Commissioned Research
Top 10 Best Ice Hockey Software of 2026

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Sports Recreation

Top 10 Best Ice Hockey Software of 2026

Editorial roundup comparing ice hockey software options for coaches and teams, covering features, fit, and tradeoffs to shortlist tools like Crossbar.

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

Ice hockey clubs and governing bodies use specialized software to run registration, scheduling, communication, and game operations with consistent data models across seasons. This comparison helps evaluators weigh whether a platform centers on hockey-specific workflows like tracking and scoring, or on broader youth and league operations with integration-ready automation.

LeagueApps is the best overall pick for hockey leagues that need administration workflows across registration, rosters, and communications because its league configuration and operations unify those tasks into one consistent process, while BenchApp fits coaching staffs who want repeatable bench and practice templates for steadier shift reporting exports.

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

LeagueApps

League configuration and operational workflows unify registration, rosters, and communications for multi-team hockey seasons.

Best for: Fits when a hockey league needs administration workflows, roster control, and communications across teams.

2

BenchApp

Editor pick

Reusable bench and practice workflow templates that preserve lineup structure across sessions for consistent shift reporting.

Best for: Fits when coaching staff need repeatable shift tagging and exportable bench reports without heavy analytics setup.

3

Crossbar

Editor pick

Roster-aware event management that ties player participation tracking to scheduled games and practices.

Best for: Fits when a league or rink needs repeatable scheduling, attendance, and roster administration with light integrations.

Comparison Table

1
LeagueAppsBest overall
enterprise
9.5/10
Overall
2
8.8/10
Overall
3
8.7/10
Overall
4
enterprise
8.4/10
Overall
5
vertical specialist
8.2/10
Overall
6
enterprise
7.7/10
Overall
7
7.6/10
Overall
8
enterprise
7.2/10
Overall
9
vertical specialist
6.9/10
Overall
10
vertical specialist
6.5/10
Overall
#1

LeagueApps

enterprise

Youth sports management software for registration, websites, payments, scheduling, and operations.

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

League configuration and operational workflows unify registration, rosters, and communications for multi-team hockey seasons.

LeagueApps supports team and league management features such as rosters, season scheduling, standings views, and registration flows for players and families. The admin side emphasizes governance through league configuration and role-based access patterns for staff who manage events and season documents. Reporting can be used for operational tracking and shift-like team outputs, but it is not positioned for advanced hockey analytics pipelines. Fit is strongest for organizations that need dependable workflow coordination across teams, not for teams that require tactical event modeling.

A tradeoff appears when hockey-specific analytics expectations are high, because LeagueApps concentrates on administration and communications rather than metrics like Corsi or expected goals. LeagueApps works well when ice hockey organizations need consistent participation workflows like roster import, eligibility checks, and structured communications. It is less ideal when organizations require deep integration with live stat feeds or event marker exports tied to video shift sync.

Pros
  • +Centralizes rosters, scheduling, and registration under one workflow
  • +Admin controls support league configuration for consistent season operations
  • +Exportable operational reporting from structured activity data
  • +Role-based access supports separating player and staff permissions
Cons
  • –Limited depth for advanced hockey analytics like expected goals
  • –Integration surface is stronger for operations than for live stat feeds
  • –Hockey tactical libraries and player deployment analytics are not native focus
  • –Complex league structures can increase setup workload for staff
Use scenarios
  • League administrators

    Manage season operations across divisions

    Fewer manual updates

  • Team managers

    Run tryouts and roster moves

    Faster roster transitions

Show 2 more scenarios
  • Operations staff

    Export participation and schedule reports

    Cleaner reporting cycles

    Generate operational exports from the platform’s participation and event records.

  • Organizations with multiple programs

    Coordinate events across age groups

    Standardized operations

    Use structured configuration to keep participation workflows consistent across programs.

Best for: Fits when a hockey league needs administration workflows, roster control, and communications across teams.

#2

BenchApp

SMB

Team scheduling and communication app for amateur sports with strong use in hockey.

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

Reusable bench and practice workflow templates that preserve lineup structure across sessions for consistent shift reporting.

BenchApp covers bench management workflows that convert recorded participation into shift reporting and player usage views. Coaches can tag events during shifts and then review period-by-period trends in exported reports. A key operational fit is for organizations that run repeated practices with similar role assignments and want those roles reflected in later analysis exports.

A tradeoff is that teams must align their tagging habits with BenchApp’s workflow so reports reflect intent rather than free-form notes. BenchApp fits best when shift tagging and roster import are part of a weekly routine, not a one-off tournament checklist.

Pros
  • +Shift report exports stay tied to the same lineup configurations used during coaching.
  • +Event tagging around on-ice markers supports faster shift review and debriefs.
  • +Reusable practice and bench workflows reduce duplicate setup between sessions.
  • +Exports support post-session sharing for coaches and staff
Cons
  • –Meaningful reporting depends on disciplined shift tagging during data entry.
  • –Complex league stat feed ingestion can require extra preprocessing outside the app.
Use scenarios
  • Junior hockey coaches

    Weekly shift tagging and debriefs

    Faster bench discussions

  • Team operations managers

    Roster import and usage tracking

    Less manual reconciliation

Show 2 more scenarios
  • Assistant coaches

    Position and pairing evaluations

    Clearer lineup adjustments

    Shift-by-shift outputs help compare player deployment tendencies across periods for staffing decisions.

  • Analytics support staff

    Event-driven session review

    Better handoff to video

    Tagged on-ice markers support review workflows that connect coach notes to shift outputs.

Best for: Fits when coaching staff need repeatable shift tagging and exportable bench reports without heavy analytics setup.

#3

Crossbar

SMB

Sports club operating system for registration, websites, payments, communication, and scheduling.

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

Roster-aware event management that ties player participation tracking to scheduled games and practices.

Crossbar is a rink-operations and hockey-focused software stack centered on scheduling, roster tracking, and daily admin workflows for teams and facilities. It provides event-based organization for games and practices and supports structured player and team data that can be reused across sessions.

Automation is geared toward cutting manual coordination work such as attendance handling and lineup-ready roster states. Integration options emphasize connecting Crossbar data to external systems and exporting operational outputs for reporting and distribution.

Pros
  • +Event-centric scheduling workflow for games and practices with roster context
  • +Structured player and team records that persist across sessions
  • +Operational automation for attendance and lineup preparation states
  • +Exportable operational outputs for team and facility reporting
Cons
  • –Stat analytics depth for shift-by-shift metrics is limited versus analysis-first tools
  • –Customization requires careful configuration discipline to keep workflows consistent
  • –API surface details are less explicit than analytics-focused competitors
  • –Governance and audit controls may be thinner for larger leagues
Use scenarios
  • League schedulers and facility coordinators

    Build and share ice hockey season calendars

    Schedules stay current and shared

  • League registrars and program coordinators

    Route players into divisions for tryouts

    Rosters created with fewer steps

Show 2 more scenarios
  • Club treasurers and registration administrators

    Tie payments to ice hockey sign-ups

    Payment records linked to participants

    Crossbar tracks registration-related payments tied to participants and sports programs instead of standalone invoices.

  • Team selectors and league administrators

    Administer ice hockey tryouts and eligibility

    Eligibility tracked through tryouts

    Crossbar supports structured reviews and eligibility steps as participants progress toward team assignment.

Best for: Fits when a league or rink needs repeatable scheduling, attendance, and roster administration with light integrations.

#4

SportsEngine

enterprise

Youth sports management platform for clubs, leagues, governing bodies, websites, and registration.

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

Role-based administration that connects registration, participation, and downstream exports through a unified program identity.

SportsEngine centralizes ice hockey club operations around registration and participant identity so team and league workflows stay linked.

Pros
  • +Strong organization-first workflow for registration, rosters, and team communications
  • +API and integrations support roster and event data movement
  • +Role-based permissions keep staff access separated by function
  • +Configurable eligibility rules for participation and roster governance
Cons
  • –Ice hockey reporting depth can lag behind dedicated hockey stat analysis tools
  • –More setup is needed to align workflows across multi-team programs
  • –Advanced automation depends on integration effort for niche processes
  • –Custom stat definitions and exports require careful implementation
Use scenarios
  • Coaches and team managers

    Send announcements to roster families

    Communication matches scheduled activities

  • Youth program administrators

    Record attendance per athlete

    Unified participation records

Show 2 more scenarios
  • League administrators

    Enter scores and publish standings

    Timely competition updates

    Scores and results feed standings and statistics for active competitions.

  • League schedulers and clubs

    Coordinate games across divisions

    Fewer scheduling inconsistencies

    A shared season calendar reduces disconnected scheduling across teams and divisions.

Best for: Fits when ice hockey clubs need registration, operations, and integration-focused data exchange.

#5

HockeyShift

vertical specialist

Team management software built for hockey clubs, leagues, and associations.

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

Shift report exports preserve coach tags and segment boundaries, keeping bench notes usable inside routine staff review loops.

HockeyShift is an ice hockey bench management and coaching workflow tool focused on collecting shift-level notes and producing shift reports. Its core capabilities center on shift chart creation, tagging, and exporting reports for review during film or staff meetings.

Pros
  • +Fast shift chart entry with consistent shift tagging workflow
  • +Exportable shift reports for staff review and documentation
  • +Roster-aware tracking for player deployment across periods
  • +Coaching notes stay tied to events and segments for later recall
Cons
  • –Limited live stat integration depth compared with teams using full feeds
  • –Video shift sync is not a default requirement in typical workflows
  • –Setup requires disciplined naming for line combinations and roles
  • –Advanced analytics coverage does not reach deeper expected-goals stacks
Use scenarios
  • Assistant coaches

    Live bench notes by shift

    Faster staff debriefs

  • Video analysts

    Film review with shift reports

    Consistent coaching feedback

Show 2 more scenarios
  • Head coaches

    Adjust line deployment by shifts

    Better on-ice decisions

    Track roster and deployment so shift notes align to the bench personnel used.

  • Performance analysts

    Flag recurring tactical issues

    Repeatable improvement plan

    Tag shifts with notes and compile patterns across games to guide tactical adjustments.

Best for: Fits when coaching staffs need shift-by-shift documentation and exportable reports without heavy analytics pipelines.

#6

HockeyTech

enterprise

Ice hockey technology platform covering statistics, video, tracking, and league operations.

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

Shift-by-shift analysis tied to game data capture and coaching review reports in one workflow.

HockeyTech handles ice hockey scheduling, roster management, and stats administration through season, league, and team workflows. It supports shift-based workflows and event capture so coaches can review what happened during games.

Pros
  • +Shift-by-shift workflow supports structured coaching review
  • +Game-sheet driven data capture reduces manual stat retyping
  • +Report exports cover league and team reporting needs
  • +Roster and lineup changes stay centralized during a season
Cons
  • –Setup depth is higher than simpler team-only stat tools
  • –Integration surface for live stat feeds is limited in practice
  • –Advanced analysis views need consistent event logging discipline
  • –Admin governance options are thinner than enterprise sports systems
Use scenarios
  • Youth hockey coaches

    Review shift events after each game

    Actionable player coaching notes

  • Team managers

    Maintain rosters across league seasons

    Fewer roster entry errors

Show 2 more scenarios
  • League administrators

    Schedule games and manage operations

    More consistent game administration

    Administrators coordinate schedules and team operations using season, league, and team structures.

  • Stat heads and analysts

    Centralize game sheet stats into reports

    Faster stats reporting turnaround

    Stat staff connect game sheets with analysis outputs to produce reports for review cycles.

Best for: Fits when leagues need controlled game-sheet workflows plus shift-level coaching review without building custom tooling.

#7

CoachThem

SMB

Hockey coaching software for drills, practice planning, and animated whiteboard sessions.

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

CoachThem’s shift chart and line combination workflow is built for coach-driven shift tagging and consistent deployment tracking.

CoachThem focuses on ice hockey team operations with tools for building shift chart workflows and tracking line combinations across practices and games. The system supports roster import and structured shift reporting so coaches can generate shift-by-shift outputs for review and selection decisions.

Pros
  • +Shift chart workflow stays centered on coaching staff execution
  • +Roster import reduces manual retyping for frequent lineup changes
  • +Shift report export supports review for practices and games
  • +Line combination tagging helps keep deployments consistent
Cons
  • –League stat feed and live stat integration coverage is limited
  • –Advanced shot and event analytics tooling is not a primary focus
  • –API and automation surface is not positioned for deep integrations
  • –Video shift sync and game tape breakdown workflows are thin
Use scenarios
  • Youth hockey coaching staff

    Create repeatable practice line combinations

    Faster line planning cycles

  • Head coach and assistants

    Generate shift-by-shift game reports

    Clear performance review artifacts

Show 2 more scenarios
  • Team managers

    Import rosters and manage usage

    Less administrative handling

    Roster import reduces manual data entry and supports organized shift reporting across games.

  • Ice hockey analytics coaches

    Track line combinations across events

    Better lineup consistency

    Teams compare shift and line histories between practices and games to refine coaching plans.

Best for: Fits when coaches need repeatable shift chart planning and exportable shift summaries without heavy analytics integrations.

#8

Spordle

enterprise

Sports technology platform for governing bodies, leagues, registrations, memberships, and competition management.

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

Shift report export built around shift tagging, creating coach-ready review outputs without reformatting.

Spordle targets ice hockey operations with tooling for team management and game workflows around scheduled play and player assignments. The system emphasizes shift tagging and exportable shift reporting so coaches can translate on-ice time into review artifacts.

Pros
  • +Shift tagging and shift report exports fit common coach review workflows
  • +Roster and team organization reduces manual spreadsheet carryover
  • +Event capture supports consistent session attendance tracking
  • +Configuration for multiple teams supports seasonal operations
Cons
  • –Stat model support for advanced hockey metrics is limited compared with analytics-first tools
  • –Integration and API surface is not documented at a depth expected for live stat feeds
  • –Tactical libraries for system templates require manual setup for each deployment
  • –Governance controls for multi-staff roles are basic for larger organizations
Use scenarios
  • Youth hockey coaches

    Tag shifts during games and practices

    Clear ice-time review artifacts

  • Team managers

    Assign players for scheduled sessions

    Fewer lineup mistakes

Show 2 more scenarios
  • Hockey program administrators

    Control staff access by team

    Simplified permissions management

    Admin controls organize teams and limit staff actions to role-appropriate workflows across the organization.

  • Training staff

    Track attendance in session events

    Reliable participation records

    Event-style capture records training attendance and involvement consistently for ongoing player tracking.

Best for: Fits when teams need shift-focused reporting and operational tracking without building custom analytics pipelines.

#9

GameSheet

vertical specialist

Digital scorekeeping and official game reporting software for hockey and other sports.

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

Shift-report style exports driven by participation tracking tied to game-day lineup records.

GameSheet focuses on ice hockey scheduling and team management workflows that map to game-day operations like rosters, lineups, and shift-related participation tracking. It provides configuration options for staff roles and permissions, plus workflow controls that keep team data consistent across sessions.

Pros
  • +Operational workflow mapping to hockey game-day setup and participation records
  • +Role-based access controls for staff work separation and safer shared administration
  • +Configurable lineup and roster handling designed for recurring team activity
  • +Exports support shift-report style workflows for internal review cycles
Cons
  • –Limited depth for advanced analytics workflows like Corsi and Fenwick tracking
  • –API surface appears narrower than analyst-first tools used for full event logging
  • –Admin governance is workable but can require careful permissions planning
  • –Fewer built-in templates for tactical system libraries than analytics-heavy vendors
Use scenarios
  • Youth league administrators

    Run weekly schedules with accurate rosters

    Fewer roster and lineup errors

  • Team coaches and assistants

    Plan lineups and shifts during practice

    Consistent practice structure

Show 2 more scenarios
  • Club operations staff

    Track participation across seasons

    Reliable season participation records

    Maintains consistent operational data entries tied to hockey execution and session history.

  • Athletic directors

    Report game operations to stakeholders

    Timely operational reporting

    Provides integration-friendly outputs for downstream reporting based on team and game-day data.

Best for: Fits when youth or club teams need consistent rosters and game-day workflows with exportable shift reporting.

#10

RinkNet

vertical specialist

Scouting and player evaluation software used across amateur and professional hockey organizations.

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

Rink coordinate mapping ties location-based events to a consistent rink reference for cleaner shift analysis exports.

RinkNet is a strong fit for organizations that manage both team operations and tactical review, because shift work and session reporting stay connected to roster and deployment. The system supports shift tagging workflows and produces repeatable shift report outputs for coaching staff. RinkNet also provides rink coordinate mapping so events can be placed consistently on the same reference view across sessions. Data movement is practical for staff use, with roster import and reporting exports that reduce manual spreadsheet work.

Pros
  • +Shift tagging and shift reports align with repeated coaching workflows
  • +Rink coordinate mapping keeps event locations consistent across sessions
  • +Roster import reduces manual roster re-entry for staff
  • +Report exports support staff review without rebuilding spreadsheets
Cons
  • –Advanced shot or possession-style metrics depend on event feed structure
  • –Shift-by-shift analysis quality drops when tagging is inconsistent
  • –More complex setups need stronger admin time allocation
Use scenarios
  • Head coaches and analysts

    Standardize shift tagging and reports

    Faster session debriefs

  • Team operations managers

    Manage rosters across multiple teams

    Less roster admin work

Show 2 more scenarios
  • Performance staff

    Review event location patterns shift-by-shift

    More consistent tactical insights

    Performance staff map events to rink coordinates and compare patterns across practices.

  • Video and stat coordinators

    Support event logging for game tape

    Cleaner annotation workflow

    Coordinators organize event logs so analysts can align notes with shift-focused review.

Best for: Fits when staff need repeatable shift reporting with rink coordinate event mapping and operational roster control.

Conclusion

After evaluating 10 ice hockey software, LeagueApps 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
LeagueApps

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 Ice Hockey Software

Which tool is best for league-level administration across multiple hockey teams?
LeagueApps fits leagues that need member management, team sites, scheduling, and registration in one system. It centralizes rosters and communications for tryouts and season changes, and it focuses integrations on operational workflows rather than live in-game analytics.
How does shift tagging typically carry from practices into games across a season?
BenchApp uses reusable bench and practice workflow templates so lineup structure and tagging stay consistent across sessions. HockeyShift preserves coach tags and segment boundaries inside its shift report exports, which keeps shift notes usable in routine staff meetings.
When staff need rink-coordinate mapping for event locations, which platform handles that workflow?
RinkNet ties on-ice events to a consistent rink reference through rink coordinate mapping. That structure supports cleaner shift analysis exports when practices and games use consistent location conventions.
What breaks if a team tries to use a bench-management tool for deep league analytics?
Spordle focuses on shift tagging, exportable shift reporting, and operational tracking, so it lacks the league-grade stats administration loop found in HockeyTech. HockeyTech connects game-sheet workflows, roster records, and analysis outputs, so analytics review stays tied to how game data is captured.
How do APIs and data feeds typically connect hockey operations data to external stat pipelines?
SportsEngine supports API and data feed patterns that move roster and event data into external reporting or stat pipelines. LeagueApps targets connected operational workflows for registration and administrative reporting instead of real-time in-game analytics integration.
Which tool is most appropriate for capturing shift-level notes tied to a specific game-day lineup?
GameSheet aligns participation tracking with game-day lineup records to drive shift-report style exports. HockeyShift also supports shift chart creation and tagging, but its primary emphasis stays on shift-level documentation and export for review rather than broader game-day execution workflows.
What admin controls are commonly needed to keep staff and coaches from editing sensitive rosters?
SportsEngine includes role-based access for staff and coaches so administration actions can be limited by RBAC. LeagueApps provides configuration controls for league structure and operational data handling, which supports controlled roster and season change processes.
How does roster import work when a club needs to update players across multiple sessions?
Crossbar provides roster tracking tied to scheduled games and practices, so attendance and participation can follow the event schedule. CoachThem supports roster import and structured shift reporting so coaches can generate shift-by-shift outputs from a consistent roster state.
Where does Spordle fall short compared with tools that emphasize a broader game-sheet administrative loop?
Spordle concentrates on shift tagging and coach-ready shift report exports without building a full game-sheet to analysis administration workflow. HockeyTech is designed around controlled game-sheet workflows that capture game data and connect it to shift-level coaching review reports.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Ice Hockey Software

Ice hockey software differs most in how it handles schedule-to-game operations and the correctness of stats workflows once you start running tournaments or seasons. Prioritize how well it supports game event capture, especially through how it manages shift tagging and player tracking.

Game event capture workflow

Why it matters

Game event capture workflow matters because hockey reporting depends on quick, accurate incident logging during live sessions and after the final whistle. If the workflow is awkward, your stats later will look inconsistent.

How to check

On a demo, ask to log a sample sequence: a goal, a penalty, and a stoppage, then save and reopen it. Check whether the software requires heavy manual corrections to keep event times and categories aligned.

Shift tagging during game entry

Why it matters

Shift tagging during game entry separates clean player usage tracking from guesswork. Hockey teams often need consistent shift attribution for internal review and coaching notes.

How to check

In the demo, import or enter one period with multiple line changes and verify how shifts are associated to players. Ask whether you can edit a shift tag after entry and whether changes update related summaries.

Player roster and identity management

Why it matters

Player roster and identity management affects whether the same skater stays linked across seasons, games, and stats exports. Identity issues create duplicate players and broken reporting comparisons.

How to check

Request a sample roster and then add a new player mid-season. Check how the system handles duplicates, inactive status, and how player names appear in exports and dashboards.

Stat calculation and correction controls

Why it matters

Stat calculation and correction controls matter because hockey metrics depend on consistent rules for totals and penalties. When corrections are hard, users stop trusting the numbers.

How to check

Have the demo team intentionally enter one wrong event, then fix it. Verify what updates automatically, what requires reruns, and whether there is an audit trail of edits.

Reporting exports for teams and staff

Why it matters

Reporting exports for teams and staff separate tools that stay internal from tools that actually move information where coaches and analysts need it. You want outputs that match how hockey staff reviews games.

How to check

On the demo, produce at least two export types from a single completed game (for example, a team summary and a player summary). Check the file format options and whether key fields appear as expected without manual formatting.

Automation and API surface for operations

Why it matters

Automation and API surface matters because hockey schedules, rosters, and game results often come from other systems. Strong automation reduces rekeying errors and shortens the time to publish reports.

How to check

Ask what can be automated via API or bulk jobs: roster updates, game creation, and stat export. Request a walkthrough of a real automation workflow and check if there is a sandbox or test dataset you can run safely.

Red flags

  • Edits to event logs don’t clearly update related stats
  • Shift tagging requires after-the-fact manual reconciliation
  • Player identities split into duplicates across games

Fit by situation

  • If you run weekly games and publish results quickly, prioritize game event capture workflow.
  • If coaches review player usage by period, prioritize shift tagging during game entry.
  • If your rosters and identities change across seasons, prioritize player roster and identity management.
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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