Commissioned Research
Top 10 Best Attendance and Time Tracking Software of 2026

GITNUXSOFTWARE REVIEW

HR In Industry

Top 10 Best Attendance and Time Tracking Software of 2026

Compare attendance and time tracking software options for managing schedules and timesheets, with notes on fit and tradeoffs for teams.

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

Attendance and time tracking software affects payroll accuracy, labor compliance, and how managers reconcile schedules to hours worked. This comparison helps teams choose between browser-free time clocks, mobile and GPS tracking, and integrations that move timesheets into payroll and reporting systems with clear audit logs.

Deputy is the best choice for mid-market teams that need manager-driven timesheet approvals tied to scheduling and payroll exports, because schedule reconciliation shows actual-to-scheduled variance inside the approval workflow, while UKG Workforce Management fits enterprises needing governed attendance and auditable labor compliance approvals.

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

Deputy

Schedule reconciliation that reports actual-to-scheduled variance inside the shift and time approval workflow.

Best for: Fits when mid-market teams need manager-driven timesheet workflows tied to schedules and payroll exports.

2

Clockify

Editor pick

Offline punch caching for mobile clock-ins keeps time logs intact when devices go offline.

Best for: Fits when mid-market teams need attendance enforcement with approvals and exports.

3

Homebase

Editor pick

Geolocation-based clock-in tied to shift schedules helps admins spot and correct out-of-policy punches faster.

Best for: Fits when shift-driven teams need geolocation-assisted attendance plus a clear approval path to payroll.

Comparison Table

1
DeputyBest overall
SMB
9.2/10
Overall
2
8.9/10
Overall
3
8.8/10
Overall
4
8.4/10
Overall
5
8.1/10
Overall
6
7.8/10
Overall
7
7.5/10
Overall
8
7.0/10
Overall
9
6.8/10
Overall
10
6.7/10
Overall
#1

Deputy

SMB

Employee scheduling, time and attendance, and task management platform serving over one hundred thousand workplaces.

9.2/10
Overall
Features9.2/10
Ease of Use9.3/10
Value9.1/10
Standout feature

Schedule reconciliation that reports actual-to-scheduled variance inside the shift and time approval workflow.

Deputy runs shift-based attendance and time tracking with staff clock-in methods, role-based timesheet submission, and manager review workflows.

It supports schedule-to-time reconciliation for actual-to-scheduled variance, plus labor distribution coding for job or department allocation.

Deputy provides export formats for payroll systems and an automation surface through API and integrations with common HR and payroll ecosystems.

Administration focuses on employee setup, approval rules, and audit-friendly operational logs for changes to time and schedules.

Pros
  • +Strong shift and timesheet workflow with manager approvals
  • +Scheduling reconciliation highlights actual-to-scheduled variance
  • +API and integrations support payroll and HR system connectivity
  • +Labor distribution coding supports job and department allocation
Cons
  • –Some advanced enforcement needs careful configuration across locations
  • –Offline punch caching and edge cases can require documented runbooks
Use scenarios
  • Workforce administrators and managers

    Apply time-clock rules to all staff

    Fewer attendance policy deviations

  • Operations and payroll reviewers

    Reconcile scheduled shifts with clock data

    Resolved labor variances faster

Show 2 more scenarios
  • Payroll teams and supervisors

    Review and approve shift-linked timesheets

    More controlled payroll-ready hours

    Route role-based submissions through supervisor corrections and approvals before payroll totals are finalized.

  • Site managers and on-call teams

    Capture handover notes during shifts

    Better visibility into open actions

    Record shift notes, handover details, and follow-up actions to support next-team continuity.

Best for: Fits when mid-market teams need manager-driven timesheet workflows tied to schedules and payroll exports.

#2

Clockify

SMB

Free time tracker with clock-in/clock-out, timesheets, and attendance reporting used by over four million users.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Offline punch caching for mobile clock-ins keeps time logs intact when devices go offline.

Clockify combines time tracking with attendance workflows for clock-in methods, shift planning, and timesheet approval. It supports web and mobile time entry plus badge-style sign-in flows, with offline punch caching to reduce missed punches.

Rounding rules, geofenced clock-in options, and job or labor coding help teams produce labor-ready exports for payroll and reporting. Admin controls cover user management, project permissions, and audit-friendly activity records across tracked time.

Pros
  • +Offline punch caching reduces missed entries during poor connectivity.
  • +Timesheet approval workflow supports review gates before reporting.
  • +Rounding rules configuration standardizes how durations are calculated.
  • +Mobile clock-in geolocation helps enforce presence checks.
Cons
  • –Advanced labor compliance reporting needs careful configuration across policies.
  • –Geofencing behavior can require testing for edge cases like VPN and travel.
  • –Job costing allocation depends on consistent coding discipline by staff.
  • –Automation and API extensibility require development effort for custom payroll.
Use scenarios
  • Project and client managers

    Track billable hours per client

    Project and client allocation visibility

  • Payroll and accounting teams

    Reconcile approved time for payroll

    Reconciled hours for processing

Show 2 more scenarios
  • SMB operations and supervisors

    Manage employee clock-in attendance

    Centralized attendance records

    Centralized clock-in and reporting help managers review attendance for hourly workforces.

  • Timesheet approvers and admins

    Review, fix, and lock timesheets

    Consistent approvals before reporting

    Managers correct exceptions and lock approved periods for controlled reporting readiness.

Best for: Fits when mid-market teams need attendance enforcement with approvals and exports.

#3

Homebase

SMB

Free employee scheduling, time clock, and team communication platform for small businesses.

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

Geolocation-based clock-in tied to shift schedules helps admins spot and correct out-of-policy punches faster.

Homebase pairs employee time tracking with attendance management for shift-based teams that need consistent clock-in behavior. It supports web and mobile clock-in with geolocation, along with shift scheduling visibility that links attendance events to planned coverage.

Admin controls focus on managing punches, timesheets, and approvals, with configurable rules that reduce errors like missed clock-ins and late submissions. The system also supports integrations aimed at keeping attendance and payroll-ready time data aligned with downstream workflows.

Pros
  • +Mobile clock-in captures geolocation to support enforcement of on-site attendance
  • +Timesheet approval workflow reduces missing signatures before payroll export
  • +Shift schedules provide planned coverage context beside punch history
  • +Admin tools handle attendance exceptions like missed or corrected punches
Cons
  • –Offline punch caching support is limited compared with field-heavy workforce tools
  • –Labor distribution coding depth can be constrained for complex job costing
  • –Granular FLSA overtime rule modeling may require careful setup discipline
  • –Advanced automation often depends on integration coverage rather than native rules
Use scenarios
  • Hourly payroll managers

    Review punches and approve timesheets

    More complete payroll time records

  • Location operations managers

    Match planned shifts to punches

    Earlier discrepancy detection

Show 2 more scenarios
  • Supervisors and shift leaders

    Approve availability and shift changes

    Controlled schedule change approvals

    Employees request swaps, availability updates, and time-off for supervisor review in the scheduling workflow.

  • Operations managers handling call-outs

    Record absences and coordinate replacements

    Faster call-out coverage coordination

    Managers log absences and open shifts, then review swap or replacement requests for coverage decisions.

Best for: Fits when shift-driven teams need geolocation-assisted attendance plus a clear approval path to payroll.

#4

Hubstaff

SMB

Time tracking software with GPS location, geofencing, activity levels, and automated payroll for field and remote teams.

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

Productivity reporting tied to time entries and schedules shows actual-to-scheduled variance for managers.

Hubstaff’s attendance side centers on clock-in methods that work from mobile and desktop, with manager controls for reviewing punches and timesheets before payroll export. The system links logged time to projects and allows job costing allocation so finance teams can separate labor by client or internal cost center. The admin experience includes user permissions, approvals, and an edit history that helps teams trace who changed which time entry.

Pros
  • +Timesheet approvals connect directly to project and client labor allocation
  • +Mobile and desktop clock-in reduce missed punches for distributed staff
  • +Time entry edit history supports manager review and audit trails
  • +Productivity analytics make schedule adherence and variance easier to monitor
Cons
  • –More advanced policy behavior requires careful initial configuration
  • –Geofencing-style enforcement is limited compared with vendors focused on field work
  • –Offline punch handling adds operational complexity for intermittent connectivity
Use scenarios
  • Operations managers

    Oversee distributed teams’ timesheet approvals

    Faster sign-off cycles

  • Professional services teams

    Allocate labor by client projects

    More accurate billing inputs

Show 2 more scenarios
  • Remote team leads

    Reduce missed clock-ins

    Fewer manual corrections

    Employees use mobile clock-in for consistent attendance capture across locations.

  • Payroll coordinators

    Export time in payroll-ready form

    Lower reconciliation effort

    Approved time entries flow into export formats suitable for downstream payroll processing.

Best for: Fits when teams need governed clock-in and project time allocation with review workflows.

#5

BambooHR

SMB

HR platform with built-in time tracking, PTO management, and attendance reporting for small to mid-sized organizations.

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

HR record-driven time and absence context that keeps timesheets and employee data aligned for approvals.

BambooHR fits organizations that want time tracking built around employee HR records and manager review, not just raw clock punches. It provides timesheets tied to job and assignment details, with configurable approval workflows and reporting for operational and compliance needs.

Pros
  • +Timesheets are tightly linked to HR records for cleaner manager review
  • +Approval routing supports structured timesheet signoff workflows
  • +Admin configuration covers common attendance rules and consistency checks
  • +Integrations reduce duplicate entry between HR, schedules, and payroll inputs
Cons
  • –Advanced labor allocation and job costing depth can require additional process design
  • –Complex multi-jurisdiction labor compliance reporting needs careful configuration
  • –Offline punch caching is limited compared with systems built for field work
  • –Fine-grained clock enforcement beyond standard rules may need governance discipline
Use scenarios
  • HR and payroll operations teams

    Link timesheets to employee HR records

    Fewer time entry inconsistencies

  • Managers approving time and absences

    Route exceptions through approval workflows

    More consistent approvals

Show 2 more scenarios
  • HR teams and employees

    Plan leave using entitlements and balances

    Clearer absence planning

    Submit time-off requests with entitlement rules and view balances alongside calendar availability.

  • Payroll and HR operations teams

    Support payroll using connected time data

    Less rekeying for payroll

    Use onboarding details and time data connected to payroll processes to reduce duplicate data entry.

Best for: Fits when HR-led teams need timesheets, approvals, and HR-linked context for consistent attendance operations.

#6

UKG Workforce Management

enterprise

Workforce management software for scheduling, time tracking, attendance, forecasting, and labor compliance.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

Timesheet approval workflow with governed edits that preserves auditability for labor compliance reporting.

UKG Workforce Management fits organizations running shift-heavy operations that need scheduling, time capture, and labor compliance together. It supports clock-in and work time capture across web and mobile experiences, with configurable rules for rounding and break handling.

Pros
  • +Strong scheduling and time capture tied to compliance reporting workflows
  • +Timesheet approval workflow supports manager review before payroll
  • +Role-based access and audit trails support attendance governance
  • +Labor rules configuration supports rounding and meal enforcement
Cons
  • –Administration setup requires more governance than lighter standalone time clocks
  • –Reporting depends on correct labor coding and configuration
  • –Mobile clock-in workflows can feel heavier for casual hourly users
  • –Some integrations rely on UKG HCM connector mapping and export formats
Use scenarios
  • Multi-site operations managers

    Centralize approvals across locations

    Fewer payroll corrections

  • Workforce administrators

    Enforce labor rules consistently

    More consistent labor costs

Show 2 more scenarios
  • HR and compliance teams

    Produce audit-ready attendance records

    Reduced compliance risk

    Governance controls and audit trails support tracing changes to time and attendance decisions.

  • Labor finance analysts

    Reconcile time to labor codes

    Better schedule adherence

    Labor distribution coding feeds reporting that compares actual coverage against plans.

Best for: Fits when enterprises need tightly governed attendance, approvals, and labor compliance reporting.

#7

Time Doctor

SMB

Employee time tracking with screenshots, web and app usage monitoring, and payroll integrations.

7.5/10
Overall
Features7.5/10
Ease of Use7.6/10
Value7.4/10
Standout feature

Manager dashboards combine per-user time breakdowns with approval-ready timesheets in one workflow.

Time Doctor is used to collect time entries from employee devices and then turn them into reviewable timesheets for managers. Reporting focuses on totals, activity summaries, and adherence indicators that help reconcile actual work against expected patterns. Admins can apply tracking configuration by team, then manage who can see what through role-based access.

Pros
  • +Time tracking with manager-facing timesheet approval workflows
  • +Activity and productivity reporting mapped to daily and weekly totals
  • +Configurable tracking policies by group for consistent usage
  • +Exportable timesheet data for payroll or finance ingestion
Cons
  • –Manual time entry corrections can create extra admin work at scale
  • –Automation depth depends on careful policy setup and adoption discipline
  • –Some compliance workflows require external systems for final reporting
  • –Advanced integrations are less comprehensive than specialized labor suites
Use scenarios
  • Operations managers

    Review timesheets before payroll runs

    Fewer late corrections

  • Distributed customer support leads

    Track work across shifting schedules

    Better schedule adherence visibility

Show 1 more scenario
  • Agency project managers

    Allocate work time per client task

    More consistent project billing inputs

    Project managers use time breakdown reporting to support internal job allocation and reporting.

Best for: Fits when mid-size teams need fast timesheet approval and clear labor reporting without building custom tracking.

#8

OnTheClock

SMB

Cloud-based time clock and attendance tracker with GPS, PTO tracking, and payroll exports.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Built-in approval routing for timesheets tied to shift context, with structured status visibility for managers.

OnTheClock focuses on timesheet capture and approval flows for distributed hourly teams, with clock-in and work logging designed around shift-based reporting. The system supports multiple clock-in methods and organizes attendance data so managers can review, approve, and export time for payroll.

Pros
  • +Timesheet approval workflow supports manager review before payroll export
  • +Configurable shift rules reduce manual edits for common attendance cases
  • +Attendance records stay organized for exporting time to payroll processes
  • +Permission controls restrict who can change timesheets and entries
Cons
  • –Advanced automation needs careful setup of approval roles and schedules
  • –Labor classification and job costing depth can feel limited for complex coding
  • –Integrations depend on supported payroll formats rather than custom mapping flexibility
  • –Offline punch handling is not clearly designed for field-heavy intermittent connectivity
Use scenarios
  • Multi-site operations managers

    Centralize punches and exceptions across worksites

    Consistent attendance visibility

  • HR and workforce administrators

    Configure rounding and grace period rules

    More policy-aligned time

Show 2 more scenarios
  • Field service supervisors

    Validate mobile clock-ins by location

    Improved auditability of punches

    Mobile users record punches with GPS or geofencing for location context.

  • Service business project managers

    Assign time to jobs and projects

    Clear job-level labor totals

    Employees log work against jobs to support operational and labor reporting.

Best for: Fits when shift-based hourly teams need timesheet approval routing and clean payroll-ready exports.

#9

Toggl Track

SMB

Time tracking platform with project-based tracking, billable rates, and calendar integrations used by millions of users.

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

Toggl Track calendar and report views that summarize tracked work by project and client over time.

Toggl Track supports manual time entry, timer-based tracking, and daily timesheet views that map tracked time to projects and clients. Reporting covers productivity and activity trends, and administrators can configure workspace policies that shape how tracking is done. Integrations extend its reach into ticketing and workflow tools, and exports provide structured time data for downstream processing.

Pros
  • +Quick timer capture with consistent mobile and desktop workflows
  • +Reports that break down time by project and client categories
  • +Timesheet views support review before export
  • +Structured exports for payroll and accounting handoff
Cons
  • –Limited attendance enforcement features like geofencing or biometric checks
  • –Fine-grained labor compliance automation requires extra workflow planning
  • –Role controls feel lighter than enterprise governance suites
  • –Advanced workforce analytics needs export plus external tooling
Use scenarios
  • Agencies and client services teams

    Track billable work by client

    Cleaner timesheets for invoicing

  • Operations and project managers

    Monitor utilization across tasks

    Better planning and staffing signals

Show 2 more scenarios
  • Remote engineering teams

    Capture time during sprint work

    More complete sprint time tracking

    Mobile capture and consistent tagging help keep daily timesheets complete.

  • Finance and accounting teams

    Export timesheets for payroll

    Faster payroll handoff preparation

    Exported time entries support accounting workflows that require structured records.

Best for: Fits when distributed teams need fast time capture and reliable timesheet exports for reporting.

#10

TimeCamp

SMB

Automatic time tracking with timesheet approval, attendance reports, and billing for project-based teams.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Automatic categorization and coding of time entries based on tracked activity plus project mapping reduces misclassified hours.

TimeCamp records employee clock-in and time spent, then produces timesheets tied to projects, tasks, and custom fields. It supports attendance-style workflows like clock-in rules, approvals, and exporting time data for payroll or payroll prep.

Pros
  • +Project and task coding for time capture supports job costing decisions
  • +Timesheet approvals create a controlled review workflow before exports
  • +Scheduling and time entry rules reduce manual cleanup in weekly reporting
  • +Integration set covers common HCM and payroll data handoffs
Cons
  • –Geofencing and biometric authentication are not universal across clock-in methods
  • –Advanced labor compliance reporting depends on careful configuration of rules and codes
  • –Bulk edits for historical punches can be slower than per-user review
  • –Automation logic requires administrator setup to match specific approval routing
Use scenarios
  • Field staff and distributed teams

    Log desk and on-site time together

    Unified time records for projects

  • Client services project managers

    Track time against client tasks

    Billable totals ready for review

Show 2 more scenarios
  • Project scheduling coordinators

    Align work blocks with calendar events

    Planned and actual effort view

    Coordinators schedule work blocks and compare planned effort with recorded attendance time.

  • Project accounting and architects

    Organize logs by project phases

    Phase-based traceable time records

    Firms map time to tasks or stages to support structured project review and handoff.

Best for: Fits when mid-size teams need disciplined time capture with timesheet approvals and coding for projects.

Conclusion

After evaluating 10 attendance and time tracking software, Deputy 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
Deputy

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 Attendance and Time Tracking Software

How do Hubstaff and Deputy handle actual-to-scheduled variance in attendance workflows?
Hubstaff ties reporting to time entries and configurable rounding, so managers see actual-to-scheduled variance when shifts differ from expected schedules. Deputy does schedule reconciliation inside the shift and time approval workflow, which keeps variance context attached to approval decisions.
Which tools support offline punch caching for mobile clock-in when devices lose connectivity?
Clockify includes offline punch caching for mobile clock-ins so punches are stored locally when the device goes offline. Homebase does geolocation-assisted clock-in tied to shifts, but it focuses on out-of-policy detection rather than offline punch retention.
Which products provide API or integration surfaces for automating time workflows with HR and payroll systems?
Deputy exposes an API and supports integrations that sync time workflows with common HR and payroll ecosystems. UKG is built around an HCM workflow model with automation options that reduce manual corrections during payroll close.
How do Toggl Track and Time Doctor differ in timesheet approval workflow design?
Toggl Track centers on fast capture with flexible project and client organization, then provides reporting and export-focused outputs for payroll use cases. Time Doctor focuses on consistent capture plus manager dashboards that show per-user time breakdowns in an approval-ready workflow.
What breaks if job or labor distribution coding is required for payroll reporting but the tool lacks that model?
Deputy supports labor distribution coding for job or department allocation, so payroll exports can map hours to the right cost buckets. Clockify also supports job or labor coding, but tools that only track time without that structured coding typically force rekeying during labor reporting.
How do Clockify and Homebase manage rounding and clock-in enforcement policies?
Clockify offers rounding rules configuration tied to attendance methods, which shapes how raw punches convert into reportable time. Homebase uses geolocation-based clock-in tied to shift schedules, which helps admins identify punches that violate policy windows and correct them during the approval cycle.
When teams need audit trails for edits and approvals, which options map activity history to time changes?
Hubstaff provides audit trails for time edits and approvals so managers can track how time records changed. OnTheClock and Clockify both include audit visibility into time entry changes, but Hubstaff emphasizes productivity reporting attached to those governed edits.
How does UKG handle labor compliance rules compared with tools focused on lighter timesheet capture?
UKG ties punch handling, timesheet edits, and approvals to policy enforcement for overtime and meal handling through an HCM-aligned workflow model. Time Doctor and Toggl Track can cover time capture and approvals, but they are less centered on policy-driven compliance reporting inside an HCM context.
How do BambooHR and OnTheClock differ when employee HR context must drive timesheet submissions and approvals?
BambooHR builds timesheets around employee job and assignment details, so approval workflows inherit HR context rather than relying only on punch data. OnTheClock organizes attendance around shift-based reporting and routing, so the approval workflow is attached to shift context more than HR record structures.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Attendance and Time Tracking Software

We look for differences in how attendance and time tracking products handle approvals, data accuracy, and rule configuration. The most practical gaps show up in timesheet approval workflow, rounding rules configuration, and audit log availability.

Timesheet approval workflow

Why it matters

Timesheet approval workflow determines whether managers can review and correct time before it locks for payroll. If approval steps are too rigid, you’ll spend admin time chasing changes instead of using exceptions.

How to check

On a demo, ask for a scenario where an employee submits time with a mistake and a manager corrects it. Confirm whether approvals happen at the timesheet level and whether changes after approval are tracked.

Rounding rules configuration

Why it matters

Rounding rules configuration affects pay accuracy when employees clock in and out around shift boundaries. The more control you have, the better you can match your internal policies without manual adjustments.

How to check

Request a screen that shows rule settings for clock-in and clock-out treatment. Ask whether rules can be configured per location, role, or shift and whether you can preview impact on sample punches.

Punch capture and correction controls

Why it matters

Punch capture and correction controls decide how reliably the system reflects when work actually started and ended. If corrections are unclear or undocumented, disputes become harder to resolve.

How to check

Test a flow where a punch is missing or entered incorrectly, then request the expected correction path. Check whether the system records who changed what and when, and whether employees can submit corrections with notes.

Reporting for attendance exceptions

Why it matters

Reporting for attendance exceptions makes it easier to find missed punches, late arrivals, and unusual patterns before they reach payroll. Strong exception reports reduce follow-up and improve consistency across teams.

How to check

Ask for a report that surfaces late/missed punches for a date range and shows underlying punches or summaries. Confirm filters for department and employee group, plus an export option for review.

Audit log availability

Why it matters

Audit log availability matters when you need to explain changes during audits or internal reviews. Without an audit trail, approval and correction activity becomes hard to reconstruct.

How to check

In the demo, request an audit view for a single employee timesheet and its associated punches. Verify it includes timestamps and the actor for each action, not just the final state.

Red flags

  • No clear path for post-submission changes after timesheet approval workflow.
  • Rounding rules configuration can’t be previewed against real sample punches.
  • Audit log availability only shows current status, not who changed prior entries.

Fit by situation

  • If you rely on managers to review time before payroll, prioritize timesheet approval workflow.
  • If you need policy-accurate pay adjustments near shift boundaries, prioritize rounding rules configuration.
  • If your team audits corrections and disputes frequently, prioritize audit log availability.
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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