GITNUXSOFTWARE ADVICE
HR & LeadershipTop 10 Best Vacation and Sick Time Tracking Software of 2026
Compare vacation and sick time tracking software for payroll and HR teams, including fit, features, and tradeoffs using tools like Vacation Tracker.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
AttendanceBot is the best pick for HR at SMBs that need structured vacation and sick routing because it gives each request a manager approval workflow with a clear status history and audit trail aligned to payroll-ready outcomes, whereas BambooHR fits teams that want leave requests and approvals handled right on employee records in one HR-centric experience.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
AttendanceBot
Manager approval workflow with per-request status history and audit trail for vacation and sick absences.
Best for: Fits when HR needs structured absence routing plus auditable approvals that align to payroll processing.
BambooHR
Editor pickEmployee and manager leave experiences are built directly on BambooHR employee records, reducing lookup steps.
Best for: Fits when HR wants PTO and sick leave tracked inside a shared HRIS workflow.
Vacation Tracker
Editor pickManager approval history is stored per request, making retroactive checks easier during balance reconciliation.
Best for: Fits teams that need approval workflow and leave balance controls without heavy HRIS customization.
Comparison Table
AttendanceBot
SMBTime off, attendance, and shift scheduling bot for Slack and Microsoft Teams.
Manager approval workflow with per-request status history and audit trail for vacation and sick absences.
AttendanceBot centralizes leave requests in one workflow, including routing to the right approver and capturing time-off status changes. AttendanceBot’s balance tracking includes carryover logic and balance reconciliation use cases that matter during policy changes and end of year rollups. AttendanceBot also provides audit visibility for who approved or denied an absence and when those actions occurred. This is a strong fit when HR wants consistent administration while managers handle approvals within a single system.
A key tradeoff is that advanced absence policy rules still require careful configuration before employees can submit requests that match local eligibility and coding expectations. AttendanceBot works best when HR and payroll coordinate on leave type setup, pay period mapping, and export expectations so payroll receives the same leave outcomes the HR workflow produced. For example, HR can set leave policies and routing rules during a policy refresh, then managers approve requests and payroll pulls the finalized results for pay period processing.
- +Employee and manager workflows keep vacation and sick requests in one place
- +Balance views help HR validate carryover and entitlement outcomes before payroll
- +Audit trail supports review of approval history for each absence entry
- +Exports and integrations reduce manual re-entry into payroll processes
- –Complex local policies need careful leave type and rule configuration
- –Edge cases can require HR intervention when eligibility data is incomplete
HR operations teams
Standardize vacation and sick routing
Fewer exceptions in approvals
Payroll analysts
Reconcile time-off results per pay period
Cleaner payroll calculations
Show 2 more scenarios
People managers
Approve absences without spreadsheet churn
Faster approval turnaround
Managers review pending requests and record decisions while preserving an audit history.
Mid-market HR teams
Maintain balances across carryover rules
More predictable entitlement tracking
HR verifies balance outcomes tied to policy configuration before year-end rollups.
Best for: Fits when HR needs structured absence routing plus auditable approvals that align to payroll processing.
BambooHR
enterpriseFull HRIS platform with a dedicated time-off tracking module for PTO and sick leave.
Employee and manager leave experiences are built directly on BambooHR employee records, reducing lookup steps.
BambooHR supports vacation and sick time tracking through a leave request workflow that routes approvals to the right manager and records an audit trail in the system of record. Leave balances stay visible at the employee and manager level, which reduces back-and-forth during approval cycles. Admins can configure leave categories and track policy-driven behavior like accrual schedules and balance adjustments using BambooHR’s HR configuration tools.
A key tradeoff is that leave approval and balance handling rely on how BambooHR is configured in advance, so unusual rounding or jurisdiction-specific exceptions can require process workarounds. BambooHR fits best when HR teams want employees to request PTO inside a consistent HR interface and want payroll integrations or exports to be driven from the same employee data.
- +Leave requests, balances, and approvals use one HR-centric interface
- +Manager review flows keep absence decisions attached to employee profiles
- +Admin configuration supports multiple leave types and balance adjustments
- +Audit trail is retained alongside leave history for operational review
- –Nonstandard absence exceptions can require manual handling
- –Advanced timekeeping behaviors need careful configuration alignment
HR operations teams
Standardize manager PTO approvals
Fewer approval handoffs
Small HR teams
Centralize sick and vacation tracking
Single process for PTO
Show 1 more scenario
Payroll administrators
Reconcile leave balances for payroll
Cleaner balance reconciliation
Use BambooHR leave balances as the source for payroll exports and balance review workflows.
Best for: Fits when HR wants PTO and sick leave tracked inside a shared HRIS workflow.
Vacation Tracker
SMBDedicated leave management tool with Slack, Microsoft Teams, and Google Workspace integrations.
Manager approval history is stored per request, making retroactive checks easier during balance reconciliation.
Vacation Tracker is a leave tracking system focused on vacation and sick time workflows with calendar views, leave request routing, and balance tracking. It supports leave type configuration and accrual-style balance management so admins can apply carryover and caps consistently.
Approval flows connect employee requests to managers and keep an audit trail of who approved what and when. Exports and HR-facing data handoff are oriented around payroll-ready reporting from recorded time-off events.
- +Clear vacation and sick request workflow with manager approvals
- +Configurable leave types with balance carryover and cap controls
- +Employee-facing request and balance experience stays consistent across requests
- +Approval history supports review of who acted and when
- –Automation depth for jurisdiction-specific compliance coding is limited
- –Payroll system integration relies more on exports than live synchronization
HR administrators and leave managers
Set vacation and sick balance rules
Policy-consistent leave balances
Employees requesting time off
Submit vacation or sick requests
Clear request status
Show 2 more scenarios
Managers approving absences
Review and approve leave requests
Auditable approval decisions
Approve routed vacation and sick requests while maintaining an audit trail of approvals and timestamps.
HR teams preparing payroll data
Export time-off events for payroll
Reduced reconciliation effort
Generate payroll-ready reporting from recorded time-off events for downstream HR and payroll handoffs.
Best for: Fits teams that need approval workflow and leave balance controls without heavy HRIS customization.
Gusto
SMBPayroll and benefits platform with built-in PTO policies and time-off requests.
Approved time off flows into payroll-impact calculations from the same HR records used for accrual tracking.
Gusto routes paid time off and sick leave through request, approval, and balance tracking workflows inside its payroll-adjacent HR experience. Accrual logic can be configured by leave type so balances reflect carryover and cap rules during pay-period processing.
- +Leave requests follow an approval workflow tied to payroll processing
- +Configurable accrual schedules support tenure tiers and cap rules
- +HR and payroll time impacts stay aligned through shared processing
- +Admin roles restrict who can manage requests and balances
- –Advanced multi-jurisdiction leave compliance needs careful plan configuration
- –Leave policy templates and routing flexibility are less granular than dedicated leave systems
- –Custom exceptions and rounding rules require workflow discipline
- –API-based punch ingestion is not a primary focus for PTO time entry
Small business HR teams
Route paid time-off requests
Shared approvals workflow
People managers
Approve requests with balance impact
Fewer balance disputes
Show 2 more scenarios
HR and benefits administrators
Coordinate benefits with payroll
Less duplicate data entry
Align benefits information with employee records so onboarding and enrollment flow into payroll workflows.
Small business finance administrators
Administer contractor worker payments
More centralized payment ops
Handle contractor payment administration alongside employee payroll workflows and related records.
Best for: Fits when payroll processing is the system of record and PTO approvals must stay consistent with pay runs.
Calamari
SMBLeave management and clock-in attendance system supporting multi-country PTO policies.
Leave workflow automation using an API plus audit trail support for request-to-balance consistency.
Calamari covers the core workflow for vacation and sick time with leave request routing, approval steps, and balance changes tied to policy rules. It adds integration depth through HRIS sync and payroll exports, and it exposes an API for punch or absence ingestion and downstream automation. Governance features include role-based access to requests and balances plus reporting views that support reconciliation work across pay periods.
- +API supports custom absence and automation flows beyond standard requests
- +Approval workflow ties into balance updates for cleaner HR operating rhythm
- +Integration points support payroll-oriented exports without manual rekeying
- +Audit trail visibility helps HR resolve request and balance discrepancies
- –Complex leave policy mapping takes careful setup across leave types
- –Some advanced routing scenarios depend on configuration rather than self-serve rules
- –API-led integrations require engineering time for idempotent handling
- –Reporting granularity can lag when teams need highly specific reconciliation views
Mid-market HR teams
Standardize sick and vacation approvals
Fewer manual balance adjustments
Payroll operations teams
Keep balances aligned to pay periods
Reduced reconciliation workload
Show 2 more scenarios
HRIS integration engineers
Automate absence ingestion and updates
Faster integration cycles
Engineers use the API to sync external events and trigger workflow updates without CSV rekeying.
Multi-location organizations
Run consistent approvals across locations
Consistent policy enforcement
Centralized approval routing and balance tracking helps standardize request handling across teams.
Best for: Fits when HR and payroll teams need controlled absence workflows with API-backed automation.
Hubstaff
SMBTime tracking and workforce management platform with time-off request workflows.
Approvals connect leave requests and time entries into one review path backed by clock-in audit records.
Hubstaff combines PTO and sick time tracking with time and attendance features tied to clock-in behavior and approval flows. It records shifts and time entries, routes them through review, and exports timesheets for downstream payroll processing.
- +Time entry and absence requests share a single workflow for review and export
- +Manager approvals provide an audit trail tied to submitted time and leave requests
- +Clock-in and time capture reduce manual correction for day-level attendance
- +Export formats support payroll mapping using standard timesheet workflows
- –Leave policy configuration depth may lag HRIS-first PTO systems for complex rules
- –Multi-jurisdiction leave compliance requires careful configuration and review discipline
Project managers
Allocate time across client work
Better labor allocation visibility
Systems administrators
Ingest time entries via API
Reduced manual time transfer
Show 2 more scenarios
Payroll and operations administrators
Approve timesheets for payroll
Controlled payroll delivery
Review exceptions, approve timesheets, and export finalized time for payroll processing.
Field service supervisors
Validate on-site attendance
Location-supported attendance proof
Use GPS-based clock-ins and geofencing to support location evidence for on-site work attendance.
Best for: Fits when teams want PTO and sick tracking tied to time entry approvals and payroll exports.
Float
SMBResource scheduling and capacity planning platform with time-off and holiday tracking.
Accrual engine supports configurable carryover and cap rules per leave type within the same policy setup.
Float is a PTO and sick time tracking system built for HR teams that want employee self-service plus admin-controlled leave policies. It supports leave request routing, approval workflows, and balance visibility so employees can see availability before submitting.
- +Employee leave requests include manager approvals and status tracking.
- +Accrual configuration supports recurring schedules and carryover rules.
- +Balance views reduce the number of pre-approval leave conflicts.
- +Export and integration options support downstream payroll reconciliation.
- –Advanced multi-country compliance requires careful policy setup.
- –Timesheet-style rounding and coding for clock events is limited.
HR teams
Manage vacation and sick leave requests
Policy-aware self-service
HR administrators
Run recurring accrual schedules
Consistent balance calculations
Show 1 more scenario
Finance and payroll stakeholders
Map leave activity into reporting
Cleaner downstream reconciliation
Export leave and time-off activity to align with downstream HR and finance processes.
Best for: Fits when HR teams need PTO and sick leave workflows with recurring accrual schedules and manager approvals.
Sling
SMBScheduling and time tracking tool with time-off request and approval features.
Attendance and scheduling exception flags tie absence requests to coverage gaps during review.
Sling tracks vacation and sick time by centralizing employee leave requests, approvals, and balance adjustments in one workflow. It connects leave data to shift scheduling through attendance signals and time-clock inputs so exceptions can be identified against planned coverage.
- +Leave requests and approvals run inside one absence workflow
- +Attendance signals connect to scheduling for faster exception review
- +Payroll export supports moving approved absence totals downstream
- +Role-based permission controls separate requesters and approvers
- –Accrual policy configuration is less granular than HRIS-focused tools
- –Absence outcomes require careful mapping to downstream payroll codes
- –Leave reconciliation reports are limited compared with full HR platforms
- –More complex multi-jurisdiction compliance needs process governance
HR teams
Centralize leave requests and approvals
Fewer leave tracking handoffs
Scheduling managers
Spot coverage gaps against shifts
Improved shift coverage decisions
Show 2 more scenarios
HR teams sending payroll data
Export absence totals for payroll
Less manual payroll rework
Send approved absence and total time figures into payroll-oriented exports for pay-period processing.
Operations teams
Automate leave routing and balance changes
Faster leave workflow execution
Apply automation rules that change routing and balances based on request outcomes and pay periods.
Best for: Fits when hourly teams need coordinated absence approvals tied to scheduling and payroll exports.
Deputy
SMBWorkforce scheduling and time tracking platform with leave management features.
Leave approval is tied to the same operational shift and time context used for attendance decisions.
Deputy is a time and attendance system that can manage vacation and sick time tracking through employee absence requests and shift-based workflows. The solution links leave requests to scheduling and approval steps, then produces exportable time and absence records for payroll processing.
- +Absence requests flow directly through scheduling and manager approvals
- +Clocking and audit history can be used when leave and time conflict
- +Configurable approval routing reduces manual follow-up for HR
- +Exports support payroll mapping with time and absence fields
- –Accrual logic and reconciliation can require careful policy configuration
- –Advanced multi-jurisdiction leave rules may need process workarounds
Operations-focused HR teams
Handle absence requests in scheduling
Absences reflected in operations
Shift supervisors
Trigger approval actions and outcomes
Predictable approval routing
Show 1 more scenario
Payroll teams
Export records for payroll processing
More reliable payroll inputs
Produce exportable time and absence records so payroll workflows can process pay-period impacts.
Best for: Fits when scheduling and attendance teams want leave requests handled inside shift workflows.
Homebase
SMBHourly team scheduling and time clock software with PTO request management.
Built-in absence requests and approvals integrate with Homebase time clock activity for consistent manager decisions.
Homebase pairs PTO and sick time tracking with employee scheduling and time clock functions, which reduces handoffs between absence requests and worked hours. Absence requests route through configurable approval steps and tie into leave balances so managers can see whether requests fit policy.
- +Absence approvals connect directly to employee leave balances
- +Scheduling and time clock workflows reduce reconciliation across tools
- +Admin controls cover time entry editing and request routing
- +Exports support payroll mapping from tracked attendance
- –Complex accrual rules require tighter setup discipline than competitors
- –Granular audit trail details can be harder to pull for edge cases
Multi-location operations teams
Centralize scheduling and absence decisions
Fewer workflow handoffs
Managers approving leave
Validate requests against policy
More policy-aligned approvals
Show 1 more scenario
HR and payroll teams
Export time entries by pay period
Quicker payroll-ready reporting
Use bulk time entry and exports that payroll teams map to pay periods.
Best for: Fits when mid-market teams want PTO and sick tracking tied to scheduling and time clock workflows.
Conclusion
After evaluating 10 vacation and sick time tracking software, AttendanceBot 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Vacation and Sick Time Tracking Software
Vacation and sick time tracking software coordinates employee leave requests, manager approvals, and leave balance outcomes so HR and payroll teams handle absences consistently. This buyer’s guide covers AttendanceBot, Calamari, BambooHR, Vacation Tracker, Gusto, Deputy, Homebase, Hubstaff, Sling, and Float based on how each tool routes requests, records approval history, and supports balance reconciliation.
Several tools also connect leave decisions to operational scheduling or time entry approvals so leave and time records stay aligned through review and export. The comparison sections focus on integration depth, automation and API surface where available, and governance controls such as approval audit trails and policy configuration boundaries.
Vacation and Sick Time Tracking Software for HR and payroll absence approvals and balance reconciliation
Vacation and sick time tracking software manages leave request intake, approval workflow, and resulting balance changes for vacation and sick absences so HR can reconcile carryover and accrual outcomes before payroll impacts. AttendanceBot centers manager approval workflow with per-request status history and an audit trail designed for vacation and sick absences. Calamari adds leave workflow automation with an API plus audit trail support that ties request handling to request-to-balance consistency.
Other tools in this set emphasize where approvals live, including inside HR-centric employee records in BambooHR or inside scheduling and time context in Deputy and Homebase. Across the category, the deciding factor is how approval history and balance updates stay connected enough to reduce manual exceptions during payroll mapping and reconciliation.
Leave workflow, approval audit history, and balance reconciliation controls
Vacation and sick time tracking software succeeds when leave requests, manager decisions, and balance outcomes stay connected through the same workflow state. These tools differ most in how they record approval history and how they preserve enough context to reconcile balances before payroll exports.
Category buyers also need automation and extensibility that match absence complexity. The tools that expose an API-backed workflow reduce manual mapping between HR absence decisions and payroll-impact calculations.
Approval audit trails tied to each request
AttendanceBot stores per-request approval status history with an audit trail built for vacation and sick absences. Vacation Tracker also stores manager approval history per request to support retroactive checks during balance reconciliation.
API-backed automation that ties request handling to balance outcomes
Calamari pairs leave workflow automation with an API plus audit trail support to keep request-to-balance consistency. Gusto focuses on approvals that flow into payroll-impact calculations from the same HR records used for accrual tracking.
Leave workflow placement inside HR records or operational time context
BambooHR builds leave requests, balances, and approvals directly inside BambooHR employee records to reduce lookup steps for HR managers. Deputy and Homebase route leave approvals through scheduling and time clock activity so leave decisions match operational context.
Accrual schedule configuration and reconciliation boundaries
Float supports configurable carryover and cap rules per leave type within the same policy setup. Gusto and AttendanceBot emphasize balance views that help HR validate carryover and entitlement outcomes before payroll.
Export and payroll alignment from approved leave decisions
Hubstaff connects leave requests and time entries into one review path backed by clock-in audit records for export workflows. Gusto ties the approved time off flow into payroll-impact calculations from HR records used for accrual tracking.
Choose based on where approvals live, how balances are updated, and what automation proves
Start by mapping the system of record path for approvals because multiple tools route decisions into different places. AttendanceBot centers manager approval workflow and status history, while Deputy and Homebase tie approvals into shift and time clock workflows.
Then validate automation and reconciliation behavior before deciding on leave policy complexity. Calamari adds API-backed automation for controlled absence workflows, while Vacation Tracker emphasizes approval and balance controls that lean on exports rather than live synchronization for payroll integration.
Pick the approval workflow location that matches manager behavior
If managers review absences as structured HR requests with a per-request status timeline, AttendanceBot is designed around that manager approval workflow and audit trail. If managers decide leave in the same operational context as scheduling and attendance, Deputy routes leave approval through operational shift time context and Homebase connects absence approvals directly to employee leave balances.
Require request-to-balance linkage that supports reconciliation
If reconciliation failures show up as approval context gaps, Calamari focuses on request-to-balance consistency with API automation plus audit trail support. If reconciliation depends on later proof during balance reconciliation, Vacation Tracker stores manager approval history per request to support retroactive checks.
Select the automation surface that reduces HR and payroll mapping work
If controlled absence routing must be automated beyond standard requests, Calamari provides API support for custom absence and automation flows. If the payroll-impact calculation must stay tied to the HR record and approval state, Gusto connects approved time off flows into payroll-impact calculations from accrual tracking records.
Match accrual complexity to the policy configuration depth
If carryover and caps vary by leave type inside recurring policy schedules, Float supports recurring accrual schedules with configurable carryover and cap rules. If accrual needs tenure-tier schedules and cap rules inside payroll-linked operating rhythm, Gusto supports configurable accrual schedules for tenure tiers and cap rules.
Validate integration expectations for payroll exports and time entry alignment
If leave approvals must attach to time entry review so export decisions follow one review path, Hubstaff combines leave requests with time entries into a single review path backed by clock-in audit records. If payroll integration relies more on exporting approved outcomes, Vacation Tracker leans toward export-based synchronization for payroll integration rather than live alignment.
Who benefits from vacation and sick time tracking built around approvals and balance outcomes
HR and payroll teams benefit when leave workflows preserve approval history and update balance outcomes in a way that survives payroll mapping. Tools in this set differ in whether they prioritize HR-centric employee record workflows or operational scheduling and time clock workflows.
Operational teams also benefit when absence requests resolve against coverage signals and time conflict patterns. Deputy, Homebase, and Sling connect absence decisions to scheduling and time context to reduce misalignment between leave and day-to-day coverage.
HR teams running structured vacation and sick approval routing
AttendanceBot keeps employee and manager workflows in one place with balance views that support HR validation of carryover and entitlement outcomes before payroll.
HR and payroll teams that treat payroll impact calculations as the system of record
Gusto routes approved time off into payroll-impact calculations from the same HR records used for accrual tracking so approvals stay consistent with pay runs.
Organizations with scheduling and time clock teams that need leave decisions tied to operations
Deputy and Homebase connect leave requests to operational scheduling and time clock activity so leave approvals match the shift and attendance context used by managers.
Mid-market teams that need PTO and sick tracking inside scheduling and time workflows
Homebase builds absence requests and approvals that integrate with Homebase time clock activity to keep manager decisions consistent across scheduling and time capture.
Hourly workforces with coverage gaps that must surface during absence review
Sling ties attendance and scheduling exception flags to absence requests so coverage gaps are visible during review tied to scheduling and payroll exports.
Common failure modes in vacation and sick time tracking tool selection
Many deployments fail when approval workflow history is not granular enough to prove eligibility during reconciliation. Other failures happen when automation and configuration depth do not match jurisdiction and leave policy complexity.
The most avoidable mistakes usually come from choosing based on request forms alone. The tools in this set show differences in where approvals live, how balances update, and how export behavior supports payroll mapping.
Choosing a tool that shows requests but not enough per-request approval history for reconciliation
AttendanceBot and Vacation Tracker store per-request manager approval status or approval history to support auditable retroactive checks during balance reconciliation.
Underestimating leave policy mapping effort for complex leave types and eligibility data
AttendanceBot warns that complex local policies require careful leave type and rule configuration and can require HR intervention when eligibility data is incomplete. Vacation Tracker also notes limited automation depth for jurisdiction-specific compliance coding.
Assuming live payroll synchronization when the workflow is export-led
Vacation Tracker relies more on exports than live synchronization for payroll system integration. Hubstaff focuses on export-ready review paths tied to time entry approvals backed by clock-in audit records.
Selecting an operational scheduling-centric workflow without validating accrual reconciliation behavior
Deputy notes that accrual logic and reconciliation can require careful policy configuration when approvals connect to operational shift context. Homebase also calls out that complex accrual rules require tighter setup discipline than competitors.
Overlooking limits in multi-jurisdiction compliance depth when planning global leave rules
Float flags that advanced multi-country compliance requires careful policy setup. Hubstaff and Sling also require careful configuration and review discipline for multi-jurisdiction leave compliance.
How We Selected and Ranked These Tools
We evaluated each vacation and sick time tracking tool on leave workflow coverage, approval audit history, and how balance outcomes stay connected through the request lifecycle. Features scored 40% of the result using workflow automation, approval routing behavior, and reconciliation support such as balance views and per-request approval timelines.
Ease and value each scored 30% based on how the HR and manager workflows fit together inside the product interface and how much ongoing configuration effort the tool demands. AttendanceBot separated from the rest by combining a manager approval workflow that records per-request status history with an audit trail designed to keep vacation and sick absence decisions reviewable during balance reconciliation.
Frequently Asked Questions About Vacation and Sick Time Tracking Software
How do AttendanceBot and Float handle PTO balance visibility during manager approvals?
Which tool supports API-backed automation for leave workflows beyond the native request flow?
When does Deputy tie vacation and sick approvals to scheduling context instead of a standalone leave console?
What breaks if accrual carryover and caps are not configured consistently between HR and payroll systems?
How does BambooHR reduce friction for approvers who need employee context during PTO decisions?
Where does each tool store auditable approval history for vacation and sick requests?
Which system is better aligned to a scheduling-first operation for hourly teams managing coverage gaps?
What security and admin controls matter most when granting HR access to leave adjustments?
How is data migration handled when moving existing sick leave and vacation balances into a new system?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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