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Top 10 Best Team Roster Software of 2026

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Top 10 Best Team Roster Software of 2026

Compare team roster software options, with a shortlist of tools for managing players, roles, and availability for sports teams and leagues.

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 rankings. Editorial policy

Team roster software matters because it turns shifting staffing data into controlled schedules, measurable labor hours, and auditable changes across managers, coordinators, and frontline staff. This comparison targets operators and technical evaluators who need to weigh automation depth, integration paths like payroll or HR APIs, and governance controls such as role-based permissions and change history, using Deputy as a key reference point.

Findmyshift is the best pick for managers who need approval-governed roster swaps that stay auditable, since its manager-approved change workflow supports recurring template rosters without schedule drift, while SportsEngine fits clubs that want roster identity to stay consistent across registrations, schedules, and participation records.

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

Findmyshift

Manager-approved swap workflow that keeps schedule changes auditable while allowing employee self-service requests.

Best for: Fits when managers need approval-governed swaps and recurring template-driven rosters.

2

TeamSnap

Editor pick

Team pages combine roster lists with event participation visibility so members track status changes per activity.

Best for: Fits when sports teams and community groups need calendar-driven rosters with manager approvals, not labor-rule automation.

3

SportsEngine

Editor pick

Roster identity stays consistent across SportsEngine registrations, schedules, and participation records to reduce duplicate player maintenance.

Best for: Fits when sports clubs need roster management that stays consistent across registrations, schedules, and participation tracking.

Comparison Table

1
FindmyshiftBest overall
SMB
9.0/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
vertical specialist
8.4/10
Overall
5
8.2/10
Overall
6
7.9/10
Overall
7
7.6/10
Overall
8
vertical specialist
7.0/10
Overall
9
6.9/10
Overall
10
enterprise
6.7/10
Overall
#1

Findmyshift

SMB

Online employee scheduling tool with roster publishing, shift reminders, and time tracking.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Manager-approved swap workflow that keeps schedule changes auditable while allowing employee self-service requests.

Findmyshift fits organizations that run rosters with frequent intra-team changes and need manager-approved swap handling. Shift templates and recurring patterns reduce rework when teams follow consistent rotation schedules. Availability windows and time-off request workflows help managers evaluate coverage gaps before publishing the schedule.

The tradeoff is that the approval steps add process overhead when swaps must be initiated outside the defined manager review window. It works best for mid-size operations teams that need predictable governance for schedule edits while still supporting self-service changes by employees.

Pros
  • +Manager-approved swap flow prevents unauthorized schedule drift
  • +Recurring shift templates speed up rotation pattern setup
  • +Availability and time-off requests feed coverage planning
  • +Schedule publication workflow supports controlled rollout
Cons
  • –Approval checkpoints slow urgent swaps after publication
  • –Complex multi-skill coverage requires careful template design
Use scenarios
  • Operations managers

    Run weekly rosters with approved swaps

    Fewer schedule mistakes

  • Workforce planning teams

    Plan coverage from availability inputs

    Faster gap detection

Show 2 more scenarios
  • Team supervisors

    Maintain rotation patterns via templates

    Less scheduling rework

    Use recurring shift templates to maintain rotation cadence across multiple teams without rebuilding each week.

  • HR operations teams

    Track time-off requests

    Cleaner operational records

    Route time-off requests into the same roster workflow so staffing changes align with manager sign-off.

Best for: Fits when managers need approval-governed swaps and recurring template-driven rosters.

#2

TeamSnap

SMB

Sports team management platform with roster organization, scheduling, and communication tools.

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

Team pages combine roster lists with event participation visibility so members track status changes per activity.

TeamSnap is a roster tool aimed at clubs, leagues, and organizations that need schedules and attendance coordinated across many team members. It supports team pages, event calendars, and signups that feed day-of-activity coordination without requiring custom shift templates.

Roster management uses availability and administrative approval workflows to keep changes consistent across a season timeline. Communication and updates are tied to team activity objects so members can see schedule changes and participation status in one place.

Pros
  • +Event calendar and signups connect roster participation to specific dates
  • +Availability-driven request flow reduces ad hoc messaging for schedule changes
  • +Member-facing team pages consolidate schedule, roster lists, and updates
  • +Role separation supports managers, coaches, and participants with different actions
Cons
  • –Shift-specific labor rules like minimum rest or certified coverage expiry are not the focus
  • –Automation depth for bulk roster moves and rule-based assignments is limited
  • –Audit and governance controls are not built for formal workforce compliance workflows
  • –Integrations do not center on payroll and export formats for labor reporting
Use scenarios
  • Coaches and team managers

    Keep rosters updated all season

    Current shared roster

  • Club directors and admins

    Run age-group teams under one process

    Unified participation process

Show 2 more scenarios
  • Youth coaches and club staff

    Send roster-linked logistics updates

    Families get relevant updates

    Team roster software connects announcements and reminders to the specific team or event families follow.

  • Team administrators

    Record attendance and availability

    Clear event participation

    Team roster software collects confirmations and participation for trainings and games to inform expected availability.

Best for: Fits when sports teams and community groups need calendar-driven rosters with manager approvals, not labor-rule automation.

#3

SportsEngine

enterprise

Sports league and team management platform with roster registration and compliance tracking.

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

Roster identity stays consistent across SportsEngine registrations, schedules, and participation records to reduce duplicate player maintenance.

SportsEngine is a team roster software built around sports organizations that already run on SportsEngine’s ecosystem. It supports team rosters tied to schedules and participation records, with workflows for updating player assignments and managing roster changes across age groups and programs.

Admin controls focus on managing who can maintain rosters and how rosters map to events, while automation mainly shows up through roster-driven attendance and status tracking rather than heavy labor-rule engines. Integration depth matters most when clubs need consistent roster identity across registrations, schedules, and communications.

Pros
  • +Rosters link to team records used across schedules and participation tracking
  • +Role-based administration supports controlled roster updates by staff
  • +Roster changes propagate into event attendance and participation states
  • +Consistent player identity reduces duplicate records across programs
Cons
  • –Limited shift-style automation for open-claiming, bidding, or swap flows
  • –Governance for audit trails is thinner than dedicated labor scheduling tools
  • –Roster certification reminders are not built for complex skill-matrix rules
  • –Advanced roster coverage gap analysis requires outside scheduling processes
Use scenarios
  • Club administrators and coaches

    Maintain eligibility-linked team rosters

    Decisions with current membership

  • Coaches and team managers

    Message participants by team and event

    Communication matches schedules

Show 2 more scenarios
  • Game administrators

    Run recurring match-day operations

    More consistent match records

    Team roster software ties rosters, attendance, event details, and score entry into repeatable game-day records.

  • League and club administrators

    Publish program and team information online

    Single online destination

    Team roster software supports a central organization site that presents programs, teams, schedules, and competitions.

Best for: Fits when sports clubs need roster management that stays consistent across registrations, schedules, and participation tracking.

#4

7shifts

vertical specialist

Restaurant team scheduling and roster management with tip distribution and labor cost tracking.

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

Manager approval work queue for schedule edits, including swap and request actions, tied to published roster updates.

7shifts centers on day-to-day roster control with shift templates that managers reuse across recurring rotation patterns. Team members interact through a self-service schedule view for availability windows, time-off request submission, and swap workflows, while managers approve or deny changes from a single work queue. The scheduling layer is linked to attendance and time capture workflows that feed timesheet export and reporting for payroll processing.

Pros
  • +Shift templates reduce week-by-week rebuilds and support recurring rotation patterns
  • +Swap requests and open-claim workflows run inside the same roster publishing flow
  • +Manager approval queues keep schedule changes auditable and time-bound
  • +Timesheet and schedule reporting export outputs support downstream payroll processing
Cons
  • –Over-reliance on templates can slow response when staffing needs diverge sharply
  • –Advanced labor rule coverage requires consistent setup of locations, roles, and schedules
  • –Multi-location governance can feel heavy without clear internal ownership per store
  • –Less suited for highly custom shift constructs that cannot be expressed as templates
Use scenarios
  • Restaurant operations managers

    Weekly schedules with swap approvals

    Fewer coverage gaps after posting

  • Multi-location retail supervisors

    Standardized templates across stores

    Consistent staffing execution

Show 2 more scenarios
  • Payroll and HR coordinators

    Timesheet exports for payroll

    Cleaner payroll inputs

    Coordinators use roster-linked time and reporting exports to reduce manual payroll reconciliation work.

  • Team leads scheduling hourly staff

    Availability-driven scheduling

    Faster schedule finalization

    Team leads review availability windows and time-off requests to plan rotations with fewer back-and-forth messages.

Best for: Fits when hourly teams need template-based roster publishing with controlled swaps and time exports.

#5

RosterElf

SMB

Cloud-based staff rostering software with auto-scheduling and payroll integration.

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

Shift change handling with manager approval keeps post-publication edits traceable in the day-to-day workflow.

RosterElf is a roster manager workflow where scheduling is the primary surface, not an add-on bolted onto time tracking. Shift templates and rotation-friendly planning are used to generate schedules, while per-shift edits and approvals help prevent unauthorized changes. Employee availability and request flows feed the manager’s scheduling decisions so coverage adjustments happen inside the same operational loop.

Pros
  • +Manager approval workflows keep shift changes controlled after publication
  • +Shift templates support repeatable rotations across recurring schedule periods
  • +Employee availability inputs reduce back-and-forth during coverage fixes
  • +Schedule views make coverage gaps visible during day-to-day editing
Cons
  • –Labor-compliance complexity can require more manual oversight than rule engines
  • –Advanced automation for rare edge cases needs careful configuration discipline
Use scenarios
  • Operations managers

    Frequent schedule revisions with approvals

    Fewer unauthorized schedule edits

  • Workforce coordinators

    Recurring patterns with shift templates

    Faster schedule creation

Show 2 more scenarios
  • Team leads

    Coverage adjustments from availability

    Better staffing alignment

    Availability submissions feed manager decisions for reallocating coverage during staffing fluctuations.

  • HR and payroll teams

    Payroll-ready time exports

    Cleaner payroll handoffs

    Schedule and time handoffs support export workflows for downstream payroll processing.

Best for: Fits when managers need editable schedules with controlled change approvals.

#6

Deputy

SMB

Workforce scheduling and rostering software with time tracking and task management.

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

Manager-approved shift swap workflow that enforces roster changes through review gates.

Deputy builds team rosters by tying shift scheduling to employee availability, rules, and approvals in one workflow. It supports shift templates, recurring schedules, and shift swap flows that route swaps through manager review when configured.

Pros
  • +Shift template and recurring schedule setup reduces repeated roster work
  • +Swap requests can be routed through manager-approval workflows
  • +Time and roster outputs support downstream payroll exports
  • +API and integrations support schedule and time automation
Cons
  • –Configuration for approval and conflict rules can become governance-heavy
  • –Some advanced labor rules require careful rule mapping to match policy
Use scenarios
  • Scheduling managers and ops supervisors

    Generate repeatable shift rosters

    Faster roster preparation

  • Security and public-sector schedulers

    Roster staff to recurring duty posts

    Clear duty coverage

Show 2 more scenarios
  • Field service managers

    Attach checklists to shift assignments

    Standardized task completion

    Team roster software lets managers associate checklists and assignments with shifts for proof of work capture.

  • Workforce and compliance managers

    Enforce attendance and policy rules

    More consistent attendance events

    Team roster software applies time-clock rules, break policies, and exceptions to keep attendance handling consistent.

Best for: Fits when scheduling teams need template-based rosters with managed swaps and integration-driven time outputs.

#7

Connecteam

SMB

All-in-one employee management app with team scheduling, rostering, and internal communication.

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

Roster events connect to Connecteam automation so comms and approvals trigger off shift publishing and swap status changes.

Connecteam combines a team roster workflow with employee comms, so managers can publish schedules and follow up in the same system. Core roster functions include shift scheduling with templates, swap handling with manager review controls, and attendance capture that connects to timesheets for export.

Pros
  • +Shift swap flow supports manager approval before changes take effect
  • +Shift templates and rotation patterns reduce manual schedule rebuilds
  • +Employee communications run alongside roster publishing for fewer missed updates
  • +API and automation rules support roster events to other HR and payroll tools
Cons
  • –Approval workflows add steps that can slow urgent cover needs
  • –Coverage analytics for gap detection are less explicit than in specialist schedulers
  • –Role configuration must be kept consistent to prevent overbroad schedule access
  • –Some roster exports require additional mapping when payroll schemas differ
Use scenarios
  • Operations managers

    Coordinate rosters across locations

    Consistent scheduling process

  • Manufacturing workforce managers

    Schedule shifts for deskless workers

    Connected work execution

Show 2 more scenarios
  • Small business frontline managers

    Publish recurring schedules to staff

    Clear coverage requirements

    Team roster software builds recurring rosters, assigns shifts, and notifies employees when schedules publish in-app.

  • Field operations site supervisors

    Run checklist-based shift work

    Shared evidence of completion

    Team roster software supports offline checklist completion with photo or note evidence tied to assigned shifts.

Best for: Fits when managers need shift templates, swap approvals, and attendance-linked timesheets in one workflow.

#8

TeamBuildr

vertical specialist

Strength and conditioning platform with team roster management for athletic programs.

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

Manager-reviewed schedule publishing flow that gates edits before schedules go live.

TeamBuildr is roster software focused on managing teams, roles, and shift coverage with workflow controls for managers. The scheduling core centers on shift templates and recurring rotations, plus tools for publishing schedules and coordinating changes within the team roster.

Pros
  • +Shift template support supports recurring rotation schedules without manual rebuilding
  • +Manager approvals keep change control tighter than fully self-service rosters
  • +Roster publishing workflow reduces schedule churn after distribution
  • +Role and team structure supports multi-group staffing models
Cons
  • –Swap and claim workflows require stricter setup to avoid coverage conflicts
  • –API and integration surface is less detailed than the most extensible roster tools
  • –Labor-compliance reporting depth is thinner for complex rulesets
  • –Certification and skill-matrix workflows are not as granular as specialized schedulers
Use scenarios
  • Strength and conditioning coaches

    Plan recurring training programs

    Consistent program delivery

  • Athletic departments and team staff

    Record attendance for rostered athletes

    Centralized participation records

Show 2 more scenarios
  • Coaching teams and performance staff

    Coordinate shared coaching caseloads

    Clearer staff coverage

    Team roster software supports common programs with multiple coaches, athlete assignments, permissions, and progress reviews.

  • Performance staff

    Review athlete training participation over time

    Consolidated training views

    Team roster software combines assigned training with athlete activity records and historical summaries for coach review.

Best for: Fits when managers need controlled shift publication and approvals for rotating teams.

#9

Homebase

SMB

Team scheduling and time tracking platform with roster building and labor reporting.

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

Geared for staffing operations, Homebase connects posted schedules to time capture so export workflows reflect roster reality.

Homebase is a team roster system focused on shift scheduling, time capture, and operations workflows for distributed hourly teams. It pairs a manager scheduling workspace with employee self-service tools for viewing schedules and requesting changes, and it supports shift templates that speed repeat posting.

Pros
  • +Manager scheduling UI maps directly to real-world shift changes
  • +Employee self-service supports viewing schedules and submitting change requests
  • +Shift templates reduce recurring scheduling effort
  • +Time capture and roster alignment improves reporting accuracy
Cons
  • –Complex rules require careful configuration to avoid unexpected eligibility
  • –Advanced coverage analytics are limited versus scheduling-first specialists
Use scenarios
  • Multi-location workforce managers

    Publish schedules across multiple sites

    Consistent roster administration

  • Deskless and field hourly teams

    Coordinate daily coverage through updates

    Quicker schedule coordination

Show 2 more scenarios
  • Retail and hospitality managers

    Create recurring weekly shift patterns

    Less manual roster work

    Team roster software uses availability rules and schedule templates to reduce manual work for weekly schedules.

  • Hourly employees and supervisors

    Handle shift swaps and availability requests

    Coverage with better visibility

    Team roster software routes employee swap requests, availability changes, and time-off requests through manager review.

Best for: Fits when managers need scheduling plus timekeeping alignment for multi-location hourly teams.

#10

LeagueApps

enterprise

Sports league management platform with team roster registration, scheduling, and payments.

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

Webhook event delivery for roster and schedule changes supports near real-time downstream synchronization.

LeagueApps schedules teams and manages league rosters with workflow steps for roster assignment and ongoing roster changes. It centers on team management surfaces that connect roster status to downstream tasks like participation tracking and eligibility workflows.

Pros
  • +Roster changes follow explicit workflow steps instead of ad hoc edits
  • +Webhook-driven updates support event-triggered roster and participation automation
  • +Season calendar and team entities reduce rework when moving between events
  • +Admin controls keep eligibility-related roster changes auditable in practice
Cons
  • –Advanced shift-like scheduling patterns require extra configuration work
  • –API coverage for every roster edge case is not as granular as niche tools
  • –Bulk roster operations can be slower when teams and seasons are highly nested
  • –Complex permission setups need careful governance to avoid inconsistent access
Use scenarios
  • Club registrars and league coordinators

    Collect registrations and lock team rosters

    Roster readiness across teams

  • Coaches and team managers

    Share schedules and roster information centrally

    Centralized operational updates

Show 2 more scenarios
  • Facility coordinators

    Plan shared fields with conflict checks

    Fewer overlapping bookings

    Team roster software supports booking plans with conflict checks and schedule notifications for facilities and multi-team leagues.

  • Sports program schedulers

    Link recurring activities to teams

    Aligned team and participant schedules

    Team roster software builds recurring calendars for games and practices while linking activities to teams and participants.

Best for: Fits when league and team programs need controlled roster workflow plus event-based automation for participation tracking.

Conclusion

After evaluating 10 team roster software, Findmyshift 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
Findmyshift

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 Team Roster Software

How does Deputy handle shift swaps and approvals when a roster is already published?
Deputy routes swap requests through a manager review gate when swaps are configured. The system ties approved changes to the published roster update so the output used for reporting and exports reflects the final schedule state.
Which tools are built for hourly retail or restaurant throughput with payroll-ready exports?
7shifts produces payroll-ready outputs through timesheet and reporting exports used by restaurant and retail teams. Homebase also ties posted schedules to time capture so export workflows reflect what employees clocked in, which reduces mismatches between roster and timesheets.
What breaks if a team needs an API for roster sync, but the roster tool only provides manual exports?
In an API-first workflow, Deputy exposes an API surface for pushing schedules and syncing time data, so downstream systems can stay current without manual re-entry. Tools like TeamSnap focus on team pages, event calendars, and signups, so roster state syncing depends more on user interaction than machine-driven roster events.
When a club needs consistent player identity across registrations, schedules, and participation records, which option fits best?
SportsEngine keeps roster identity consistent across its registrations, schedules, and participation records. That design reduces duplicate player maintenance when staff update the same person across multiple program objects.
How do Findmyshift and RosterElf differ in editability after publication?
Findmyshift centers on manager review loops for swaps and schedule changes tied to schedule publication workflows. RosterElf keeps schedules editable after publication and uses manager approval steps to preserve traceable post-publication edits in the day-to-day workflow.
Which roster systems provide near real-time downstream synchronization using event delivery?
LeagueApps delivers roster and schedule changes through webhook event delivery. That approach supports near real-time synchronization for participation tracking and other downstream tasks driven by roster events.
How does Connecteam link roster changes to employee attendance and automation triggers?
Connecteam connects roster events to comms and uses automation rules so approvals and status changes can trigger off shift publishing and swap status changes. It also captures attendance tied to timesheets for export, which keeps attendance and time outcomes aligned.
What governance controls exist for admins who manage who can edit rosters across locations?
Homebase focuses administration on role-based access, location grouping, and audit visibility for schedule and time changes. 7shifts also uses role-based access and location controls to standardize operations across teams while keeping roster edits controlled by manager workflows.
Which option is more appropriate when labor-rule enforcement and coverage guardrails must be built into the workflow?
7shifts includes guardrails for coverage and labor rules tied to shift publishing and swap actions. TeamBuildr emphasizes controlled shift publication and manager approvals with rotating teams, which can gate edits but does not position itself as a labor-rule engine in the way 7shifts does.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Team Roster Software

We separate team roster software by how well it models headcount and role assignments over time. If you need roster automation and admin control, scrutinize data import, API access, audit visibility, and swap governance.

Roster data model for roles and assignments

Why it matters

A clear roster data model for roles and assignments prevents mismatches when staff move, split time, or change job functions. It also keeps the roster readable for both admins and managers during active planning.

How to check

Ask for a sample roster export and see whether roles, locations, and assignment dates stay linked. Then try adding a person with two roles or a role change mid-period and confirm the roster updates correctly.

Automation for recurring roster patterns

Why it matters

Automation for recurring roster patterns reduces manual edits and keeps assignments consistent when schedules repeat. It matters most when the roster runs continuously and exceptions happen often.

How to check

On a demo, request a recurring setup (for example, weekly patterns) and check what happens when you edit a single day. Validate whether automation preserves exceptions instead of overwriting them.

Roster import and export workflows

Why it matters

Roster import and export workflows determine how fast you can migrate and reconcile current rosters with fewer mistakes. Reliable file handling also helps you maintain an evidence trail during changes.

How to check

Ask to see the import mapping screen and supported formats (CSV or similar). Perform a small test by importing two roster lines and then exporting back to confirm fields match as expected.

API coverage for roster updates

Why it matters

API coverage for roster updates supports automation beyond the UI, especially when other HR or scheduling systems trigger changes. The depth of the API affects how much work you can push into governed workflows.

How to check

Request an API overview focused on roster endpoints (assignments, time windows, and roster edits). Ask whether the API supports create/update actions on roster entries and whether it includes a documented sandbox for testing.

Admin controls and RBAC on roster edits

Why it matters

Admin controls and RBAC on roster edits reduce accidental changes and make review flows predictable. When multiple managers touch rosters, governance becomes a quality issue, not a preference.

How to check

In the demo, ask for at least two user roles and show what each can edit (view-only versus roster editor). Then check whether permissions are scoped by team, location, or department.

Audit log for roster changes

Why it matters

An audit log for roster changes helps you track who changed assignments and when, which is essential when rosters become contentious. It also speeds up troubleshooting when data doesn’t match reports.

How to check

Make a small roster edit and immediately open the audit trail to confirm it records the user, timestamp, and what changed. Ask whether you can filter by person, team, and date range.

Red flags

  • Edits break links between roles, people, and dates after import
  • Recurring automation overwrites one-off changes without clear exception handling
  • Audit logs don’t clearly show what changed or who made it

Fit by situation

  • If you’re migrating headcount from spreadsheets, prioritize roster import and export workflows.
  • If multiple managers adjust assignments during the planning cycle, prioritize admin controls and RBAC on roster edits.
  • If you need roster changes triggered from other systems, prioritize API coverage for roster updates.
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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