Commissioned Research
Top 10 Best Race Manager Software of 2026

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Top 10 Best Race Manager Software of 2026

Compare race manager software options for events, covering registration workflows and reporting needs so clubs can shortlist tools that fit.

21 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

Race manager software matters because it connects registration, check-in, timing control, results scoring, and post-event publishing into one data model instead of disconnected tools. This comparison helps analysts and operators weigh automation depth, integration and API options, and governance features like RBAC and audit logs when deciding between platforms such as RunSignup.

RunSignup is the best pick for race managers running endurance events because it links a single event record from registration straight to results publishing, which cuts down reconciliation work after race day, while Webscorer is a strong alternative for small-to-mid teams that need fast, staged result corrections and re-posting without reworking the whole event.

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

RunSignup

Single event record links registration data to results publishing, which reduces reconciliation work after race day.

Best for: Fits when race managers need automation between registration, live updates, and results exports without custom engineering.

2

UltraSignup

Editor pick

Event-specific bib assignment and export workflows that keep registration data usable through race day.

Best for: Fits when race teams want controlled registration data and practical bib exports for event operations.

3

Athlinks

Editor pick

Athlete-first identity matching that keeps participant history consistent across event pages and results uploads.

Best for: Fits when race managers want reliable results publishing and reusable athlete profiles without replacing timing software.

Comparison Table

1
RunSignupBest overall
vertical specialist
9.3/10
Overall
2
vertical specialist
8.8/10
Overall
3
vertical specialist
8.7/10
Overall
4
8.4/10
Overall
5
enterprise
8.3/10
Overall
6
vertical specialist
7.7/10
Overall
7
7.5/10
Overall
8
7.0/10
Overall
9
vertical specialist
6.8/10
Overall
10
6.6/10
Overall
#1

RunSignup

vertical specialist

End-to-end race registration, timing, and management platform for endurance events.

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

Single event record links registration data to results publishing, which reduces reconciliation work after race day.

RunSignup centralizes race registration workflows with event pages, participant management, and results publishing tied to the same event record. It supports data export and webhook-style integrations for downstream systems such as results feeds and analytics pipelines.

Event administrators can configure common race operations like wave and corral structures, then carry those settings through to timing and reporting steps. RunSignup also provides an admin-focused toolkit for handling edits, refunds, and race-day communications that keep registration and results consistent.

Pros
  • +Event-wide configuration keeps registration fields consistent for downstream exports
  • +Webhook-style integration supports automated sync with results and reporting systems
  • +Strong participant management supports transfers, refunds, and operational updates
  • +Results publishing and exports reduce manual relabeling during event wrap-up
Cons
  • –Advanced timing workflows depend on external timing partners and data formats
  • –Live results handling is best when integration paths are already established
  • –Some complex scoring setups require careful rules configuration by admins
  • –High-volume race operations need disciplined batch processing practices
Use scenarios
  • Race operations teams and staff

    Generate check-in rosters and wave plans

    Check-in tasks ready

  • Race directors and timing teams

    Publish finalized results from event records

    Results shared with participants

Show 2 more scenarios
  • Endurance-event organizers

    Run online registration with waivers

    Managed registration process

    Organizers configure event sign-up to collect participant details and waivers with an organized participant record set.

  • Competition and results administrators

    Administer teams and competition divisions

    Teams and divisions organized

    Event staff manage team entries and category inputs needed for scoring and downstream results workflows.

Best for: Fits when race managers need automation between registration, live updates, and results exports without custom engineering.

#2

UltraSignup

vertical specialist

Registration and results platform specialized for trail and ultramarathon races.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

Event-specific bib assignment and export workflows that keep registration data usable through race day.

UltraSignup targets race directors who need registration intake plus downstream event operations like bib export and participant management. The admin interface supports event setup and participant data edits, then outputs race day artifacts in a format staff can use without extra transformation. Integration depth is strongest when race teams use UltraSignup’s registration-to-event workflow and then connect timing or results systems through shared identifiers such as bib or participant records.

A key tradeoff is that UltraSignup’s timing hardware coverage is not the center of its value, so chip-timing or RFID ingestion depends on the timing stack used by the event. UltraSignup fits best for organizations that want tighter control of registration inputs and bib handling than for teams that need deep, native timing-mat integrations. It also suits events with multiple corral or age-group structures that require consistent participant labeling before results publishing.

Pros
  • +Bib export and participant lists support race day check-in workflows
  • +Configurable registration fields reduce manual data correction
  • +Administrative event management keeps registration and logistics in one place
  • +Results-side event utilities connect cleanly to participant identifiers
Cons
  • –Native chip timing or RFID ingestion is not the main focus
  • –Complex seeding logic can require careful setup across event configurations
Use scenarios
  • Road race directors

    Manage bibs and exports

    Fewer manual corrections

  • Event operations managers

    Coordinate multi-step participant changes

    Cleaner participant records

Show 2 more scenarios
  • Volunteer-run timing partners

    Feed results with identifiers

    Lower reconciliation effort

    Participant records and bib-related identifiers help align results imports with the right finish data.

  • Series coordinators

    Standardize registration across events

    More consistent datasets

    Reusable event configuration helps keep data capture consistent for follow-on reporting and awards categories.

Best for: Fits when race teams want controlled registration data and practical bib exports for event operations.

#3

Athlinks

vertical specialist

Race results aggregation and timing management platform for timers and race directors.

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

Athlete-first identity matching that keeps participant history consistent across event pages and results uploads.

Athlinks manages race registrations and results publishing through centralized athlete and event profiles that organizers can control and update. It focuses on making race data reusable across events via consistent event pages, participant identities, and results history.

Race managers get tools for uploading results, linking events to related races, and keeping athlete records consistent across submissions. Workflow depth is strongest for publication and search-driven engagement rather than for full on-site timing operations.

Pros
  • +Event and athlete pages consolidate history across multiple race submissions.
  • +Results uploads produce consistent public outputs with fewer manual edits.
  • +Search-friendly publishing supports ongoing participant discovery after events.
  • +Works well when results are produced outside the system and then published.
Cons
  • –Does not replace dedicated timing operations and chip hardware integrations.
  • –Limited coverage for advanced race-day workflows like wave choreography.
  • –API-driven automation is narrower than in results-first timing systems.
  • –Complex award logic and team scoring need extra handling outside Athlinks.
Use scenarios
  • Local race directors

    Publish results to consistent athlete profiles

    Fewer duplicate entry updates

  • Multi-event series organizers

    Link related races across a series

    Cleaner continuity across seasons

Show 2 more scenarios
  • Volunteer results coordinators

    Upload results and manage placements

    Faster results posting

    Teams publish outcomes while maintaining consistent athlete records tied to event and race pages.

  • Regional running organizations

    Maintain reusable registration and history

    Lower staff re-entry effort

    Participant identities and results history stay consistent across submissions, reducing data reconciliation work.

Best for: Fits when race managers want reliable results publishing and reusable athlete profiles without replacing timing software.

#4

Webscorer

SMB

Cloud-based race timing, registration, and results platform for small to mid-size events.

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

Results workflow that supports staged correction and re-posting without rebuilding the entire event.

Webscorer is built around the operational loop of timing, results processing, and publishing, with features that support repeatable race day handling. The workflow is designed for managing how results move from timing inputs to public outputs, including staging and re-posting when corrections are needed. It fits organizations that already coordinate waves, categories, and awards through a consistent operational process.

Pros
  • +Race-day centric workflow that connects timing processing to posting
  • +Operational tools for correcting and re-publishing results quickly
  • +Event configuration supports consistent handling across similar races
  • +Clear separation of admin tasks from public results delivery
Cons
  • –Advanced publishing customization needs careful setup by admins
  • –Some edge-case scoring workflows require tighter operational coordination
  • –Integration depth varies by timing and publishing path chosen
  • –Staff training is needed to keep day-of corrections from becoming slow
Use scenarios
  • Race operations staff

    Correcting posting issues mid-event

    Fewer posting delays

  • Timing company coordinators

    Standardizing processing across events

    Lower variance day-of

Show 2 more scenarios
  • Community run organizers

    Publishing results for multiple categories

    Faster category results

    Race managers can produce category-ready outputs tied to event operations for smoother race day communication.

  • Event tech administrators

    Managing controlled public output

    More reliable live posting

    Admins can control what is posted as results progress to avoid confusing partial releases.

Best for: Fits when one operations team manages multiple similar race events and needs predictable day-of posting.

#5

FinishLynx

enterprise

Photo finish cameras and race timing software by Lynx System Developers.

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

Photo finish synchronization tied directly into adjudication and final placements, reducing rework between timing and results.

FinishLynx is built around timing capture, results computation, and downstream outputs like live results displays and finisher certificates. It includes the operational steps needed to maintain correctness during race day, including correction handling for DQ and DNF, and team or category scoring using the race results it computes. It also supports event configuration that maps course structure to scoring logic, which matters for multi-lap races and split-driven awards.

Pros
  • +Chip-time versus gun-time logic handled inside the race results pipeline
  • +Photo finish synchronization supports reliable adjudication workflows
  • +DQ and DNF state handling keeps results corrections auditable for operators
  • +Finisher certificates and awards generation come directly from computed placings
Cons
  • –Race-day configuration depth can slow setup for small teams
  • –Tight timing pipeline fit can limit use as a registration-only coordinator
Use scenarios
  • Timing operators at mid-size venues

    Photo finish adjudication and final placements

    Faster corrections and fewer disputes

  • Race directors running multi-category events

    Awards and certificates from computed results

    Consistent recognition packets

Show 1 more scenario
  • Results managers handling disputes

    DQ and DNF corrections workflow

    Cleaner final results publication

    Managers apply DQ and DNF updates within the results process to keep athlete outcomes consistent.

Best for: Fits when timing staff need consistent photo-finish and chip-time results outputs for repeat events.

#6

race result

vertical specialist

Professional race timing and scoring software with active transponder support.

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

Results configuration uses organizer-defined athlete matching and rule processing to keep chip-based outcomes consistent across outputs.

Race Result is a race manager and results suite used by organizers that need end-to-end event processing from registration exports through results publication. The system supports chip timing data handling with defined identifiers like bib numbers, along with workflow steps for race day operations and final result outputs.

Pros
  • +Event workflow supports mapping athlete identifiers from imports to published results
  • +Results outputs cover common race outcomes like DQ and DNF states
  • +Publishing and display artifacts are handled within the same event processing context
  • +Automation reduces repeated manual steps during results compilation
Cons
  • –Timings and identifier alignment require careful configuration to avoid mis-attribution
  • –Advanced workflows can depend on organizer technical discipline and timing data format readiness
Use scenarios
  • Kart track operators

    Manage heats and penalties with transponders

    Standings across heats

  • Motorsport timing staff

    Create grids and scoring classifications

    Structured race classifications

Show 2 more scenarios
  • Road race timing teams

    Run chip and gun timing to results

    Consistent placements

    Organizers manage chip and gun timing for participant data and generate consistent placements and categories.

  • Technical event operations teams

    Integrate timing and results with APIs

    Less manual reconciliation

    Teams import entry or timing data, then connect finalized results to downstream workflows with exports or APIs.

Best for: Fits when results staff need repeatable processing tied to timing and bib identifiers for multi-event calendars.

#7

MYLAPS X2 Race Control

enterprise

Race timing and control software used with MYLAPS transponder hardware for motorsports venues.

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

Race Control operator workflow for live race state and replays tied to MYLAPS timing streams.

MYLAPS X2 Race Control is a race manager built around MYLAPS timing workflows, so event operations stay aligned from timing capture to results control. Core capabilities include live race management for multiple race formats, start and replay handling, and centralized control of race operations needed during event execution.

Pros
  • +Tight coupling to MYLAPS timing operations during live event control
  • +Centralized race control for starts, replays, and ongoing race state
  • +Operator workflow reduces day-of coordination gaps
  • +Results output fits common event operations pipelines
Cons
  • –Best fit depends on MYLAPS timing hardware and compatible data flows
  • –Configuration effort can be noticeable for multi-format events
  • –Limited guidance for non-MYLAPS timing setups within the same workflow
  • –Live operations controls require role training for reliable use
Use scenarios
  • Race operations managers

    Manage live starts and race state

    Fewer control handoffs

  • Event directors

    Run multi-race schedule days

    More predictable operations

Show 2 more scenarios
  • Timing operations teams

    Keep results aligned to capture

    Cleaner results lifecycle

    Timing staff use the same workflow to control and reconcile race state with timing inputs.

  • Results and comms staff

    Provide live results to partners

    Faster live publishing

    Downstream consumers receive updated results aligned to race control state for live displays.

Best for: Fits when race directors run MYLAPS timing and need consistent day-of control across multiple event formats.

#8

RunSignup TicketSignup

SMB

Event registration and participant management platform that also supports race-adjacent event operations.

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

TicketSignup’s event-attendee management ties ticketed access and registration to race day check-in operations.

RunSignup TicketSignup is a race registration and ticketing workflow built around event pages, check-in, and attendee management for organizers managing both race and spectator-style access. It supports results publication and common post-race deliverables through exports and integrations that fit typical race operations.

Pros
  • +Unified workflow for registration pages, ticketed access, and day-of check-in
  • +Exports for bib and attendee lists support operational print and scanning workflows
  • +Event-level administration reduces cross-event data handling mistakes
  • +Results publication supports automated sharing with event participants and staff
Cons
  • –Timing hardware workflows are not a full replacement for dedicated timing systems
  • –Advanced scoring and relay logic requires tighter planning around available result formats
  • –API and automation coverage for edge cases can be limited without extra development
  • –Operational setup demands careful configuration of roles and event settings
Use scenarios
  • Race directors

    Manage race and spectator registrations

    Fewer admin handoffs

  • Event check-in teams

    Run day-of ticket scanning workflow

    Faster identity verification

Show 2 more scenarios
  • Volunteer coordinators

    Assign check-in roles by event

    Less schedule confusion

    Organizes registrant data by event so volunteers follow consistent workflows.

  • Results and comms staff

    Publish results and export deliverables

    Consistent post-race outputs

    Supports results publication and exports needed for post-race notifications and reporting.

Best for: Fits when race managers need registration, ticketing, and check-in tied to results workflows for multiple events.

#9

ChronoTrack

vertical specialist

Race timing system combining proprietary hardware, software, and results delivery.

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

Event configuration maps participant data through scoring to final standings, keeping rule changes isolated per event build.

ChronoTrack focuses on race management workflows built around live timing results production and event operations. The system supports bib and participant data handling, race-day check-in flows, and results publishing aimed at consistency across heats and categories.

Pros
  • +Operational workflow centers on producing results from timing inputs
  • +Bib and participant handling supports repeated event data preparation
  • +Event configuration ties scoring rules to final standings outputs
  • +Race-day check-in flows reduce manual cross-referencing on-site
Cons
  • –RFID and chip timing hardware compatibility needs validation per venue
  • –Extensibility relies on the provided integration points for automation
  • –Live results output configuration can require careful setup discipline
  • –Split and photo-finish workflows depend on the timing data available
Use scenarios
  • Race operations coordinators

    Manage check-in and participant rosters

    Fewer manual roster errors

  • Timing staff and data managers

    Import timing outputs and publish standings

    Faster results turnaround

Show 2 more scenarios
  • Event directors across seasons

    Repeat scoring and output configuration

    Consistent event execution

    Admin mapping links event configurations to scoring and results outputs for repeatable operations.

  • Heat and category organizers

    Standardize results across heats

    Clearer category placements

    Results publishing supports consistent handling of heats and categories from processed standings.

Best for: Fits when race teams need consistent results operations with configurable scoring and race-day check-in.

#10

RaceEntry

SMB

Online race registration platform with built-in marketing and fundraising tools.

6.6/10
Overall
Features6.6/10
Ease of Use6.6/10
Value6.6/10
Standout feature

Event-specific results publishing tied to the same registration dataset, minimizing mismatches during manual updates.

RaceEntry manages race registrations and publishes results workflows that start with online signups and end with race-day reporting. The tool supports event pages, online forms, and results publishing tied to each event’s participant list.

Pros
  • +Registration workflow maps directly to event outcomes for race staff
  • +Event publishing reduces manual copying between signup and results pages
  • +CSV exports support downstream scoring, awards, and spreadsheet review
  • +Staff workflows fit typical race office and results volunteer processes
Cons
  • –No documented results API for programmatic posting to third-party systems
  • –Timing hardware and mat integration support is limited compared with timing-focused vendors
  • –Advanced automation like wave operations and corral seeding needs manual handling
  • –Complex multi-division awards rules can require spreadsheet cleanup
Use scenarios
  • Local race directors

    Publish results from event signups

    Faster race-day reporting

  • Event registration coordinators

    Manage participant outcomes and exports

    Reduced manual data handling

Show 2 more scenarios
  • Volunteer race staff

    Work from simple result management flows

    Fewer coordination errors

    Provides race staff-friendly processes for results management using event-specific participant data.

  • Small race organizations

    Create event pages with forms

    Consistent participant records

    Collects registrations via online forms and routes them into event-linked results workflows.

Best for: Fits when race offices need registration-to-results operations with CSV handoffs for scoring.

Conclusion

After evaluating 10 race manager software, RunSignup 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
RunSignup

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 Race Manager Software

How do Race Roster and RunSignup differ in how they handle race-day lists for check-in staff?
Race Roster focuses on registration operations and provides bib assignment plus post-registration export workflows that check-in staff can use directly during race day. RunSignup ties an editable event record to results publishing and exports, which reduces reconciliation when edits happen between registration and posting.
Which tools provide an event record that carries registration data into results publishing without manual reconciliation?
RunSignup links the same event record to registration data and results publishing, so edits flow into the posted outputs without rebuilding the participant list. RaceEntry ties event-specific results publishing to the same registration dataset, which reduces mismatches during manual updates.
How do FinishLynx and MYLAPS handle gun time versus chip time in a way that survives results publication?
FinishLynx models gun time versus chip time as part of its timing-to-results workflow and then rolls finish data into placings and athlete pages. MYLAPS preserves that chip-versus-gun logic through chip-time reconciliation tied to results delivery and live or post-event views.
What breaks if registration identifiers like bib numbers do not match the timing output identifiers?
race result relies on defined athlete matching and identifiers during import and results generation, so mismatched identifiers can produce incorrect placings and broken athlete associations. ChronoTrack maps participant data through scoring to final standings, so identifier drift can cause athletes to land in the wrong category or heat outputs.
Which systems are built to stay consistent with photo finish capture in the adjudication flow?
FinishLynx connects photo finish capture to adjudication and final placements, reducing rework between timing capture and results publication. Webscorer emphasizes operational day-of posting workflows and staged correction, so photo finish handling is not its primary differentiation compared with timing-to-publication continuity.
How does Webscorer support event posting corrections during the race-day workflow?
Webscorer is designed for staged correction and re-posting without rebuilding the entire event setup. Admin tools help configure scoring runs and address issues that show up during posting, which matters when staff need to correct outcomes quickly.
When do ChronoTrack and race result differ in configuring scoring and event-to-output mappings?
ChronoTrack centers admin control on mapping event configurations to scoring and results outputs, so operational patterns stay repeatable across heats and categories. race result uses organizer-defined athlete matching and rule processing during results configuration, so the critical work happens around how identifiers map to rule outcomes.
How do integration capabilities differ across tools that publish results versus tools that run timing hardware workflows?
RunSignup provides webhook-style integrations that feed downstream systems tied to results feeds and analytics pipelines. MYLAPS targets end-to-end alignment with its timing hardware workflow, so integration work typically focuses on timing data imports and chip-time consistent live results delivery rather than general publishing webhooks.
Which tools support check-in workflows and how do they connect to the rest of the event operations?
ChronoTrack includes race-day check-in flows and then pushes processed standings into live and post-event views using its import-and-publish workflow. RunSignup TicketSignup adds attendee management tied to check-in and then connects ticketed access workflows to results handling exports and integrations.
What data migration risks show up when switching from timing exports to a race manager data model?
RaceEntry uses CSV-based exports for race staff and expects the results publishing workflow to start from each event’s participant list, so migrating without a consistent schema can break athlete-to-result mapping. Athlinks keeps athlete-first identity matching across events, so migration issues usually surface as identity merge errors when historical identities do not align with incoming submissions.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Race Manager Software

What separates race manager software is how it handles race data end-to-end: the data model and schema behind results, the automation and API surface for updates, and the depth of timing integration needed for accurate postings. We recommend comparing these areas before you commit to any workflow.

Results data model and schema mapping

Why it matters

Race results get re-used across dashboards, exports, and later corrections. A clear data model and schema mapping reduces mismatches when you move between timing feeds and your results pages.

How to check

Ask for an example data export from a recent race and note how finish status, placements, and splits are represented. Then test a demo import or sample file that includes at least one disqualification or corrected placement.

Timing feed update workflow and corrections

Why it matters

Live timing often changes after first posting due to scoring corrections and athlete resolution. This label matters because it shows whether updates keep history consistent and whether reprocessing changes only what should change.

How to check

On a demo, request a scenario where a bib’s finish position is corrected and the system updates results. Watch whether prior postings change transparently and whether the workflow records what was altered.

Automation and API surface for postings

Why it matters

Automation and API surface determines how reliably you can trigger results publications and downstream workflows without manual rework. It matters most when you coordinate with multiple race day tools and data consumers.

How to check

Ask what endpoints exist for publishing results and pulling results states. Then request a sandbox or sample integration showing how an update triggers a new results state without manual copying.

Manual adjustments without breaking results

Why it matters

Even with timing integration, staff needs to handle edge cases. This label matters because a good system lets you correct issues without corrupting placements, splits, or final outcomes.

How to check

Ask the demo team to perform a controlled change such as correcting a finish status or placement. Check whether derived fields (overall and category outcomes) recompute correctly and whether the workflow highlights what will update.

Event configuration for scoring rules

Why it matters

Race scoring differs by event design, and configuration mistakes are common. This label matters because the system should capture the rules and scoring settings that affect outcomes from the start.

How to check

Request a walkthrough of setting up an event with at least one multi-stage format and age/class grouping rules. Then verify the configuration values reflected in results by running a sample event and checking placements match the rules you entered.

Audit history for reprocessing and data lineage

Why it matters

Reprocessing is normal when results get corrected, but you need traceability. Audit history for reprocessing helps you understand what changed and when, which supports consistent race communication.

How to check

On a demo, have them reprocess a sample results set after a small correction and then show the change history. Ask whether you can view what inputs drove the output state before and after reprocessing.

Red flags

  • Results imports that accept files but scramble placements or outcomes
  • Corrections that force full rework or overwrite prior results without traceability
  • API responses that don’t clearly support results states or update events

Fit by situation

  • If your races need frequent last-minute corrections, prioritize Timing feed update workflow and corrections.
  • If you coordinate postings with other tools, prioritize Automation and API surface for postings.
  • If multiple event formats share the same staff process, prioritize Results data model and schema mapping.
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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