Commissioned Research
Top 10 Best Class Management System Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Class Management System Software of 2026

Compare class management system software options for studios and trainers, using criteria like features, billing, and reporting to support shortlisting.

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

Search agents gather the source set and the review record, including transcriptions of 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 our reviews. Editorial policy

Class management systems run registrations, schedules, attendance, and billing workflows with data models that match how organizations operate. This comparison helps operators and evaluators weigh core booking mechanics, integrations and API access, and RBAC and audit log expectations when choosing software for schools and training, from studio check-in to full student information workflows.

Jackrabbit Class is the best pick for instructor-run dance, gymnastics, swim, and cheer schools because attendance is captured per section in the same workflow where grades get recorded, whereas Glofox fits fitness studios that want repeatable section setup thanks to configurable class templates that standardize instructor routines.

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

Jackrabbit Class

Attendance tracking is embedded per section so instructors can record participation in the same workflow as grading.

Best for: Fits when schools need instructor-run attendance and section management with minimal integration overhead.

2

Glofox

Editor pick

Class template configuration that standardizes section setup and instructor workflows across the school.

Best for: Fits when schools need consistent class workflows for attendance and grading with manageable integrations.

3

Mindbody

Editor pick

Front-desk check-in tied to scheduled sessions, with operational attendance reporting for staff and managers.

Best for: Fits when training delivery needs appointment-style scheduling and attendance tracking.

Comparison Table

1
Jackrabbit ClassBest overall
vertical specialist
9.2/10
Overall
2
8.9/10
Overall
3
enterprise
8.8/10
Overall
4
8.3/10
Overall
5
8.2/10
Overall
6
7.8/10
Overall
7
7.6/10
Overall
8
enterprise
7.3/10
Overall
9
6.9/10
Overall
10
enterprise
6.6/10
Overall
#1

Jackrabbit Class

vertical specialist

Class management software for dance, gymnastics, swim, and cheer schools.

9.2/10
Overall
Features9.5/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Attendance tracking is embedded per section so instructors can record participation in the same workflow as grading.

Jackrabbit Class organizes instruction into sections with configurable enrollment rules and instructor assignments so day-to-day operations stay consistent. Attendance tracking is built into the class workflow, and grades can be recorded in a gradebook-like structure for student progress review. The system also supports co-teacher role assignment, which reduces the need to share credentials for shared teaching responsibilities.

A tradeoff is that deeper SIS data sync and cross-system grade passback are not the center of every workflow, so some districts still use CSV imports or manual reconciliation. It fits schools and small district teams that need instructor-driven attendance and section management without building custom integrations.

Pros
  • +Section-based workflow keeps attendance and grades tied to teaching roles
  • +Co-teacher role assignment supports shared course delivery without credential sharing
  • +Class-level reporting supports quick review of participation and progress
  • +Student roster enrollment flows reduce manual rework for daily operations
Cons
  • –Grade passback to external systems is limited compared with LMS-first setups
  • –SIS data sync depth can require manual reconciliation for complex mappings
  • –LTI 1.3 course launching is narrower than in LMS-heavy environments
  • –Advanced assessment creation depends on structured gradebook practices
Use scenarios
  • K-12 schools with co-teachers

    Shared sections with daily attendance

    Fewer credential swaps

  • District ops teams

    Class-level participation reporting

    Faster intervention targeting

Show 2 more scenarios
  • Program coordinators

    Rostering and course ownership

    Cleaner rosters

    Coordinators manage instructor assignments and section enrollment rules to keep classes consistent.

  • After-school program staff

    Lightweight grades and attendance

    More complete participation records

    Staff record attendance and learning progress without building custom LMS processes.

Best for: Fits when schools need instructor-run attendance and section management with minimal integration overhead.

#2

Glofox

SMB

Class booking and member management for fitness studios and gyms.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Class template configuration that standardizes section setup and instructor workflows across the school.

Glofox performs roster-based class management with attendance, grades, and scheduling workflows inside one workspace. The system focuses on configurable class templates, section enrollment rules, and routine class check-ins for instructors.

Admins can manage instructor and co-teacher assignments while controlling which groups see classroom content through access configurations. Automation is centered on structured workflows for attendance capture and grade export formats that match school grading cycles.

Pros
  • +Attendance capture and grade entry stay in the same class workflow
  • +Configurable class templates reduce repeated setup across sections
  • +Instructor roster visibility supports quick section management
  • +Grade export supports practical workflows for school grading cycles
Cons
  • –Roster provisioning API depth is limited for high-volume district integrations
  • –Assignment and assessment features feel less specialized than LMS-grade systems
  • –Multi-tenant district governance controls need careful role planning
  • –Standards reporting breadth for assessment rubrics is narrow
Use scenarios
  • Fitness studio operators

    Publish recurring fitness class schedules

    Consistent timetable

  • Front-desk studio administrators

    Run daily session registrations

    Orderly enrollment

Show 2 more scenarios
  • Gym instructors and staff

    Capture attendance during class check-ins

    Faster daily verification

    Record participation events during sessions and connect attendance to members and scheduled class instances.

  • Gym membership operations teams

    Coordinate bookings and membership actions

    Fewer front-desk tasks

    Handle enrollment and recurring membership actions while controlling booking access and managing member requests.

Best for: Fits when schools need consistent class workflows for attendance and grading with manageable integrations.

#3

Mindbody

enterprise

Booking and class scheduling platform for fitness, wellness, and beauty studios.

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

Front-desk check-in tied to scheduled sessions, with operational attendance reporting for staff and managers.

Mindbody supports instructor-led scheduling, recurring class sessions, and attendance capture that are directly usable for enrollment and participation tracking. Staff roles can be configured so front-desk and managers handle check-in, while reporting provides operational views into class throughput and attendance patterns. The system’s API and integrations matter most for organizations that need automated syncing with existing systems for scheduling handoffs and roster feeds.

A tradeoff appears for academic-grade workflows, since gradebook passback, cohort grade structures, and standards mapping are not Mindbody’s primary design targets. Mindbody fits best when program delivery requires strong appointment-style scheduling and attendance visibility, not when it must produce SIS-grade exports and competency grading artifacts.

Pros
  • +Attendance and check-in workflows match instructor-led scheduling
  • +Recurring class scheduling supports ongoing programs with minimal rework
  • +Operational reporting helps monitor utilization and session participation
  • +Integrations and API support automated scheduling and data sync needs
Cons
  • –Academic records workflows are not a primary focus
  • –LMS-style grade structures require additional process design
  • –Multi-instructor co-teaching role rules can be less granular than schools need
  • –Migration from SIS or roster systems can demand integration effort
Use scenarios
  • Fitness program administrators

    Run recurring classes with check-in

    Fewer manual attendance reconciliations

  • Studio ops teams

    Coordinate instructors across locations

    More consistent staffing coverage

Show 1 more scenario
  • Integration-focused training orgs

    Sync schedules with external systems

    Reduced data entry and drift

    Use API and integrations to automate schedule and roster handoffs into existing tooling.

Best for: Fits when training delivery needs appointment-style scheduling and attendance tracking.

#4

Vagaro

SMB

Class booking, scheduling, and payment processing for salons, spas, and fitness studios.

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

Front-desk and instructor check-in workflows that record attendance against individual class bookings.

Vagaro supports recurring classes, session capacity controls, and role-based staff operations for day-to-day scheduling. The scheduling workflow connects class sessions to client records so instructors can confirm who is booked and who has checked in. Operational reports cover session attendance counts and revenue-linked views for training businesses with ongoing cohorts.

Pros
  • +Class scheduling and session capacity management in one workflow
  • +Operational attendance capture tied to booked client records
  • +Staff role controls for instructors and front-desk scheduling tasks
  • +Client and session history supports repeat bookings
Cons
  • –Gradebook-style outcomes and rubric workflows are not built around school grading
  • –District-style roster provisioning and SIS sync are limited for school governance needs
Use scenarios
  • Fitness studios and trainers

    Run recurring classes with check-in

    Accurate attendance by session

  • Continuing education providers

    Manage cohorts and instructor assignments

    Repeatable cohort operations

Show 1 more scenario
  • Private tutoring centers

    Coordinate schedules across staff

    Fewer scheduling coordination errors

    Client records connect to class sessions so staff can confirm attendance and manage changes.

Best for: Fits when programs need session scheduling, capacity control, and attendance tracking without school gradebook complexity.

#5

Sawyer

SMB

Class registration and management toolkit for children's activity providers.

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

Co-teacher role assignment supports shared section delivery with separate permissions and shared grade visibility.

Sawyer targets classroom workflows with assignment and grading features designed around day-to-day instruction management. The product focuses on teacher-led organization such as class rosters, attendance capture, and gradebook output tied to section enrollment.

Pros
  • +Teacher-first class management workflows reduce time spent switching between screens
  • +Attendance capture and gradebook output align to common daily classroom rhythms
  • +Recurring activity templates support consistent instruction planning across sections
  • +Co-teacher role assignment supports shared delivery without duplicate setup
Cons
  • –Limited evidence of SIS data sync depth compared with district-grade systems
  • –Automation depends heavily on roster upkeep when section enrollment changes often
Use scenarios
  • Children's class providers

    Enroll families in camps

    Managed registration flow

  • Swim and music schools

    Organize recurring lesson rosters

    Participant records stay current

Show 2 more scenarios
  • Swim instructors and admins

    Track progress with milestone records

    Clear skills history

    Use assessments and milestone history to follow participant development over time and communicate progress.

  • After-school program staff

    Log attendance and incidents

    Actionable attendance logs

    Record daily participation and document incidents inside student workflows tied to class participation.

Best for: Fits when schools want teacher-led class management with practical attendance and grading workflows.

#6

Bookwhen

SMB

Class and event booking system for workshops, courses, and small studios.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Event-based enrollment tied to capacity and booking workflows, paired with a calendar UI that drives user-facing session management.

Bookwhen centers scheduling and booking workflows with calendar views that link lessons, attendance, and communications in one place. The system supports class roster management with recurring sessions, capacity rules, and enrollment controls that fit cohort and group-based teaching.

Pros
  • +Calendar-first scheduling that connects sessions to enrollment and attendance workflows
  • +Cohort-style grouping with capacity and enrollment rules for repeatable class structures
  • +API support for roster provisioning and custom integration flows
  • +Built-in notifications for confirmations and reminders tied to lesson events
Cons
  • –Gradebook and standards reporting depth is limited versus full LMS grade analytics
  • –Automation setup requires careful configuration of notifications and workflow rules
Use scenarios
  • Fitness and yoga providers

    Publish repeating class timetables

    Clearer enrollment

  • Training programme coordinators

    Coordinate multi-session programmes

    Session-level control

Show 2 more scenarios
  • Sports clubs and activity operators

    Schedule sports sessions by slot

    Self-service reservations

    Run time-slot based bookings with capacity rules, payments, and attendance tracking for sports or activities.

  • Community programme organisers

    Accept public registrations and events

    Central signup process

    Use a shared booking workflow for registrations for local classes, courses, appointments, and events.

Best for: Fits when schools and training teams need booking-style scheduling with dependable enrollment controls and event-driven notifications.

#7

Zen Planner

SMB

Class scheduling and member management for fitness studios and martial arts schools.

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

Studio operations scheduling and member enrollment workflows built for staff-driven attendance cycles.

Zen Planner is built around studio-style operations with member management and class scheduling configured through staff workflows. It supports attendance capture, lesson or session tracking, and automated communications tied to enrollments.

Pros
  • +Attendance and enrollment workflows align with studio staff operations
  • +Role-based staff access supports co-teacher and admin separation
  • +Automated notifications can follow common enrollment changes
  • +Reporting covers operational metrics beyond just class rosters
Cons
  • –School-grade tooling like grade passback and assessment banks is limited
  • –Roster import formats can require cleanup when source data differs
  • –District multi-site governance is harder than single-school adoption
  • –Advanced interoperability needs careful configuration work
Use scenarios
  • Dance studio administrators

    Manage recurring class schedules

    Fewer roster updates

  • Martial arts dojo owners

    Maintain rank and attendance history

    Centralized progress records

Show 2 more scenarios
  • Ballroom and dance studios

    Run lesson packages and group bookings

    Package usage visibility

    Coordinate private lessons and group classes with recurring bookings, attendance capture, and package usage tracking.

  • Boutique gym owners

    Operate memberships and renewals

    Traceable member activity

    Connect memberships, renewals, recurring billing, attendance, and member self-service scheduling in one workflow.

Best for: Fits when studio teams need attendance capture and enrollment-driven messaging without heavy school-grade reporting.

#8

PowerSchool

enterprise

Student information system with class scheduling, grading, and attendance management.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

PowerSchool’s roster and section workflows are driven by SIS enrollment and provisioning patterns rather than standalone class lists.

PowerSchool fits district administrators that need class roster workflows tied to SIS enrollment, grading, and attendance processes. Its core capabilities focus on roster management, gradebook and attendance tracking, and teacher-to-staff workflows within a district deployment model.

Pros
  • +Course rosters align with SIS enrollment workflows
  • +Attendance and grade tracking stay tied to district processes
  • +Parent access tiers support different notification expectations
  • +Co-teacher role assignment supports shared section responsibilities
Cons
  • –Classroom-specific activity features are thinner than LMS-centered options
  • –Integration setup requires governance for roster and grade passback
  • –Teacher workflow configuration can be complex across many sections
  • –Exports and grade formats may require format mapping work
Use scenarios
  • Instructional leaders and support teams

    Coordinate student services workflows

    Coordinated student support

  • District registrars and admins

    Centralize enrollment and student history

    Shared student data backbone

Show 2 more scenarios
  • Schedulers and registrars

    Update schedules and courses with histories

    Downstream reporting stays aligned

    Organize timetables, course registration, section rosters, and schedule changes tied to academic histories.

  • Teachers and attendance staff

    Run period-based attendance operations

    More consistent records

    Record daily or period attendance, classify absences, and reconcile correction requests on rosters and schedules.

Best for: Fits when districts want SIS-tied class management with attendance and grade workflows across many schools.

#9

Amilia

SMB

Class registration and facility management for recreation centers and community programs.

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

Parent-facing access and enrollment workflows are built into the scheduling and roster operations.

Amilia is a class management system built for activity and program organizers who need scheduling, enrollment, and payments tied to real-world classes. It provides roster management, lesson session calendars, instructor assignment workflows, and parent-facing access for enrollment actions and updates.

Pros
  • +Scheduling and enrollment workflows are designed around program sessions
  • +Parent-facing access supports common notification and self-serve enrollment changes
  • +Instructor assignment to sections is handled within the same operational flow
  • +Multi-program management reduces duplicate work for organizations with varied offerings
Cons
  • –SIS-style gradebook passback and LMS-style grade exports are not a core strength
  • –Advanced governance requires consistent operational discipline across staff roles
  • –Classroom-grade interoperability depends on integration choices rather than native depth
  • –Complex standards-based assessment workflows are limited compared with LMS-first products
Use scenarios
  • Dance studio administrators

    Manage recurring class rosters

    Consistent participation tracking

  • Sports and club membership teams

    Handle renewals and applications

    Structured renewal handling

Show 2 more scenarios
  • Municipal recreation operators

    Schedule facilities with recurring rules

    Fewer manual booking steps

    Book rooms and fields using recurring reservation rules and calendar workflows tied to real-world resources.

  • After-school education providers

    Schedule education sessions with capacity

    Controlled session enrollment

    Schedule sessions, assign rooms or resources, enforce capacity, and manage family or student bookings.

Best for: Fits when organizations need class scheduling and enrollment operations with parent self-serve access.

#10

Canvas LMS

enterprise

Learning management system with course and class management for K-12 and higher education.

6.6/10
Overall
Features6.6/10
Ease of Use6.7/10
Value6.5/10
Standout feature

The gradebook ties assignment scoring, rubric results, and outcome reporting into one consistent grading workspace.

Canvas LMS manages course delivery, grading, and communication through a structured course site with modules, assignments, quizzes, and announcements. Instructors can use Canvas gradebook workflows, assignment submissions, and rubrics to support consistent assessment and feedback.

Pros
  • +Course modules and assignment workflows are built for structured instruction sequencing
  • +LTI 1.3 integration supports external tools inside Canvas course contexts
  • +Gradebook supports rubric-based grading and assignment-level grade calculations
  • +Canvas roles and permissions support co-teacher workflows and section-level management
Cons
  • –Advanced automation depends on admins setting up integrations and tool configurations
  • –Certain district SIS sync workflows require careful mapping of rosters and enrollment rules
  • –Some reporting needs additional configuration or external analytics tooling
  • –Complex multi-term course structures can increase admin overhead for templates and sections
Use scenarios
  • LMS administrators

    Provision course access by role

    Controlled learner access

  • University course administrators

    Deliver courses across recurring terms

    Consistent course delivery

Show 2 more scenarios
  • Healthcare educators

    Run annual training paths

    Repeatable learning paths

    Reuse sequenced modules and required activities for annual policy and healthcare education programmes.

  • Remote instructors

    Teach asynchronously in one course site

    Connected online learning workflow

    Use modules, announcements, discussions, quizzes, and assignments for learners studying away from campus.

Best for: Fits when schools need LTI 1.3 tool integration plus a dependable gradebook workflow.

Conclusion

After evaluating 10 class management system software, Jackrabbit Class 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
Jackrabbit Class

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 Class Management System Software

How do Google Classroom and Canvas LMS differ for gradebook workflows and external tool integration?
Canvas LMS ties grading, rubrics, and assignment scoring into a single gradebook workflow across a course site. Canvas also supports LTI 1.3 to pull in external tools and content packages directly into courses, while Google Classroom’s grade and grading model is less structured around rubric-centric gradebook operations.
Which class management system supports roster-driven operations when a school must sync enrollment from an SIS?
PowerSchool is designed for districts that want SIS-tied roster workflows, gradebook updates, and attendance processes across many schools in one district deployment model. Amilia and Jackrabbit Class can handle rosters and attendance, but their roster workflows are not centered on SIS-driven provisioning and district-grade synchronization.
How does roster provisioning work in systems with an API surface versus CSV imports and manual administration?
Bookwhen provides an API surface that supports automation tasks like provisioning and data synchronization. PowerSchool and Canvas LMS lean on integration patterns for imports and governance at scale, while tools like Jackrabbit Class and Sawyer often rely more on section setup and instructor-driven attendance and participation capture without requiring an API-first provisioning workflow.
When staff need shared course delivery, how do co-teacher permissions and shared visibility differ?
Sawyer includes co-teacher role assignment with separate permissions and shared grade visibility so multiple staff members can operate one section workflow. Jackrabbit Class supports co-teacher and co-instructor roles with shared course ownership, while PowerSchool focuses more on district governance over sections and roles tied to roster workflows.
What breaks if a school-grade program requires grade export formats aligned to academic reporting cycles but the workflow is designed for bookings?
Vagaro and Mindbody can track attendance against scheduled classes and support instructor check-in, but their operational model is optimized for bookings and appointment-style sessions rather than academic grade export cycles. That mismatch becomes visible when schools need standardized grade export formats and gradebook-style outcomes rather than front-desk or instructor participation logs.
How do admin controls differ between tenant-level governance and teacher-led configuration?
Bookwhen emphasizes tenant-level configuration and role governance, plus activity trails for key changes that support multi-stakeholder operations. Sawyer and Jackrabbit Class lean toward teacher-led class rosters, attendance capture, and grading operations configured per section workflow.
Where does LTI 1.3 integration matter for classroom tooling, and which tools in this list support it directly?
LTI 1.3 matters when external tools like content libraries, assessment tools, or specialized services must appear inside course delivery and grading workflows. Canvas LMS supports LTI 1.3 to integrate external tools and content packages into course sites, while the classroom suite described as Google Classroom is evaluated here more for its classroom delivery model than for a course-site LTI integration depth.
How should security and identity access be handled if the district uses SSO and role-based permissions across schools?
PowerSchool is built around district deployment workflows where teacher-to-staff role handling and parent notification configuration operate at scale. Canvas LMS and Bookwhen both use structured user roles and course or tenant access management, while staff access governance for co-teacher operations depends on each product’s role and configuration model.
Which tool is best suited for schools that require consistent section setup and repeated instructional routines?
Glofox provides configurable class templates that standardize section setup and instructor workflows across the school. Jackrabbit Class and Sawyer can manage sections and embedded attendance, but Glofox’s template-driven approach targets routine class operations more directly than ad hoc section configuration.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Class Management System Software

We separate options by how consistently they handle core class-management workflows end to end—especially when schedules, roster changes, and grade/attendance records must stay aligned. Prioritize RBAC audit log for traceability, and provisioning automation for keeping rosters current.

Roster changes stay synchronized

Why it matters

Roster changes are where class management breaks in practice. With good roster provisioning automation, membership updates land where they should without manual cleanup.

How to check

On a demo, perform a class move or add/drop and watch what updates automatically across courses, sections, and teacher views. Ask whether the same result happens when roster data arrives as a file import versus an API-based provisioning run.

Schedule edits preserve section integrity

Why it matters

Schedule and section integrity determines whether teachers and students see the same truth. If edits ripple incorrectly, attendance and grading will reference the wrong meeting structure.

How to check

Change a meeting time or section assignment and then open attendance and grade views for that section. Ask how the system handles past dates—does it lock history or let edits rewrite existing records?

Grading workflow matches your rules

Why it matters

Grading workflow control matters because real teachers need configurable stages and clear ownership. The system should support your update path without forcing last-minute corrections.

How to check

Create an example grade item, set who can enter it, and then simulate a draft-to-final publish step. Check whether bulk updates require approval and whether historical versions remain accessible when you change due dates.

Attendance records link to correct meetings

Why it matters

Attendance must attach to the correct meeting instance, not just the class. Good attendance record handling prevents mismatches when you adjust calendars or section membership.

How to check

Record attendance for a specific meeting date, then edit the schedule and confirm what happens to that past record. Ask whether the product supports make-up dates and whether it distinguishes excused/unexcused in the stored record.

RBAC audit log for key actions

Why it matters

RBAC audit log coverage is how you verify accountability after changes. When multiple staff roles touch rosters, grades, or schedules, audit trails reduce disputes.

How to check

In demo roles, try a teacher action and then a higher-privilege admin action and observe what each can do. Request an audit view that shows who changed rosters, grades, or schedule items and when, including before/after detail when available.

Automation surface with documented API

Why it matters

Integration depth shows up as automation and an API you can actually use. If class management is expected to coordinate with other school systems, documented API and extensibility reduce manual throughput.

How to check

Ask for an API reference covering roster provisioning and schedule/section endpoints, plus webhooks or event notifications. Then test a sample: can you trigger a change in one system and see the class-management outcome in near-real time?

Red flags

  • Schedule edits rewrite past attendance or grade records
  • Roster changes require manual rework across sections
  • Audit logs don’t show who changed what and when

Fit by situation

  • If you frequently move students between sections, prioritize roster changes stay synchronized.
  • If you run multi-step grading with approvals, prioritize grading workflow matches your rules.
  • If multiple roles manage schedules and grades, prioritize RBAC audit log for key actions.
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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