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Top 10 Best Dash Scheduling Software of 2026

GITNUXSOFTWARE REVIEW

Business Finance

Top 10 Best Dash Scheduling Software of 2026

Compare dash scheduling software options and their tradeoffs for teams, with tools like Sling and Connecteam for staffing workflows.

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

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

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also 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 rankings. Editorial policy

Managers running shift coverage need dash scheduling software that handles availability, swaps, and attendance data with consistent configuration across locations. This comparison helps decision-makers weigh automation and integration tradeoffs, including time tracking workflows, payroll exports, and permission controls such as RBAC and audit logs.

Sling is the best pick for mid-market teams that need shift templates and attendance workflows because employee scheduling actions and availability inputs run right inside the mobile workflow tied to manager-published updates, while QGenda fits healthcare teams better thanks to role and location structured scheduling that keeps template reuse consistent across departments.

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

Sling

Employee scheduling actions run inside the Sling mobile workflow, including availability inputs tied to manager-published schedule updates.

Best for: Fits when mid-market teams need shift templates, employee mobile scheduling actions, and time-clock-connected attendance workflows.

2

Connecteam

Editor pick

Mobile schedule changes and notifications run inside the same employee app used for daily updates.

Best for: Fits when managers want shift scheduling plus frontline messaging in one place.

3

Buddy Punch

Editor pick

Built-in shift swap approval flow with coverage conflict checks before publishing.

Best for: Fits when multi-location hourly teams need recurring scheduling, swaps, and change notifications.

Comparison Table

1
SlingBest overall
SMB
9.3/10
Overall
2
8.7/10
Overall
3
8.6/10
Overall
4
8.5/10
Overall
5
vertical specialist
8.3/10
Overall
6
7.7/10
Overall
7
7.6/10
Overall
8
7.2/10
Overall
9
vertical specialist
6.9/10
Overall
10
6.5/10
Overall
#1

Sling

SMB

Sling offers employee scheduling, shift messaging, task management, and time tracking.

9.3/10
Overall
Features9.3/10
Ease of Use9.3/10
Value9.3/10
Standout feature

Employee scheduling actions run inside the Sling mobile workflow, including availability inputs tied to manager-published schedule updates.

Sling schedules work by combining shift templates and availability inputs into publishable schedules for distributed teams. It supports schedule change notifications and employee-facing mobile access for viewing, swapping, and updating requests tied to shift coverage.

Sling also integrates time clocks and payroll-adjacent workflows so attendance and scheduled hours can flow into downstream reporting. Automation is driven through recurring scheduling rules and admin-managed configurations rather than custom code.

Pros
  • +Shift templates reduce setup time for recurring schedules and common roles
  • +Mobile-first employee access supports quick confirmations and availability updates
  • +Open shifts and coverage workflows reduce manager back-and-forth during changes
  • +Time-clock integrations support consistent attendance capture for scheduled labor
Cons
  • –Complex skill matrices require careful configuration to avoid scheduling gaps
  • –Multi-location rollouts can create governance overhead for templates and permissions
  • –Advanced policy logic around breaks and overtime rules is less granular than niche tools
  • –CSV schedule import support does not fully replace ongoing schedule management
Use scenarios
  • Operations managers

    Organize shifts by site and role

    Repeatable staffing patterns

  • Employees

    Submit availability and time-off requests

    Scheduling accounts for requests

Show 2 more scenarios
  • Hourly schedule managers

    Publish weekly rosters on mobile

    Employees view published shifts

    Build recurring or one-off schedules and share assignments so staff can check plans on mobile.

  • Field crew managers

    Update distributed workers via mobile

    Workers see changes quickly

    Publish coverage changes and schedule updates so mobile workers can view assignments away from desktop.

Best for: Fits when mid-market teams need shift templates, employee mobile scheduling actions, and time-clock-connected attendance workflows.

#2

Connecteam

SMB

Connecteam combines employee scheduling, time tracking, forms, tasks, and workforce communication.

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

Mobile schedule changes and notifications run inside the same employee app used for daily updates.

Connecteam is a workplace communications and frontline operations tool that can be configured for shift scheduling without requiring a separate enterprise HR stack. It supports recurring schedules, shift templates, and employee availability capture through mobile-first access for supervisors and staff.

Schedule publishing flows include notifications and in-app visibility tied to employee profiles, which reduces reliance on spreadsheets. It also connects time clocks and calendars for importing attendance context and aligning schedules with team calendars.

Pros
  • +Mobile-first scheduling workflows for shift updates and visibility
  • +Recurring shift templates reduce manual schedule recreation
  • +Integrated notifications keep employees aligned after schedule changes
  • +Calendar and time clock connections support attendance and schedule alignment
Cons
  • –Advanced scheduling rules can require careful admin setup
  • –Complex scheduling scenarios need process discipline to avoid conflicts
Use scenarios
  • Distributed frontline managers

    Coordinate schedules by location

    Consistent scheduling processes

  • Frontline scheduling managers

    Publish recurring schedules with notifications

    Employees see coverage needs

Show 2 more scenarios
  • Manufacturing workforce managers

    Schedule shifts and track attendance

    Connected daily operations

    Plan deskless production coverage while connecting shift execution updates and worker communication.

  • Supervisors

    Handle shift swaps and absences

    Less reliance on calls

    Manage swaps, absence requests, confirmations, and coverage adjustments inside the scheduling workflow.

Best for: Fits when managers want shift scheduling plus frontline messaging in one place.

#3

Buddy Punch

SMB

Buddy Punch combines employee scheduling, time tracking, attendance controls, and payroll integration.

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

Built-in shift swap approval flow with coverage conflict checks before publishing.

Buddy Punch is built around shift scheduling workflows that start with shift templates and recurring shifts, then move into schedule publishing and ongoing change management. It adds employee-facing request flows for time off and uses shift swap and open shift handling to keep coverage moving without constant manager rework.

A key tradeoff is that advanced automation depends on disciplined template setup, since mismatched templates create manual follow-up when rules fail. It fits sites where managers need fast schedule iteration across multiple locations and where employees need mobile access to swap shifts and review updates.

Pros
  • +Shift swap workflow reduces manager back-and-forth
  • +Recurring shift templates speed schedule creation across locations
  • +Audit trail helps track who changed schedules and when
  • +Automated change notifications keep employees synchronized
Cons
  • –Template governance is required to avoid downstream rule failures
  • –Complex labor rules can require more configuration time
Use scenarios
  • Operations managers

    Publish weekly schedules with controlled changes

    Fewer missed updates

  • Workforce planners

    Maintain recurring templates for roles

    Faster weekly builds

Show 2 more scenarios
  • Frontline employees

    Swap shifts while protecting coverage rules

    Less coverage churn

    Employees request swaps and the system blocks swaps that break coverage constraints.

  • HR and compliance leads

    Route time-off requests through schedules

    Clear request handling

    Time-off requests feed into scheduling decisions with visible approvals for stakeholders.

Best for: Fits when multi-location hourly teams need recurring scheduling, swaps, and change notifications.

#4

ZoomShift

SMB

ZoomShift provides employee scheduling, availability management, shift swaps, and time tracking.

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

Operational shift publishing workflow that ties coverage changes to targeted staff notifications and update events.

ZoomShift fits managers who run frequent schedule revisions and need a clear audit trail of what changed when. Shift templates and recurring schedules reduce rework across locations and weeks, while shift swaps and open shifts keep coverage moving without manual coordination. Schedule publishing is structured around staff assignment states so changes can be communicated without exporting spreadsheets. Time-clock and payroll integrations help bridge scheduling decisions to timekeeping and pay outcomes.

Pros
  • +Shift templates and recurring schedules cut repetitive weekly setup
  • +Coverage-focused workflows for swaps and open shifts reduce manual follow-ups
  • +Time-clock and payroll integrations reduce double entry risk
  • +Schedule change notifications keep staff aligned during revisions
Cons
  • –Multi-manager authority requires careful permission setup to avoid workflow drift
  • –Advanced labor-rule automation needs clear operational configuration
Use scenarios
  • Multi-location operations teams

    Recurring shift rollout across locations

    Fewer manual reschedules

  • Frontline shift managers

    Last-minute coverage swaps

    Faster shift filling

Show 1 more scenario
  • Timekeeping and payroll owners

    Time-clock to payroll synchronization

    Lower reconciliation workload

    Scheduling decisions connect to time capture through integrations that reduce spreadsheet handoffs.

Best for: Fits when frontline managers need frequent schedule updates with staff notifications and integrated time-to-pay workflows.

#5

QGenda

vertical specialist

QGenda provides healthcare scheduling, credential tracking, workforce operations, and capacity management.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Role and location structured scheduling supports consistent template reuse across departments.

QGenda’s strength shows up in multi-site staffing where schedules need consistent patterns across departments and roles, supported by structured templates and repeatable shift rules. Managers can publish schedules and track updates through change notifications tied to the schedule life cycle. Users get mobile access for viewing assignments and responding to scheduling actions such as swap requests. Integration work is aimed at workforce workflows around attendance and payroll data, which matters when schedule decisions must flow into downstream time and pay systems.

Pros
  • +Template-driven recurring scheduling reduces repeated manual edits
  • +Swap and open-shift workflows support coverage adjustments
  • +Change notifications help managers manage schedule revisions
  • +Mobile schedule access supports on-the-job assignment awareness
Cons
  • –Template and role setup requires careful governance to avoid errors
  • –Advanced workflow configuration can take time for new teams
  • –Bulk edits across complex scenarios can feel constrained
  • –Coverage edge cases may require close manager intervention
Use scenarios
  • Nursing operations managers

    Recurring staffing with managed change cycles

    Fewer missed handoffs after updates

  • Program coordinators

    Open shifts and swap coordination

    Faster coverage corrections

Show 2 more scenarios
  • Workforce administrators

    Attendance and pay data integration workflows

    Reduced reconciliation effort

    Connect scheduling decisions to time and payroll systems for end-to-end workforce tracking.

  • Multi-site scheduling leads

    Template reuse across locations

    More uniform scheduling outcomes

    Maintain consistent schedule rules across locations while managers handle local publishing cycles.

Best for: Fits when healthcare organizations need governed, template-based scheduling across roles and locations.

#6

RotaCloud

SMB

RotaCloud provides staff rotas, leave management, attendance tracking, and payroll exports.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Open shift posting plus swap approvals helps move coverage requests through a defined workflow before publishing.

RotaCloud fits organizations that manage shift scheduling with frequent rule changes, multiple locations, and recurring coverage needs. It supports shift templates, recurring shifts, and availability-based assignment workflows, plus recurring schedule publishing for teams that rely on consistent cadence.

Pros
  • +Shift templates speed up consistent schedule creation across recurring rosters
  • +Open shifts and swap workflows reduce manual back-and-forth between managers
  • +Schedule publishing and change notifications support controlled schedule updates
  • +Multi-location setup helps keep rules and assignments separated by site
Cons
  • –Complex rules can increase setup time for rest-period and qualification logic
  • –CSV import coverage can be limited for large migration scenarios with many constraints
  • –Granular governance needs careful role design to avoid editing conflicts
  • –Some automation paths depend on connected systems rather than native scheduling actions
Use scenarios
  • Staffing managers

    Assign shifts using availability inputs

    Fewer constraint conflicts

  • Regional operations teams

    Rostering across multiple locations

    More consistent practices

Show 2 more scenarios
  • Healthcare scheduling teams

    Plan recurring care coverage

    Clearer coverage visibility

    Manage healthcare rosters across teams or units and handle schedule changes and coverage gaps.

  • Distributed staff managers

    Publish schedules for quick response

    Shared reference point

    Publish approved schedules so employees can view assignments and respond to changes through the roster.

Best for: Fits when managers need recurring shift templates, swap controls, and cross-site scheduling discipline without custom development.

#7

Deputy

SMB

Deputy provides employee scheduling, time tracking, attendance, and workforce management.

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

Deputy’s scheduling and time clock data model keeps planned shifts and clock events linked for cleaner payroll reconciliation.

Deputy is a workforce scheduling tool that centers shift planning with strong time-clock integration and employee self-service for availability and requests. It supports shift templates, recurring schedules, and schedule publishing workflows with change notifications to help teams keep coverage aligned across locations.

Pros
  • +Shift templates and recurring schedules speed up baseline coverage planning
  • +Role-based access limits scheduling actions by job role
  • +Mobile access supports on-the-go schedule viewing and shift management
  • +API integration supports automated sync between scheduling, time clock, and HR systems
Cons
  • –Approval and notification workflows can require careful configuration to match policy
  • –Complex skill-based and labor rule scenarios need disciplined setup to stay consistent
Use scenarios
  • Public-sector rostering teams

    Assign posts with authorized changes

    Auditable roster changes

  • Scheduling managers

    Create repeatable shift templates

    More consistent rosters

Show 2 more scenarios
  • Field service team managers

    Attach checklists to shifts

    Standardized task completion

    Add shift-linked checklists and assignments so distributed field employees record completion across locations.

  • Payroll review supervisors

    Review shift-linked time entries

    More controlled approvals

    Review, correct, and approve time entries tied to shifts before sending totals into payroll workflows.

Best for: Fits when multi-location operations need recurring shift planning tied to time-clock data and controlled change workflows.

#8

Planday

SMB

Planday provides staff scheduling, time tracking, payroll connections, and employee messaging.

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

Planday’s scheduling API supports programmatic updates to shift assignments and availability data for connected workforce systems.

Planday focuses on employee scheduling for multi-location teams, with shift templates and recurring shift patterns that reduce manual schedule builds. The system supports change workflows for schedule publishing, including notifications and request handling for common workforce adjustments.

Pros
  • +Shift templates and recurring patterns speed up complex schedule creation
  • +Scheduling change workflows support controlled publishing and staff notifications
  • +API enables scheduling and workforce data integration for custom systems
  • +User role controls help admins manage access across locations
Cons
  • –Advanced configuration can require careful setup to match local scheduling rules
  • –Some niche workforce workflows depend on integration configuration rather than built-in steps
Use scenarios
  • Multi-location operations managers

    Plan staffing across multiple sites

    Clearer coverage visibility

  • Hospitality managers

    Build schedules for changing demand

    Organized staffing plans

Show 2 more scenarios
  • Retail managers

    Update store rosters with constraints

    Structured update process

    Create and revise store rosters using repeatable patterns, employee constraints, and location needs.

  • Scheduling managers

    Publish weekly schedules for employees

    Shared weekly schedule

    Plan shifts, review the roster, and publish schedules so employees can view the upcoming work period.

Best for: Fits when multi-location employers need template-driven schedules and an API for workforce system integrations.

#9

7shifts

vertical specialist

7shifts provides restaurant scheduling, labor compliance, payroll integration, and team communication.

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

Built-in employee time capture connected directly to scheduled shifts, reducing mismatch between planning and attendance.

7shifts ties employee scheduling to time-clock capture and daily shift execution, which makes it feel different from schedulers that stop at publishing. Core capabilities include shift templates, recurring schedules, open shifts management, shift swapping, and schedule change notifications.

Pros
  • +Time-clock and scheduling workflows stay aligned for day-to-day operations
  • +Recurring shift templates speed schedule creation and reduce manual edits
  • +Open shift posting and shift swap flows reduce coverage gaps
  • +Multilocation scheduling supports consistent control across stores
Cons
  • –Advanced labor controls need careful setup to prevent rule conflicts
  • –Skill-based assignment depth is limited for complex role qualification models
Use scenarios
  • Multi-location restaurant operators

    Coordinate schedules by store

    Cross-site workforce visibility

  • Operations teams

    Fill absences with replacement coverage

    Structured coverage for gaps

Show 2 more scenarios
  • Restaurant general managers

    Build recurring weekly schedules

    Faster weekly preparation

    Create schedules with recurring templates and publish weekly staffing patterns with less repeated data entry.

  • Hourly restaurant staff

    Respond to day-of schedule updates

    Quicker responses

    Use mobile access and notifications to stay informed about confirmations and upcoming shifts.

Best for: Fits when operators need one system for shift publishing and time capture across multiple locations.

#10

WhenToWork

SMB

WhenToWork provides employee scheduling, availability collection, shift trades, and notifications.

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

Employee self-service shift requests with manager review lets coverage changes flow without spreadsheets.

WhenToWork assigns schedules through a web and mobile workflow that lets managers publish shift schedules and employees view availability. The product supports recurring shift templates, shift requests, and schedule change notifications for teams that swap coverage and manage time-off in one place.

Pros
  • +Mobile-first shift viewing and request flow for employees
  • +Recurring shift templates speed schedule creation for steady teams
  • +Shift change notifications reduce silent schedule drift
  • +Time-clock and calendar integration options reduce manual tracking
Cons
  • –Advanced scheduling rules are limited compared with enterprise routing tools
  • –Governance for large teams needs careful role and location setup
  • –Reporting depth can lag specialized workforce analytics products
  • –Complex skills-based coverage requires configuration discipline
Use scenarios
  • Clinical schedulers

    Assign on-call and recurring shifts

    Managed coverage changes

  • Restaurant operations managers

    Schedule crews and communicate changes

    Consistent day-to-day scheduling

Show 2 more scenarios
  • Shift-based teams

    Track availability and request time off

    Constraints reflected in rosters

    Let employees submit availability and request time off as part of the schedule planning cycle.

  • Public safety supervisors

    Coordinate patrol and unit assignments

    Visible duty coverage

    Organize patrol, watch, station, or unit schedules and manage schedule changes through a centralized process.

Best for: Fits when multi-location hourly teams need fast publishing, employee requests, and mobile shift visibility.

Conclusion

After evaluating 10 dash scheduling software, Sling 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
Sling

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 Dash Scheduling Software

How do Buddy Punch and Planday handle recurring templates and schedule publishing workflows?
Buddy Punch uses recurring shift templates and publishes schedules with change notifications so managers can push updates without rebuilding each week. Planday also relies on recurring shift patterns and adds request handling workflows around publishing so schedule adjustments follow a controlled approval flow.
Which tools provide an API or automation surface for schedule and staffing data exchange?
Planday exposes an API for programmatic updates to shift assignments and availability data. Deputy also provides an automation and API surface that connects scheduling data to payroll and other HR systems to reduce manual reconciliation.
How do ZoomShift and WhenToWork notify staff about schedule changes without manual messaging?
ZoomShift ties coverage changes to targeted staff notifications during the operational shift publishing workflow. WhenToWork also sends schedule change notifications tied to employee views so swaps, requests, and updates propagate through the same workflow managers use to publish schedules.
When time-clock data must map cleanly to planned shifts, which tools link them at the data model level?
Deputy keeps planned shifts and clock events linked in its scheduling and time clock data model to support cleaner payroll reconciliation. 7shifts connects employee time capture directly to scheduled shifts, reducing mismatches between planning and attendance.
What security controls do Buddy Punch and QGenda offer for role and location governance?
Buddy Punch uses role-based access controls and audit visibility for schedule edits so changes are traceable across multi-location operations. QGenda structures role and location configuration to keep template reuse consistent across departments where scheduling decisions must follow governance.
How do Sling and Connecteam handle employee availability inputs in daily workflows?
Sling runs employee scheduling actions inside the mobile workflow, including availability inputs connected to manager-published schedule updates. Connecteam captures availability through mobile-first access and shows schedule publishing notifications inside the same employee app used for daily updates.
What breaks if shift swaps are initiated without coverage conflict checks or approval controls?
Buddy Punch prevents publishing from pushing conflicting coverage by running swap approvals with coverage conflict checks before the schedule goes out. RotaCloud also routes open shift postings and swap approvals through a defined workflow so coverage requests are not published without passing the swap control steps.
How do ZoomShift and Deputy differ in connecting scheduling to time and payroll workflows?
ZoomShift focuses on operational throughput by combining shift publishing and targeted notifications with time-clock and payroll integrations. Deputy emphasizes linking clock events to planned shifts through its scheduling and time clock data model, then uses its automation and API surface to move scheduling data into downstream HR systems.
How should data migration into Buddy Punch or ZoomShift be structured for a reliable schedule audit trail?
Buddy Punch supports configuration controls and audit visibility for edits, so migration should preserve the shift templates and recurring schedule structure that managers edit after import. ZoomShift’s publishing workflow assumes manager-driven coverage changes, so migrated data must map into the operational shift assignment structure that drives notifications and downstream time to-pay workflows.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Dash Scheduling Software

We see the biggest gaps in dash scheduling software around how schedules move from setup to updates: integration breadth and automation depth determine whether changes ripple correctly, and admin and governance controls decide who can touch what. You’ll want to compare configuration flexibility, auditability, and change handling when you test real scenarios.

Rule configuration for constraints

Why it matters

Dash scheduling lives or dies on rule configuration for constraints like handoffs, eligibility, and limits across days. If rules can’t be expressed cleanly, you’ll spend time correcting schedules instead of generating them.

How to check

Ask the vendor to model at least two constraints relevant to your ops (for example: max consecutive shifts and required pairing). Then try changing one input (a person’s availability or a dash assignment) and confirm the rule results update as expected without manual reshaping.

Automation for schedule updates

Why it matters

In dash scheduling, automation for schedule updates matters when plans change mid-cycle. The difference shows up in whether the system recalculates affected assignments and keeps stakeholders aligned.

How to check

Run a workflow where you modify a schedule element (add or remove a person from a dash) and check what the system does next. Specifically look for whether affected slots are marked for review, automatically recomputed, and whether update outcomes are easy to verify in a single view.

Integration depth with time and roster sources

Why it matters

Integration depth with time and roster sources reduces rework and mismatch risk. If data flows are shallow, you’ll end up reconciling dates, names, and assignment states by hand after every change.

How to check

Bring a sample roster or assignment feed from your current system (CSV or export) and test import mapping end-to-end. Then ask how the product handles updates: does it match identities reliably and update only changed records, or does it require full reimports?

Audit log for schedule changes

Why it matters

Audit log for schedule changes is critical when stakeholders question timing or eligibility. It also helps operations recover quickly when multiple people edit schedules during a rush.

How to check

Make a small change (like swapping an assignment) and immediately check whether the system records who made it, what changed, and when it took effect. Ask whether you can view history per dash, per person, and per date, and verify exports or reports if you need them.

RBAC for scheduling roles

Why it matters

RBAC for scheduling roles controls operational risk when many managers can edit schedules. You need to separate duties between setup, day-of edits, and approvals to avoid accidental overwrites.

How to check

Request a demo that assigns at least three roles (setup/config, schedule editor, viewer) and then test what each role can do. Confirm whether permissions are fine-grained enough to restrict changes to specific locations/dates or schedule scopes you care about.

Red flags

  • Rules work only as templates, so real constraints require manual fixes
  • Updates don’t recalculate affected dashes automatically after an edit
  • Change history is missing details like who changed what and when

Fit by situation

  • If your team frequently changes plans mid-cycle, prioritize automation for schedule updates.
  • If multiple roles touch the schedule in parallel, prioritize RBAC for scheduling roles.
  • If you need defensible answers after disputes, prioritize audit log for schedule changes.
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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