling open shifts across multiple stations?
OnShift supports shift bidding workflows with availability and automated assignment logic across stations. Deputy also automates shift scheduling and attendance with browser workflows that help teams fill coverage while tracking absences and approvals.
What option connects scheduling directly to HR and timekeeping for compliance-driven labor management?
UKG Pro ties workforce scheduling to HR records, time collection, and labor management so shift decisions map to pay rules and compliance needs. Humanforce extends that approach for enterprise rostering with workforce analytics and compliance-ready timekeeping.
How do mobile-first tools support real-time staffing updates and firefighter access to schedules?
Connecteam provides mobile-first scheduling with realtime updates plus in-app task checklists tied to daily shift execution. When I Work supports mobile shift visibility, shift swapping, and conflict checks so managers can publish schedules quickly.
Which systems produce audit-ready time and attendance records tied to scheduling accountability?
ClockShark focuses on mobile time capture with geolocation and manager approval steps that create payroll-ready audit trails. Deputy also supports manager approvals and audit-ready time records while tracking schedule assignments and attendance.
Which staffing software integrates with payroll tools and streamlines time approvals for paycheck processing?
TSheets integrates with QuickBooks so shift scheduling, time capture, and approvals feed payroll-ready reporting. UKG Pro similarly aligns timekeeping with HR and labor management to control shift-based payroll decisions.
How can a department model staffing demand and enforce role-based coverage rules?
Workforce.com includes demand planning, shift templates, and role-based staffing rules so agencies can model coverage needs. Humanforce supports complex multi-role scheduling rules and workforce analytics to forecast staffing needs and manage overtime.
How do tools reduce manual coordination when firefighters need to swap shifts or request coverage?
When I Work supports shift swapping with built-in availability checks and conflict detection. ScheduleAnywhere adds automated notifications and coverage-aware workflows so managers can approve requests without chasing updates.
What should we use to connect schedules with broader HR workflows and incident-adjacent workforce operations?
OnShift strengthens scheduling with broader HR and workforce operations connections so agencies avoid disconnected systems. UKG Pro uses integrated HR data plus scheduling and timekeeping so staffing execution and employee lifecycle events stay consistent.
If we need multi-station scheduling plus enterprise-grade complexity, which tool fits best?
Humanforce is built for large departments that require enterprise rostering with complex shift rules across multiple roles. ScheduleAnywhere can cover structured multi-location scheduling and role-based assignments, while Workforce.com adds rule-based coverage workflows for operational visibility.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Fire Department Staffing Software

In fire department staffing software, the real differences show up in how reliably the system supports staffing roster updates, enforces minimum coverage rules, and handles overtime management when real-world changes happen. We focus on fit checks you can do in a demo around staffing decisions and the data the software actually produces.

Coverage rule enforcement

Why it matters

Coverage rule enforcement matters because staffing roster updates are only useful if they prevent gaps and flag under-coverage at the point of change. We want the system to protect staffing decisions without requiring spreadsheet cleanup afterward.

How to check

Ask to create or edit a shift and watch what happens when staffing falls below a configured requirement. Then try a change that would normally be allowed and confirm whether the tool blocks, warns, or logs the exception.

Overtime and callback workflows

Why it matters

Overtime management and callback scheduling often decide whether coverage holds during staffing changes. The best tools record requests, approvals, and outcomes so you can audit why hours changed.

How to check

During the demo, simulate a short notice gap and run the overtime management and callback scheduling flow. Verify where the system records who was offered, who accepted, and whether the final roster reflects those actions.

Leave and availability tracking

Why it matters

Leave and availability tracking reduces last-minute surprises that disrupt duty roster balance. We look for an availability view that actually feeds staffing decisions, not just a report.

How to check

Enter a leave event for a firefighter and then generate or refresh staffing roster output for upcoming shifts. Confirm whether the system can treat the leave as restricted availability and show it during staffing planning.

Shift trade handling with audit trail

Why it matters

Shift trades can quickly erode staffing roster integrity if approvals and history aren’t tracked. We want a clear audit trail that preserves who changed what and when.

How to check

Request a shift trade in the demo: submit a trade, accept it, and verify the duty roster updates. Then open the change history for that shift and confirm you can see both the old and new assignments plus timestamps.

Qualification-aware assignment

Why it matters

Certification and qualification tracking matters because staffing roster decisions are constrained by what each person can cover. We need the tool to surface mismatches before you publish schedules.

How to check

Provide a firefighter record with a certification that does not meet a station or assignment requirement, then attempt to place them. Check whether the system flags the mismatch and how it records the exception resolution.

Red flags

  • Coverage rule enforcement only works after you export or print
  • Overtime management and callback scheduling don’t record approvals and outcomes
  • Shift trade handling changes assignments without an audit trail

Fit by situation

  • If your biggest pain is last-minute coverage gaps, prioritize overtime and callback workflows.
  • If you routinely reshuffle shifts due to leave, prioritize leave and availability tracking.
  • If assignments depend on certifications, prioritize qualification-aware assignment.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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