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Top 10 Best Music Teacher Management Software of 2026

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Education Learning

Top 10 Best Music Teacher Management Software of 2026

Compare music teacher management software tools for scheduling, billing, and student records, with one example vendor options like My Music Staff.

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

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

02Source Research

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

This guide is for studio owners and school administrators who need a shared data model for students, lessons, and payments without breaking operational throughput. Readers compare studio management workflows like scheduling and invoicing across different provisioning styles and integration paths, including Opus1, TutorBird, and Mate.

My Music Staff is the best pick for multi-teacher studios that need lesson notes and reminders that automatically track schedule changes, because its reminder messaging updates around edits so parents see the latest without manual resend, whereas Jumbula fits studios wanting session-linked notes and practice work with quick pre-lesson review, since lesson records stay tied to each student session.

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

My Music Staff

Reminder messaging that updates around lesson changes, so parents and students see the latest schedule without manual resend.

Best for: Fits when a multi-teacher studio needs lesson notes, scheduling, and reminders tied to each student.

2

Mate

Editor pick

Session-linked lesson records that keep notes, tasks, and communications attached to the exact scheduled event.

Best for: Fits when music studios need teacher-led scheduling plus session-linked notes and follow-ups.

3

Opus1

Editor pick

Teacher portal workflows keep attendance, lesson notes, and updates in the teaching loop without exposing studio admin screens.

Best for: Fits when multi-teacher studios need automated scheduling, notes, and parent reminders with clear role separation.

Comparison Table

1
My Music StaffBest overall
vertical specialist
9.2/10
Overall
2
vertical specialist
8.9/10
Overall
3
vertical specialist
8.8/10
Overall
4
vertical specialist
8.4/10
Overall
5
vertical specialist
8.3/10
Overall
6
vertical specialist
7.9/10
Overall
7
vertical specialist
7.6/10
Overall
8
7.0/10
Overall
9
vertical specialist
6.9/10
Overall
10
6.6/10
Overall
#1

My Music Staff

vertical specialist

Studio management software designed specifically for private music teachers and schools.

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

Reminder messaging that updates around lesson changes, so parents and students see the latest schedule without manual resend.

My Music Staff centers music teacher management workflows around lesson planning, student recordkeeping, and studio operations in a single place. Scheduling support covers recurring lessons and staff availability, while roster and notes workflows keep contact details and lesson history tied to students.

The system also includes parent-facing and teacher-facing views, so communication can stay connected to each student rather than separate threads. Automation focuses on reminder messaging tied to upcoming lessons and changes in the lesson calendar.

Pros
  • +Lesson planner keeps student lesson notes and assignments on the same record
  • +Reminder messaging follows lesson schedule changes instead of manual re-entry
  • +Multi-teacher studio setup supports shared scheduling across staff
  • +Student and parent views reduce off-system follow-ups for routine updates
Cons
  • –Reporting depth for cancellations and makeups is limited for complex studios
  • –Calendar sync coverage depends on which calendar targets are configured
  • –Instrument rental tracking requires careful setup to stay consistent
  • –Advanced permissions require governance discipline to avoid access sprawl
Use scenarios
  • Private music teachers

    Set recurring lessons by availability

    More consistent calendar

  • Vocal coaches

    Review recorded practice submissions

    Feedback stays lesson-linked

Show 2 more scenarios
  • Music teachers and coaches

    Document each appointment history

    Easier teaching record retrieval

    Teachers record notes per lesson so topics and follow-ups remain retrievable for later use.

  • Instrumental and vocal teachers

    Assign between-session practice tasks

    Clear practice expectations

    Teachers set exercises or repertoire assignments and track student follow-through between meetings.

Best for: Fits when a multi-teacher studio needs lesson notes, scheduling, and reminders tied to each student.

#2

Mate

vertical specialist

Music school management platform for administration, scheduling, and financial reporting.

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

Session-linked lesson records that keep notes, tasks, and communications attached to the exact scheduled event.

Mate fits teams that run private instruction with recurring lesson rhythms and want a consistent place for lesson notes and practice follow-ups. Studios can manage student and teacher relationships, schedule lessons, and track lesson-level details without switching between separate roster tools and generic calendar apps. Parent and student-facing messaging is handled inside the lesson workflow so updates align to the correct session.

A key tradeoff is that deeper finance integrations and accounting workflows may require external tooling because Mate’s center of gravity is instruction operations, not full bookkeeping. Mate works best when scheduling changes are frequent and teachers need a repeatable way to record what happened in each lesson and what to practice next.

Pros
  • +Lesson notes stay linked to the scheduled session
  • +Multi-teacher studios can keep teacher views separate by configuration
  • +Reminders and messaging follow the lesson workflow
  • +Recurring scheduling reduces manual date changes
Cons
  • –Accounting-grade workflows depend on external systems
  • –Advanced custom reporting needs operational workarounds
  • –Complex billing scenarios may not map cleanly to studio processes
  • –Automation rules require careful planning to avoid reminder noise
Use scenarios
  • Studio admins

    Coordinate multi-teacher scheduling

    Fewer missed reschedules

  • Private music teachers

    Track practice and lesson outcomes

    Clear student progression

Show 2 more scenarios
  • Parent communications teams

    Send follow-up reminders

    Less manual outreach

    Studio staff trigger reminders and messages tied to upcoming or completed lessons.

  • Small studio operators

    Handle makeups and updates

    Reduced scheduling confusion

    Makeup lesson tracking stays organized around the roster and the corrected session schedule.

Best for: Fits when music studios need teacher-led scheduling plus session-linked notes and follow-ups.

#3

Opus1

vertical specialist

Music studio management software with scheduling, billing, and virtual lesson integration.

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

Teacher portal workflows keep attendance, lesson notes, and updates in the teaching loop without exposing studio admin screens.

Opus1 centralizes student roster management, lesson scheduling, and communication so studios can run without spreadsheet handoffs. Attendance capture, lesson notes, and practice assignment tracking connect weekly instruction to progress history. Calendar sync keeps appointment views current across the studio calendar and individual teacher workflows.

The main tradeoff is that complex billing edge cases may need manual reconciliation when payment outcomes do not map cleanly to the lesson package structure. Opus1 fits well when a studio needs consistent recurring schedules, routine check-ins, and low-friction parent communication across multiple teachers.

Pros
  • +Lesson notes and practice assignments stay linked to scheduled lessons
  • +Calendar sync reduces rescheduling errors across teachers and parents
  • +SMS and email reminders automate appointment and follow-up messaging
  • +Teacher portal limits classroom tasks to the data needed to teach
Cons
  • –Payment status edge cases can require manual cleanup for accuracy
  • –Multi-branch studio governance needs careful role setup for visibility
  • –Advanced reporting depends on the same fields captured during scheduling
  • –Some custom workflows require staff training to keep consistency
Use scenarios
  • Studio admins

    Recurring scheduling with centralized notes

    Fewer mismatched lesson records

  • Private instructors

    Attendance and practice updates

    Clear weekly progress trail

Show 2 more scenarios
  • Front-desk coordinators

    Reschedule and reminder messaging

    Lower no-show rate

    Coordinators send email and SMS reminders tied to changes in the calendar workflow.

  • Operations teams

    Calendar sync across stakeholders

    Reduced rescheduling confusion

    The studio calendar stays synchronized so parents and teachers see aligned appointment changes.

Best for: Fits when multi-teacher studios need automated scheduling, notes, and parent reminders with clear role separation.

#4

TeacherZone

vertical specialist

Lesson management software for music schools with scheduling, billing, and learning tools.

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

Studio-wide recital scheduling that ties performances back to student sessions and attendance history.

TeacherZone is a music teacher management tool geared toward studios that need more than contact lists, with student roster management and lesson scheduling in one place. It provides recital scheduling, attendance tracking, and lesson notes workflows that link students, sessions, and outcomes.

Pros
  • +Lesson scheduling and attendance tracking stay tied to each student record
  • +Recital scheduling workflows reduce last-minute spreadsheet reconciliation
  • +Portals for parents and students cut repeated message copy for staff
  • +Shared studio calendars support coordination across multiple teachers
Cons
  • –Automation coverage is lighter for complex makeup lesson rules
  • –Admin controls for staff roles require disciplined setup to avoid access drift
  • –Calendar sync quality can vary by external calendar configuration
  • –Practice assignment tracking lacks the depth needed for rubric-first evaluation
Use scenarios
  • Private music teachers

    Manage rosters and lesson details

    Less admin work

  • Small music studios

    Coordinate staff and rooms

    Clear studio operations

Show 2 more scenarios
  • Music school administrators

    Run day-to-day administration

    Consistent roster handling

    Schools connect scheduling, attendance, student records, teacher assignments, and recurring activities.

  • Instrumental teachers

    Structure curriculum-linked practice

    Repeatable lesson structure

    Teachers create curriculum-linked assignments and keep lesson notes tied to ongoing instrument instruction.

Best for: Fits when a music studio needs consistent scheduling, notes, and family portal updates across multiple teachers.

#5

TutorBird

vertical specialist

Business management software for private tutors and teachers including scheduling and billing.

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

Built-in lesson notes linked to scheduled lessons so follow-ups stay tied to the correct date and student.

TutorBird fits studios that run recurring lessons with multiple teachers and want a single view of student schedules, lesson history, and communications. The interface centers teacher workflows like booking, documenting lesson notes, and tracking attendance outcomes without forcing spreadsheet exports.

Pros
  • +Scheduling and lesson documentation share one workflow surface
  • +Student and parent portal keeps lesson artifacts in view
  • +Attendance capture supports consistent progress reporting
  • +Reminder messaging reduces manual chase work
Cons
  • –Limited flexibility for studio-specific lesson package structures
  • –Calendar sync can require careful naming discipline for consistency
  • –Reporting depth depends on how lessons and notes are recorded
  • –Some automation scenarios may need manual intervention
Use scenarios
  • Studio admins

    Run weekly scheduling and reminders

    Fewer missed lessons

  • Music teachers

    Document progress after each session

    Cleaner progress history

Show 1 more scenario
  • Multi-teacher teams

    Share student schedules across teachers

    Less scheduling confusion

    Teachers view lesson responsibilities through a centralized schedule tied to each student.

Best for: Fits when mid-size studios want consistent scheduling, notes, and reminders without building custom systems.

#6

Forte

vertical specialist

Online music lesson platform with built-in scheduling, payment, and video conferencing for independent music teachers and schools.

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

Makeup lesson tracking that preserves reschedules as distinct records tied to the original lesson plan.

Forte manages music studio workflows around lesson scheduling, student roster records, and lesson notes in one place. It supports recurring scheduling, per-lesson attendance tracking, and makeup lesson tracking so studio operations stay consistent across teachers.

Pros
  • +Lesson scheduling and lesson notes connect directly per appointment
  • +Makeup lesson tracking keeps reschedules separate from standard attendance
  • +Studio portals centralize student and parent visibility into lesson details
  • +Multi-teacher operations stay organized through consistent roster records
Cons
  • –Advanced automation and branching workflows are limited compared with higher-ranked tools
  • –Calendar sync behavior needs careful setup when multiple teachers share calendars
Use scenarios
  • Multi-teacher studio managers

    Coordinating shared schedules across teachers

    Consistent studio records

  • Music teachers

    Tracking attendance and makeups

    Fewer missed follow-ups

Show 2 more scenarios
  • Studio administrators

    Managing ongoing administrative tasks

    On-time operational execution

    Forte organizes administrative task tracking so studios handle enrollment updates and lesson logistics.

  • Parents and guardians

    Reviewing lesson details and messages

    Clear parent visibility

    Forte provides parent-facing portal views for lesson details and communication tied to schedules.

Best for: Fits when a music studio needs appointment-level notes, attendance, and makeup tracking across multiple teachers.

#7

Duet Partner

vertical specialist

Studio management software for private music teachers with scheduling, invoicing, attendance, and parent communication.

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

Practice assignment tracking tied to lesson notes creates a continuous student history across instructors.

Duet Partner manages multi-teacher studio operations with lesson scheduling, attendance tracking, and parent-facing updates built around recurring music lessons.

Pros
  • +Lesson scheduling and attendance tracking stay in one student record
  • +Lesson notes and practice assignments follow the student across teachers
  • +Calendar sync reduces duplicate entry for recurring lessons
  • +Studio admin controls align roster changes with schedule updates
Cons
  • –Automation depth is limited for bespoke recital workflows
  • –External calendar sync configuration can require governance discipline
  • –Reporting granularity for skill progression needs manual workarounds
  • –Multi-instrument bookkeeping relies on consistent student profile setup
Use scenarios
  • Multi-teacher music studios

    Coordinate instructors and sessions

    Better scheduling consistency

  • Music teachers and admins

    Record attendance with lesson notes

    Clearer lesson history

Show 2 more scenarios
  • Private teachers

    Manage weekly lesson series

    Less rebooking overhead

    Teachers organize weekly lesson series and maintain related student records from a shared calendar workflow.

  • Instrumental teachers

    Connect practice goals to lessons

    Traceable practice accountability

    Teachers attach practice goals and assignments to specific lessons or teaching periods.

Best for: Fits when a multi-teacher music studio needs shared student records, notes, and scheduling with calendar sync.

#8

Jumbula

SMB

Registration and class management software for lessons, camps, payments, and customer records.

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

Lesson notes and practice assignments stay tied to individual student sessions for quick review before each lesson.

Jumbula is a music teacher management system aimed at studios that need scheduling, student records, and family communication in one place. It covers lesson scheduling, recital scheduling, attendance tracking, and lesson notes tied to specific students and sessions.

Pros
  • +Lesson scheduling flows include student notes linked to the exact session
  • +Practice assignment tracking keeps weekly goals attached to students
  • +Recital scheduling supports studio-wide events and rehearsal coordination
  • +Reminder workflows reduce manual follow-ups for attendance and updates
Cons
  • –Advanced automation relies on studio-specific configuration choices
  • –Integration depth varies for non-calendar systems like accounting and payments
  • –Reporting granularity can lag behind studios needing custom operational views
  • –Multi-teacher operational controls may require careful onboarding
Use scenarios
  • Tutoring centers

    Track tutor availability and sessions

    Linked participation history

  • Education programs

    Handle staged student intake

    Structured applicant intake

Show 2 more scenarios
  • Day camps

    Coordinate camp enrollment and rosters

    More consistent camp prep

    Camp teams manage family registration, camper profiles, schedules, cabin assignments, waivers, and daily rosters.

  • Community program administrators

    Centralize enrollment and payments

    Centralized enrollment administration

    Administrators connect registration workflows to online payments and package-based charges.

Best for: Fits when multi-teacher studios need session-linked notes, recurring practice work, and calendar-driven reminders.

#9

SchoolTracs

vertical specialist

Management system for after-school and music schools handling scheduling, billing, and attendance.

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

Rescheduling automation that preserves lesson continuity across recurring schedules, so makeup and adjustments stay tied to the original plan.

SchoolTracs manages music studio operations with student roster management, lesson scheduling, and recurring class workflows. The system tracks attendance, lesson notes, and practice assignment history to support consistent follow-up across teachers.

Pros
  • +Recurring lesson scheduling supports rebooking without losing lesson context
  • +Attendance capture links directly to the student and scheduled lesson
  • +Lesson notes and practice tracking keep teacher feedback in one timeline
  • +Portals segment access for parents, students, and staff
Cons
  • –Calendar sync options are less granular than tools built for multi-calendar studios
  • –Automation around complex studio policies needs careful setup in advance
  • –Reporting depth for performance trends is narrower than dedicated analytics tools
  • –Custom fields for studio-specific workflows require configuration discipline
Use scenarios
  • Private music studio owners

    Coordinate recurring lessons across multiple teachers

    Fewer missed lessons

  • Music teachers

    Track attendance and assign practice history

    More consistent practice

Show 2 more scenarios
  • Studio administrators

    Manage schedules and student communications

    Lower admin messaging

    Parent and teacher portals share day-to-day updates tied to each student record.

  • Program directors for youth ensembles

    Maintain continuity for group instruction

    Stable lesson tracking

    Recurring workflows handle reschedules while keeping lesson notes and history aligned.

Best for: Fits when a multi-teacher studio needs consistent scheduling, notes, and attendance without heavy customization.

#10

TeachWorks

SMB

Scheduling, billing, and multi-teacher management platform widely used by private music studios and tutoring businesses.

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

Recital scheduling ties each student assignment to performance events for clearer roster management across teachers.

TeachWorks is geared for private music studios that need teacher assignment, student records, and scheduling in one workspace. Core modules cover lesson scheduling, attendance tracking, lesson notes, and recital scheduling tied to individual student plans.

Pros
  • +Lesson scheduling stays linked to student records and lesson history
  • +Attendance tracking supports ongoing patterns across repeat students
  • +Portals centralize lesson notes visibility for parents and students
  • +Recital scheduling connects performance events to student rosters
Cons
  • –Automation options for bulk schedule edits are limited in daily workflows
  • –Integration depth for third-party tools is thinner than multi-system studios need
  • –Make-up lesson tracking can require manual cleanup after reschedules
  • –Extending custom workflows needs vendor support rather than self-serve tools
Use scenarios
  • Private music teachers

    Run recurring lessons with follow-up

    Learner follow-up stays organized

  • Schools and training centers

    Schedule classes across formats

    More consistent enrollment scheduling

Show 2 more scenarios
  • Training centers

    Run cohorts with attendance tracking

    Cohort records for follow-up

    Centers link enrollments with instructors, rooms, sessions, attendance, and learner histories for classroom or virtual delivery.

  • Tuition program administrators

    Administer term charges and statements

    Clear tuition coordination

    Schools organize term-based classes with recurring charges, enrollments, attendance, and family statements.

Best for: Fits when a multi-teacher music studio needs scheduling plus portals with consistent lesson history.

Conclusion

After evaluating 10 music teacher management software, My Music Staff 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
My Music Staff

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 Music Teacher Management Software

How does Opus1 handle role separation between teaching tasks and studio administration?
Opus1 provides teacher portal access that isolates attendance, lesson notes, and appointment updates from studio admin screens. In multi-teacher studios, this reduces accidental edits to student records compared with tools that expose one shared workspace for all roles like TutorBird.
Which tool ties lesson notes to the exact scheduled event so follow-ups stay date-correct?
TutorBird links built-in lesson notes to scheduled lessons so messages and records remain anchored to the correct date. Mate uses session-linked lesson records so notes, tasks, and communications stay attached to the exact event.
When do attendance and lesson updates need to propagate across recurring schedules, and which system preserves continuity?
SchoolTracs automates rescheduling for recurring instruction so makeup and adjustments remain tied to the original plan. Opus1 keeps recurring schedules aligned across teachers and students so attendance and notes stay consistent when lessons shift.
What breaks if a studio needs practice assignment tracking across instructors without re-entering history?
Duet Partner ties practice assignment tracking to lesson notes to maintain a continuous student history across instructors. Without that linkage, studios like Jumbula risk splitting practice work from the exact session context when notes are reviewed before each lesson.
How do calendar sync options affect day-to-day lesson scheduling across multiple calendars?
Duet Partner supports calendar sync so lesson bookings connect to external calendars used by staff and families. TutorBird also focuses on calendar sync as part of its scheduling and messaging workflow so teams do not manage parallel schedules manually.
Which system most directly supports recital scheduling tied to student sessions and prior attendance?
TeacherZone includes studio-wide recital scheduling that ties performances back to student sessions and attendance history. TeachWorks also supports recital scheduling tied to each student plan, but it is more centered on student assignment records and lesson history search.
How does reminder automation work for schedule changes without creating duplicate messages?
My Music Staff updates reminder messaging around lesson changes so parents and students see the latest schedule without resending manual batches. Opus1 adds built-in reminders for appointment updates and follow-ups so outreach can follow the studio’s schedule updates.
What configuration choices matter most for multi-teacher studios managing shared records and permissions?
Mate supports configurable permissions so studio staff can operate across roster and session records without exposing every admin surface. Opus1’s teacher portal workflow separates day-to-day teaching tasks from studio administration, which functions as an RBAC-style boundary through interface access.
Which data migration concerns matter when moving student rosters and lesson history into a new system?
When migrating student roster management and prior lesson notes, tools like Forte and Jumbula both structure records around per-lesson or session-linked history, so importing needs a clean mapping from old sessions to new scheduled entries. If old data does not preserve lesson identity, systems that rely on session-linked records such as Mate can require extra reconciliation.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Music Teacher Management Software

The real differences show up in automation and how deep the lesson-to-student data model stays consistent across daily workflows. We look for integration depth (so calendars and messaging don’t drift) and admin and governance controls (so multiple teachers can share safely).

Automation rules for recurring lessons

Why it matters

Automation rules for recurring lessons cuts down manual updates and reduces missed changes when a week pattern shifts. It also shows whether the system treats schedules as data that can be updated safely.

How to check

Create a recurring lesson pattern, then modify one occurrence’s time and location. Check whether attendance, billing status, and related reminders (if enabled) update without you re-entering fields manually.

Data model consistency across sessions

Why it matters

Data model consistency across sessions matters when one student has multiple teachers, instruments, or lesson types. If the same student details and notes don’t carry cleanly, you get conflicts during substitutions or makeups.

How to check

Pick one student and enter two different lesson types with different teachers. Then create a makeup by linking to the original session and verify which fields carry over and which remain separate (e.g., lesson notes, attendance, scheduled time).

Calendar and messaging integration depth

Why it matters

Calendar and messaging integration depth determines whether reminders and scheduling outputs match what’s actually on the studio calendar. Shallow syncing creates gaps that become visible during reschedules or cancellations.

How to check

Connect a calendar account and run a test: create, reschedule, then cancel a lesson. Confirm the calendar event and any configured notifications reflect the latest changes, not the original entry.

RBAC and admin governance for staff

Why it matters

RBAC and admin governance for staff prevents accidental edits to other teachers’ rosters and schedules. It also helps a studio manage permissions when assistants or substitute teachers step in.

How to check

On a demo, add two staff roles and assign them to different teacher groups. Ask the admin to attempt edits to a student record outside their scope and confirm the system blocks or logs the action.

Audit log for schedule and billing edits

Why it matters

An audit log for schedule and billing edits lets you trace who changed what after a dispute. It also shows whether the system can support operational review when sessions move or fees are corrected.

How to check

Change a lesson time and then adjust a related invoice field. Verify you can open an audit history entry showing the actor, timestamp, and what changed.

Red flags

  • Rules update only the schedule, not the dependent pieces like attendance or reminders.
  • Makeup or reschedule links break, forcing manual re-entry of session details.
  • Staff permissions are mostly cosmetic, letting users edit records outside their assigned scope.

Fit by situation

  • If you run frequent recurring lessons with occasional single-date exceptions, prioritize automation rules for recurring lessons.
  • If you manage multi-teacher student schedules and makeups, prioritize data model consistency across sessions.
  • If you coordinate calendars and notifications across staff and families, prioritize calendar and messaging integration depth.
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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