Commissioned Research
Top 10 Best Time Attendance Management Software of 2026

GITNUXSOFTWARE REVIEW

HR In Industry

Top 10 Best Time Attendance Management Software of 2026

Compare time attendance management software options for workforce tracking, including ADP Workforce Now, Jibble, and BambooHR, with tradeoff notes.

20 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

Time attendance management software centralizes employee clock events into an auditable time data model that HR and managers can validate, correct, and report. This comparison helps operators weigh automation depth, integration and API extensibility, and role-based access plus audit log coverage when deploying timekeeping across shifts and locations.

ADP Workforce Now is the best choice for mid-market to large organizations where HR and payroll teams need time attendance tied to configurable rules and approval steps that carry into payroll context, whereas Jibble fits managers at smaller firms who want manager-approved corrections with a clear audit trail.

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

ADP Workforce Now

End-to-end time and attendance workflow integrated with ADP payroll processing, with correction and approval steps carried through the same operational context.

Best for: Fits when HR and payroll owners need time attendance to follow configurable rules and approval workflows across sites.

2

Jibble

Editor pick

Attendance correction workflow with manager approval and an audit trail tied to each change.

Best for: Fits when managers need clear approvals and audit trail for attendance fixes without heavy engineering.

3

BambooHR

Editor pick

Timesheet approval workflows operate from the BambooHR employee profile, keeping edits and approvals in one audit trail.

Best for: Fits when HR wants time tracking, approvals, and attendance visibility driven from employee records.

Comparison Table

1
ADP Workforce NowBest overall
enterprise
9.5/10
Overall
2
8.8/10
Overall
3
8.6/10
Overall
4
8.5/10
Overall
5
8.1/10
Overall
6
enterprise
7.8/10
Overall
7
7.4/10
Overall
8
7.2/10
Overall
9
6.8/10
Overall
10
6.5/10
Overall
#1

ADP Workforce Now

enterprise

Integrated payroll and time tracking platform for mid-market to large organizations.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

End-to-end time and attendance workflow integrated with ADP payroll processing, with correction and approval steps carried through the same operational context.

ADP Workforce Now fits organizations that need time attendance management tied tightly to HR processes and payroll workflows. Core capabilities include clock-in and clock-out capture, timesheet approval, attendance rule processing, and payroll export for downstream calculation.

ADP also supports shift scheduling needs such as planned shifts and adherence checks, plus correction workflows when punches need review. ADP Workforce Now’s main differentiator is how the time and attendance workflow sits inside ADP’s broader HR and payroll data flow rather than living as a standalone time clock.

Pros
  • +Centralized time rules feeding payroll-oriented processing
  • +Workflow controls for timesheet approval and punch correction review
  • +Shift planning support that connects attendance to scheduling
  • +Extensive HR and payroll integration reduces manual rework
Cons
  • –Admin setup complexity increases with multi-site labor configurations
  • –Overtime and labor detail often depend on configured downstream processes
  • –Reporting flexibility can be constrained without supported integrations
  • –User permissions and governance require ongoing attention
Use scenarios
  • time administrators and managers

    Approve punch edits before payroll

    Fewer unresolved payroll inputs

  • workforce operations teams

    Configure labor and attendance rules

    More consistent exception handling

Show 2 more scenarios
  • HR administrators and compliance teams

    Produce attendance and payroll reports

    Traceable workforce administration

    Review employee history, workforce activity, payroll data, and attendance exceptions using standardized reports.

  • HR operations teams

    Process lifecycle changes aligned to payroll

    Consistent approvals and records

    Run hires, onboarding, transfers, organizational changes, and terminations through structured workflows tied to payroll records.

Best for: Fits when HR and payroll owners need time attendance to follow configurable rules and approval workflows across sites.

#2

Jibble

SMB

Free time clock and attendance tracking application for teams of all sizes.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

Attendance correction workflow with manager approval and an audit trail tied to each change.

Jibble targets teams that need consistent clock-in and clock-out capture plus clear correction handling when employees forget to punch. The workflow centers on approvals so attendance decisions are visible to managers before payroll export. Configuration focuses on rules that govern grace periods and rounding so the system behavior matches policy.

A key tradeoff appears in automation depth. Organizations that require payroll-grade integrations, custom labor allocation, or deep HRIS synchronization may need additional systems and manual reconciliation steps. Jibble fits best for teams that want faster timesheet approval cycles and fewer end-of-period punch issues.

Pros
  • +Self-service time capture reduces forgotten punch corrections.
  • +Approval workflow keeps attendance decisions traceable.
  • +Configurable grace and rounding rules support consistent policy enforcement.
  • +Audit trail makes punch edits reviewable by managers.
Cons
  • –Advanced HRIS sync and labor allocation require external process.
  • –Geofencing and biometric integrations may depend on hardware choices.
Use scenarios
  • Operations managers

    Fix missed punches before payroll

    Fewer payroll disputes

  • Workforce coordinators

    Standardize shift adherence rules

    Consistent attendance scoring

Show 2 more scenarios
  • Frontline supervisors

    Validate weekly timesheets

    Faster sign-off cycles

    Supervisors confirm employee submissions and resolve anomalies before exporting for payroll.

  • Small HR teams

    Reduce manual timekeeping

    Lower administrative effort

    Employees capture time via mobile or browser and routing highlights exceptions for review.

Best for: Fits when managers need clear approvals and audit trail for attendance fixes without heavy engineering.

#3

BambooHR

SMB

Human resources information system with built-in time tracking and PTO management.

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

Timesheet approval workflows operate from the BambooHR employee profile, keeping edits and approvals in one audit trail.

BambooHR combines HR record management with time tracking workflows tied to employee profiles and approval chains. Time entries can feed timesheet approval and attendance decisioning, so HR and managers work from one employee context.

Calendar-based scheduling and leave visibility reduce disconnects between planned time and reported time. Automation and integrations focus on moving attendance data into payroll processes while keeping administrative controls inside the HR system.

Pros
  • +HR employee records and time entries share the same core identity
  • +Workflow controls route timesheet approvals through manager or delegated roles
  • +Automation moves attendance results toward payroll-relevant exports
  • +Audit-friendly activity visibility helps trace edits and approvals
Cons
  • –Biometric clock hardware support is not a native focus for time capture
  • –Complex labor allocation and job costing needs extra configuration
  • –Rounding and grace rules require careful policy setup to avoid disputes
  • –Attendance outcomes depend on defined workflows and approver coverage
Use scenarios
  • HR, payroll, and operations managers

    Route attendance exceptions for approval

    More consistent administration

  • HR teams and managers

    Plan leave with entitlement rules

    More visible absence planning

Show 2 more scenarios
  • payroll and HR operations teams

    Reduce duplicate HR and payroll data entry

    Less duplicate entry

    Use employee records and onboarding information with time data to support payroll administration workflows.

  • HR teams and hiring managers

    Coordinate onboarding and offboarding

    Fewer missed lifecycle tasks

    Manage forms, tasks, approvals, and status changes across arrivals and departures with consistent tracking.

Best for: Fits when HR wants time tracking, approvals, and attendance visibility driven from employee records.

#4

Clockify

SMB

Free time tracking software for teams to log work hours across projects.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Approval-backed time corrections that keep a clear history of edits to captured punches.

Clockify covers day-to-day time attendance needs with web and mobile capture, plus admin controls for rounding and grace windows to normalize punches. The product also supports adjustment workflows so managers can review corrections instead of editing raw entries silently. Reporting and exports help teams route tracked time into payroll processes without rebuilding reports by hand.

Pros
  • +Mobile capture and web clocking simplify field and desk attendance
  • +Configurable rounding and grace reduce variance in punch interpretation
  • +Correction workflows keep approvals tied to changes instead of silent edits
  • +Time exports support payroll processing and internal labor reporting
Cons
  • –Advanced shift and compliance governance needs careful setup
  • –Payroll-ready outputs depend on consistent job and time coding discipline
  • –Biometric and kiosk-style deployments are not the primary focus
  • –Complex authorization paths can become hard to maintain at scale
Use scenarios
  • Operations managers

    Review late arrivals and corrections

    Fewer untracked attendance changes

  • HR teams

    Enforce rounding and grace rules

    More uniform attendance calculations

Show 2 more scenarios
  • Payroll administrators

    Export time for payroll runs

    Faster payroll reconciliation

    Payroll can pull exported time data to reconcile employee hours against payroll requirements.

  • Team leads

    Approve team attendance adjustments

    Cleaner timesheet governance

    Team leads can approve or reject correction requests before final attendance reporting.

Best for: Fits when mid-size teams need consistent punch capture, approvals for edits, and exportable attendance reporting.

#5

Gusto

SMB

Payroll and benefits platform featuring time tracking and attendance tools.

8.1/10
Overall
Features8.1/10
Ease of Use8.2/10
Value8.0/10
Standout feature

Punch correction and approval steps are built to feed payroll-ready hours with an audit trail.

Gusto handles clock-in and clock-out capture and then routes submitted time to approvals, which keeps attendance changes inside the same audit trail used for payroll review. Punch correction workflows let managers address edits after capture, and timesheet approvals help prevent unreviewed hours from moving forward. Automation is strongest around approval flows tied to payroll timing, not around complex scheduling scenarios like multi-week rotating shift bidding.

Pros
  • +Punch correction and timesheet approval stay connected to payroll processing
  • +Mobile-friendly time capture supports day-to-day manager review
  • +Admin workflows reduce handoffs between HR data and time entries
  • +Audit trail links time changes to approval outcomes
Cons
  • –Advanced schedule adherence and rotation logic are limited versus dedicated WFM tools
  • –Job costing and labor allocation controls are not as granular as specialized platforms
  • –Biometric kiosk workflows are not a native focus compared with hardware-first systems
  • –Exception handling relies on approval workflows more than real-time enforcement
Use scenarios
  • HR and payroll teams

    Approve corrected hours for payroll

    Fewer payroll rework cycles

  • Plant managers and supervisors

    Review mobile time entries

    Consistent approval coverage

Show 1 more scenario
  • Growing services businesses

    Standardize timekeeping across locations

    Faster onboarding for managers

    Operations teams roll out time capture and approval rules that stay aligned to employee records and payroll setup.

Best for: Fits when payroll-aligned timekeeping needs approval and correction workflows without heavy scheduling complexity.

#6

UKG Pro

enterprise

Unified HCM platform with advanced timekeeping, absence management, and scheduling modules.

7.8/10
Overall
Features7.8/10
Ease of Use7.8/10
Value7.8/10
Standout feature

UKG Pro’s integrated punch correction and approval workflow keeps time edits governed with traceable audit trail before payroll processing.

UKG Pro time and attendance management ties clock-in and clock-out capture to payroll-ready workflows inside a broader HR suite. It supports rule-driven attendance handling for late, early, and absence events, with configuration for overtime calculation and reporting outputs.

Pros
  • +Attendance policy engine aligns grace periods, rounding, and exception handling to configured rules
  • +Automated timesheet and attendance adjustment workflows reduce rework before payroll export
  • +Integration pathways support coordinated labor data across workforce management and payroll systems
  • +Audit trail improves traceability for time edits and approvals
Cons
  • –Punch correction workflows can become complex when multiple approval paths apply
  • –Setup requires careful configuration of attendance rules to avoid downstream payroll variances
  • –Mobile attendance capture and device coverage depend on selected add-ons and deployments
  • –Administration overhead increases when managing many locations with different policy variations
Use scenarios
  • HR administrators and managers

    Handle leave requests and accruals

    Shared view of absences

  • payroll analysts and HR operations

    Investigate workforce and payroll mismatches

    Better visibility into mismatches

Show 2 more scenarios
  • workforce planners and operations managers

    Generate schedules tied to time capture

    Schedules match recorded hours

    Create schedule plans from demand forecasting, then combine time capture and attendance handling with approvals.

  • talent and leadership HR teams

    Tie talent reviews to employee records

    More structured role discussions

    Connect performance and readiness discussions to employee and position records using shared HR context.

Best for: Fits when HR and payroll teams want a rule-driven time system with governed approval workflows.

#7

OnTheClock

SMB

Cloud-based time tracking software for small to mid-sized businesses.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Attendance punch correction routed into approval workflows with retained change history for reviewer accountability.

OnTheClock targets organizations that need time and attendance capture across multiple sites and then route attendance exceptions into approval workflows. It supports clock-in and clock-out capture with rules for rounding, grace periods, and configurable exception handling, and it generates timesheets for downstream payroll export.

Pros
  • +Configurable attendance rules support rounding and grace periods for capture consistency
  • +Attendance exception workflows reduce manual spreadsheet correction after missed punches
  • +Approval-focused timesheet flow supports audit trail of changes
  • +Central admin configuration helps manage multiple locations and schedules
Cons
  • –Automation and integration depth can feel limited for complex labor allocation
  • –Automation coverage for rotating shift patterns may require more admin attention
  • –Reporting granularity for deep policy analytics can be constrained
  • –Requires disciplined configuration to avoid approval and policy drift
Use scenarios
  • retail, service, and operations managers

    Monitor shift attendance for hourly teams

    More consistent monitoring

  • multi-site operations teams

    Centralize punches and attendance exceptions

    Consistent oversight across locations

Show 2 more scenarios
  • HR administrators and shift managers

    Correct missed punches through approvals

    Fewer unresolved discrepancies

    Route missing or incorrect punches through correction and approval workflows to close discrepancies.

  • HR and workforce administrators

    Apply rounding and grace period rules

    Time matches internal policies

    Configure rounding, grace periods, and other rules that shape calculated work time in attendance handling.

Best for: Fits when HR needs exception workflows and audit trails for attendance corrections across multiple teams.

#8

Deputy

SMB

Workforce management software for scheduling, time tracking, and labor cost control.

7.2/10
Overall
Features7.2/10
Ease of Use7.1/10
Value7.3/10
Standout feature

Granular timesheet correction routing with role-based editing locks to keep approvals and punch changes auditable.

Deputy captures time and attendance through employee clock-in and clock-out workflows, then routes timesheets through approval and correction steps. It supports shift scheduling with rotating patterns, plus rule-based attendance handling such as grace periods and rounding.

Pros
  • +Timesheet approval workflows reduce manual tracking for multi-manager teams
  • +Mobile and location-aware clocking supports on-site compliance needs
  • +Shift templates support rotating schedules without spreadsheet management
  • +Audit trail helps trace who changed punches and timesheet fields
Cons
  • –Complex rounding and policy combinations need careful setup discipline
  • –Some payroll and labor accounting details can require extra data mapping work
  • –Offline or kiosk scenarios need operational validation per site workflow
  • –Advanced exceptions like job costing are not as granular as specialized labor tools
Use scenarios
  • workforce administrators and managers

    Enforce labor policies with rules and exceptions

    More consistent policy handling

  • operations managers and payroll reviewers

    Reconcile schedules with clock data

    Fewer unresolved discrepancies

Show 2 more scenarios
  • payroll teams and supervisors

    Approve shift-linked time before payroll

    More controlled payroll hours

    Review, correct, and approve shift-linked time entries before sending totals into payroll workflows.

  • scheduling managers and supervisors

    Create recurring rosters from templates

    Faster roster preparation

    Build repeatable schedules for regular shifts by posting teams or locations using scheduling templates.

Best for: Fits when mid-size and distributed teams need shift-driven timekeeping with approval workflows and location-aware punches.

#9

Hubstaff

SMB

Time tracking software with activity monitoring and GPS tracking for remote teams.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Activity tracking adds manager visibility that can be reviewed alongside timesheets during approval.

Hubstaff handles time capture, timesheet approval, and payroll-ready exports for distributed and field work teams. The system focuses on workload visibility through activity tracking options plus manager review workflows, and it supports mobile clocking.

Pros
  • +Mobile time capture supports routine on-site attendance collection
  • +Timesheet approval workflows keep manager review in the same system
  • +Activity tracking options add context beyond raw clock punches
  • +API access enables custom integrations for attendance and reporting
Cons
  • –Approval and correction workflows need clear internal ownership
  • –Attendance rules and rounding behavior can be complex to govern
Use scenarios
  • payroll and operations administrators

    Approve timesheets for payroll export

    More controlled timecards

  • developers and system administrators

    Ingest time via API events

    Less manual data transfer

Show 2 more scenarios
  • project managers and services teams

    Allocate tracked time to work items

    Clear labor allocation

    Assign tracked time to projects, tasks, clients, or cost centers to support billing review.

  • offshore delivery managers

    Review remote work using activity reporting

    Visibility into logged effort

    Use activity reports, timesheets, check-ins, and work-item attribution to review distributed operations.

Best for: Fits when mid-market teams need mobile time capture plus approval workflows with integration via API or existing payroll connections.

#10

Time Doctor

SMB

Employee time tracking and productivity monitoring software for remote workforces.

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

Built-in punch correction workflow that routes edits through reviewer steps with an audit trail.

Time Doctor captures clock-in and clock-out via web and mobile time tracking and supports supervisor review of employee activity tied to shifts. It also provides timesheet approval workflows for managers and HR teams that need consistent timekeeping before payroll export.

Pros
  • +Timesheet approval workflows reduce last-minute payroll rework
  • +Policy-based time corrections support controlled punch adjustments
  • +Web and mobile time capture supports distributed field and office work
  • +Attendance reporting helps managers spot recurring tardiness patterns
Cons
  • –Workflow customization can feel limited for complex approvals
  • –Geofencing and kiosk-style capture require careful rollout planning
Use scenarios
  • managers of remote teams

    Track distributed work time and attendance

    More consistent visibility

  • project managers and services teams

    Submit project timesheets for tasks

    Project-level time records

Show 2 more scenarios
  • team utilization analysts

    Find idle time and workflow gaps

    Actionable coaching signals

    Analyze idle-time and active-time signals to surface interruptions and gaps in recorded work.

  • team leads and administrative reviewers

    Audit and approve submitted time entries

    Controlled time review

    Review, correct, approve, and retain time entries through manager-facing workflows with audit trails.

Best for: Fits when mid-size HR teams need consistent time approvals and controlled correction workflows.

Conclusion

After evaluating 10 time attendance management software, ADP Workforce Now 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
ADP Workforce Now

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 Time Attendance Management Software

How do punch correction and approval workflows differ between Gusto and Jibble?
Gusto builds punch correction and timesheet approval steps to generate payroll-ready hours with an audit trail. Jibble routes attendance fixes through manager review tied to each change, so approvals and edits follow a structured attendance correction workflow.
Which tools support clock-in and clock-out capture for mobile and distributed teams with approval routing?
Clockify supports mobile and browser time capture with approvals for manual correction requests. Hubstaff also supports mobile clocking and routes timesheet approval for payroll-ready exports, which fits field and distributed work patterns.
Which platform is more aligned with HR record context for time approvals, BambooHR or Deputy?
BambooHR runs timesheet approval workflows from the employee profile, which keeps edits and approvals inside the same HR context. Deputy emphasizes shift-driven timekeeping with a correction routing layer and role-based editing locks that govern who can change submitted time.
How does shift scheduling and rule enforcement show up in Deputy versus UKG Pro?
Deputy combines rotating shift patterns with attendance handling like grace periods and rounding, and then ties submissions to approval routing. UKG Pro focuses on rule-driven attendance handling for late and absence events, plus configuration for overtime calculation and governed approvals before payroll export.
What breaks if an organization separates timekeeping from payroll workflows when using ADP Workforce Now?
ADP Workforce Now is designed so clock capture, attendance rule processing, timesheet approval, and payroll export operate inside ADP’s HR and payroll data flow. When timekeeping runs outside that workflow, payroll-ready handoff and rule processing lose operational context, which increases manual reconciliation effort.
How do administrators configure rounding and grace behavior for attendance exceptions in Clockify versus OnTheClock?
Clockify enforces attendance rules like rounding and grace and then supports configurable approvals for edits. OnTheClock focuses on rounding, grace periods, and exception handling that routes attendance exceptions into approval workflows with change history retained.
How do timesheet approvals and audit trails differ between OnTheClock and Time Doctor?
OnTheClock keeps retained change history tied to attendance punch correction and approval flows so reviewers can trace what changed. Time Doctor provides supervisor review plus policy-driven time corrections and attendance reporting that supports audit trails around modifications.
How do integration and automation paths differ for Hubstaff compared with BambooHR?
Hubstaff provides an API for custom automation alongside workforce and payroll integrations, which supports automation around time capture and approvals. BambooHR emphasizes integrations that move attendance data into payroll processes while keeping administrative controls inside the HR system and employee records.
When offline punch capture or location-aware punches are required, which tools cover that pattern and how?
Deputy supports mobile and location-aware punches and includes rule-based attendance handling tied to submission and approval steps. Clockify supports mobile attendance capture and manual correction requests, which covers scenarios where time capture can occur outside a fixed workstation and still route to approvals.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Time Attendance Management Software

What separates options in time attendance management software is control depth over how punches become usable pay and reports: attendance policy engine, overtime calculation, and audit log decide whether data stays consistent. We look at how each system lets you configure rules, correct mistakes, and verify results after the fact.

Attendance rule configuration controls

Why it matters

Attendance policy engine settings matter because they determine how punches turn into worked time, and whether edge cases (late arrivals, missed breaks) follow your rules. If configuration is shallow, you end up with manual cleanup instead of repeatable outcomes.

How to check

In the demo, ask for a sample policy: rounding, grace, and break handling for one shift type. Then change one setting and verify the before/after results in a sample day report.

Punch correction and approval workflow

Why it matters

Punch correction workflow affects payroll reliability because corrected punches can propagate into totals. Good systems keep an accountable path so the final time record matches what managers approved.

How to check

Request a scenario where an employee submits a correction and a manager approves or rejects it. Check whether you can see who changed what, the reason field, and what happens to downstream totals.

Overtime calculation transparency

Why it matters

Overtime calculation needs to match your labor rules, and unclear logic leads to disputes. When overtime is transparent, you can reconcile reports to expectations using the same inputs.

How to check

Ask the vendor to show how overtime triggers on a worked-time threshold and how it treats partial days. Use a sample shift that crosses the threshold and confirm the exact calculation fields shown in the report.

Break and absence treatment

Why it matters

Break compliance and absence handling shape daily totals and exception rates. If break or absence inputs are hard to configure or reconcile, totals won’t match payroll.

How to check

In a demo scenario, test two cases: an employee forgets to clock a break, and an employee has a planned absence. Check whether the system marks exceptions consistently and shows the rule used for the final result.

Automation and provisioning via API

Why it matters

Automation and API surface matter because teams often need to keep employees, schedules, and time events synchronized. Deeper extensibility reduces manual rework and helps you keep a consistent data model.

How to check

Ask for an API walkthrough focused on time and configuration objects, not just connectivity. Request a sandbox-style example: create a test employee, submit punches, and retrieve the computed daily totals.

Red flags

  • Corrections change totals without a clear approval trail
  • Overtime reports don’t show the rule inputs behind each total
  • Policy changes don’t produce consistent results across the same shift type

Fit by situation

  • If you rely on detailed break and rounding rules across shifts, prioritize attendance rule configuration controls.
  • If managers frequently fix late or missed punches, prioritize punch correction and approval workflow.
  • If you need to automate employee and time event flows, prioritize automation and provisioning via API.
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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