Commissioned Research
Top 10 Best Pre School Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Pre School Software of 2026

Compare pre school software tools for early childhood centers, showing feature tradeoffs for families and staff using Brightwheel.

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

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 our reviews. Editorial policy

Preschool and childcare operators need software that turns attendance, tuition, and family communication into repeatable workflows without breaking data consistency across classrooms. This comparison helps teams weigh automation depth, billing and accounting fit, and parent update channels, with Brightwheel, Procare Solutions, and Famly highlighted for classroom management, financial processing, and day-to-day communications.

Brightwheel is the best overall pick for preschool and childcare teams because its date-stamped daily photo and report logging stays tied to attendance and each child’s progress, while Kangarootime-3 is a strong alternative for small to mid-size groups that want incident and injury documentation linked directly to student profiles.

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

Brightwheel

Date-stamped daily report logging with photo attachment that stays linked to attendance and child progress records.

Best for: Fits when centers need daily learning evidence plus parent updates without stitching multiple tools together.

2

Famly

Editor pick

Daily photo and report logging that automatically feeds a consistent parent portal update timeline.

Best for: Fits when centers need linked daily documentation, parent messaging, and developmental evidence in one workflow.

3

Kangarootime

Editor pick

Incident and injury logging stays linked to student profiles for faster licensing documentation retrieval.

Best for: Fits when small to mid-size preschool teams need recurring parent communications plus student documentation.

Comparison Table

1
BrightwheelBest overall
SMB
9.1/10
Overall
2
8.9/10
Overall
3
enterprise
8.6/10
Overall
4
8.4/10
Overall
5
8.3/10
Overall
6
7.7/10
Overall
7
enterprise
7.5/10
Overall
8
7.0/10
Overall
9
6.9/10
Overall
10
6.5/10
Overall
#1

Brightwheel

SMB

All-in-one preschool and childcare management platform covering attendance, parent communication, billing, and daily reporting.

9.1/10
Overall
Features9.1/10
Ease of Use9.2/10
Value9.0/10
Standout feature

Date-stamped daily report logging with photo attachment that stays linked to attendance and child progress records.

Brightwheel’s core classroom workflow centers on daily report logging with photo uploads and caregiver communication tied to specific dates and children. Attendance and sign-in tracking sit alongside incident and injury logging so records stay connected to the same child and day. Developmental milestone tracking and observation notes support structured documentation for learning and progress reviews.

A key tradeoff is that the strongest results come from consistent staff usage of the daily logging workflow and the discipline to keep information complete at the point of care. Brightwheel fits centers that need parent communication and day-to-day records in one place, not teams that only want billing or document storage.

Pros
  • +Daily photo and report logging tied to each child’s timeline
  • +Parent communication centered on date-stamped classroom updates
  • +Attendance and sign-in tracking supports audit trails for daily operations
  • +Observation notes and milestone tracking connect learning evidence to progress
Cons
  • –Strong daily reporting depends on staff behavior and timely entries
  • –Content-heavy parent posts can increase review time for busy admins
  • –Advanced documentation workflows require staff training to stay consistent
Use scenarios
  • Preschool directors

    Daily classroom documentation and licensing readiness

    Faster inspection and record retrieval

  • Lead teachers

    Consistent observation notes and milestone evidence

    Clearer developmental progress summaries

Show 2 more scenarios
  • Office administrators

    Parent messaging and sign-in workflow coordination

    Fewer status gaps for families

    Administrators coordinate parent portal communication alongside attendance and sign-in operations.

  • Multi-site operators

    Roster sync across classrooms

    Reduced duplicate records

    Operations manage classroom rosters so child records and parent updates follow the correct assignment.

Best for: Fits when centers need daily learning evidence plus parent updates without stitching multiple tools together.

#2

Famly

SMB

Childcare platform for attendance, parent messaging, invoicing, and child development tracking.

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

Daily photo and report logging that automatically feeds a consistent parent portal update timeline.

Famly is a fit for early learning centers that need a single operational record covering daily moments, parent communication, and staff notes. The daily report and photo logging workflow supports consistent documentation per child and classroom rotation. The observation and assessment flow supports structured developmental tracking and produces exportable portfolio outputs for review cycles. Admin tooling supports governance across rooms with roster-based access patterns.

A tradeoff appears when centers want deep state-specific reporting or narrow standards mapping without rework, because Famly’s assessment and reporting structure centers on general operational evidence rather than one-click jurisdiction outputs. Famly works best in situations where staff can enter daily notes on-device, then families receive updates through a parent portal timeline. It is also a better match when leadership expects recurring document exports for internal review instead of ad hoc document building.

Pros
  • +Daily photo and report workflow ties classroom entries to family communication.
  • +Developmental observation records support ongoing milestone evidence without spreadsheets.
  • +Attendance and sign-in tracking reduces reconciliation against paper logs.
  • +Portfolio export outputs support internal review cycles and parent sharing.
Cons
  • –Standards-specific outputs can require manual formatting for jurisdiction reports.
  • –Advanced multi-site governance needs careful role setup across admins and rooms.
Use scenarios
  • Lead teachers

    Capture daily evidence for each child

    Families see consistent daily progress

  • Center directors

    Run attendance and reporting workflows

    Lower reconciliation workload

Show 2 more scenarios
  • Inclusion coordinators

    Maintain developmental tracking and notes

    Cleaner progress documentation

    Staff record observations over time to keep developmental evidence organized for follow-up reviews.

  • Operations managers

    Export portfolios for review cycles

    Faster review packaging

    Leadership exports portfolio outputs to support internal assessments and parent-facing sharing.

Best for: Fits when centers need linked daily documentation, parent messaging, and developmental evidence in one workflow.

#3

Kangarootime

enterprise

Childcare management system offering billing, attendance, parent engagement, and staff scheduling.

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

Incident and injury logging stays linked to student profiles for faster licensing documentation retrieval.

Kangarootime manages preschool attendance, daily reports, and photo updates so families receive routine learning and care visibility. The system supports classroom roster workflows and staff logging for observations and developmental notes.

It also covers health and immunization record capture, plus incident and injury documentation used during licensing reviews. Administration uses configurable templates for recurring classroom content and reporting sequences.

Pros
  • +Daily report and photo logging supports consistent parent updates
  • +Incident and injury entries keep documentation tied to the same student profile
  • +Immunization and health record capture supports licensing readiness workflows
  • +Template-driven classroom updates reduce repetitive staff typing
Cons
  • –Least suitable when teams need deep SIS and grade-level curriculum mapping
  • –Multi-site governance requires disciplined role assignment to avoid content drift
  • –Observation and assessment recording depends on setup of classroom tags
  • –Kiosk-style sign-in needs extra workflow planning to match site procedures
Use scenarios
  • Childcare and afterschool staff

    Handle daily check-in and authorized pickup

    Traceable attendance and pickup logs

  • Childcare administrators and finance

    Connect enrollment with tuition balances

    Cleaner tuition collections

Show 2 more scenarios
  • Learning-center and tutoring admins

    Run recurring sessions with parent updates

    Connected sessions and student records

    Learning centers manage student records, attendance, scheduling, and parent updates for instruction cycles.

  • Childcare staff and directors

    Log incidents and medication per child

    Continuity during shift handoffs

    Staff attach incident, medication, and daily notes to the correct child and attendance history.

Best for: Fits when small to mid-size preschool teams need recurring parent communications plus student documentation.

#4

Procare Solutions

enterprise

Childcare management software for attendance tracking, family accounting, tuition processing, and center administration.

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

Incident and injury logging keeps classroom context linked to the affected student within the operational record.

Procare Solutions supports the core classroom loop with attendance tracking, incident and injury logging, and structured observation and assessment entries that feed student portfolios and reporting outputs. Parent portal communication is built into day-to-day workflows through daily updates, photo sharing, and message delivery tied to families. Staff workflows can be documented by lesson plan templates and classroom materials capture, which helps standardize what gets logged each day.

Pros
  • +Daily report and photo logs tie directly to student records for audit-friendly history
  • +Incident and injury logging captures context within the same student workflow
  • +Observation and assessment capture supports structured developmental documentation
  • +Multi-site administration supports consistent classroom rosters and reporting
Cons
  • –Role-based data entry needs upfront setup to prevent inconsistent staff workflows
  • –Custom reporting and form changes can require admin time to maintain
Use scenarios
  • Director and operations teams

    Manage multi-site daily reporting

    Consistent reporting across classrooms

  • Lead teachers

    Capture observations for developmental tracking

    Cleaner portfolio readiness

Show 2 more scenarios
  • Front desk and classroom aides

    Run sign-in and attendance workflow

    Fewer attendance reconciliation issues

    Attendance and sign-in capture daily presence data alongside student-level history used in daily reporting.

  • Compliance and admin staff

    Maintain incident documentation trail

    Faster internal incident review

    Incident and injury records stay associated with the student and classroom day workflow for follow-up.

Best for: Fits when multi-classroom centers need daily attendance, logs, and family updates in one workflow system.

#5

Lillio

SMB

Early childhood education platform for documentation, family communication, and center management.

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

Caregiver communications are generated from daily classroom entries, keeping photo, report, and message context connected per family.

Lillio is preschool software built around classroom operations, family communication, and health and attendance workflows. The system supports daily photo and report logging, sign-in and attendance tracking, and caregiver messaging through a parent-facing portal.

Pros
  • +Daily photo and report logging reduces manual documentation time for teachers
  • +Attendance and sign-in workflows support classroom-level coverage and quick rollups
  • +Observation notes and developmental tracking stay tied to student records
  • +Parent portal communication keeps updates within one logged communication thread
Cons
  • –Automation depth depends on data completeness and consistent staff usage
  • –Workflow configuration can require training to avoid inconsistent logging across rooms
Use scenarios
  • Center directors and enrollment staff

    Manage rosters during intake and waitlists

    Fewer roster handoff errors

  • Childcare accounting teams

    Prepare center financial report exports

    More organized financial review

Show 2 more scenarios
  • Childcare staff and center directors

    Send child updates and account statements

    More organized family updates

    Staff deliver child-specific updates, care notices, daily information, and managed account statements.

  • Early childhood educators

    Document daily reports and incidents

    Consistent child documentation

    Educators record daily reports, observations, photos, and incident or medication details per child profile.

Best for: Fits when centers need daily reporting, attendance tracking, and parent updates with documented workflows across rooms.

#6

LineLeader by ChildcareCRM

SMB

Enrollment and CRM software for childcare and preschool organizations.

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

Template-driven classroom documentation ties lesson planning, daily reporting, and observation notes into one staff workflow.

LineLeader by ChildcareCRM is a preschool management system focused on classroom operations, caregiver communication, and daily documentation workflows. The core capabilities include attendance and sign-in tracking, photo and daily report logging, and observation recording that supports developmental follow-through.

Pros
  • +Daily report and photo logging supports consistent caregiver documentation
  • +Observation recording helps track developmental progress across sessions
  • +Attendance and sign-in tracking streamlines daily roll workflows
  • +Multi-site roster control supports classroom operations across locations
Cons
  • –Automation breadth depends on how templates and permissions are configured
  • –Advanced assessment workflows require more setup than basic daily documentation
  • –Integrations and API options can be limiting for complex SIS projects
  • –Global reporting formats can feel rigid across different program structures
Use scenarios
  • Multi-site childcare operators

    Review attendance across multiple centers

    Consolidated attendance oversight

  • Childcare administrators and operations

    Reconcile missing or mismatched attendance

    Faster mismatch resolution

Show 2 more scenarios
  • Teachers and family engagement staff

    Send parent messages tied to daily records

    Less manual note transfers

    Teams share updates connected to attendance, activities, incidents, and child records through parent communications.

  • Childcare directors and admissions teams

    Track leads through enrollment and waitlists

    Fewer duplicated family records

    Directors manage admissions activity, enrollment records, and waitlists in a shared workflow.

Best for: Fits when multi-class preschool teams need standardized daily documentation and family updates with manageable configuration.

#7

Eleyo

enterprise

Registration and payment platform for school district early learning programs.

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

Caregiver-ready daily photo plus report logging ties activity evidence directly to student records.

Eleyo is a pre school management system focused on classroom execution and caregiver reporting workflows. The product supports daily photo and report logging, attendance and sign-in handling, and developmental observation notes that feed parent-facing communication.

Pros
  • +Daily photo and report logging keeps caregiver updates tied to attendance
  • +Lesson plan templates reduce repeated setup for play-based activity structure
  • +Portfolio-style exports support sharing developmental progress with families
  • +Multi-site rosters help keep classroom assignments consistent across locations
Cons
  • –Observation workflows take more steps than simpler daily checklist approaches
  • –Rostering and staff assignment controls require careful setup and ongoing governance
Use scenarios
  • Childcare program administrators

    Run before and after-school program operations

    Connected program administration

  • Day camp and school holiday teams

    Manage campers with check-in and rosters

    Operational daily records

Show 2 more scenarios
  • Swim schools and activity program operators

    Coordinate recurring lesson enrollments

    Schedule changes in context

    Operators manage recurring lesson enrollment, staffing, attendance, family notices, and make-up workflows.

  • School district training teams

    Organize multi-session training cohorts

    Consistent cohort schedules

    District teams run multi-session cohorts with instructor assignments, seat limits, and session enrollment controls.

Best for: Fits when centers need daily logging, lesson templates, and consistent multi-site roster administration.

#8

A to Z Childcare

SMB

Childcare center software with billing, attendance, accounting, and family management features.

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

Incident and health documentation are handled as part of the same daily operations flow.

A to Z Childcare provides pre school management features for daily operations, including attendance and classroom documentation workflows. The system supports parent-facing communication and photo or daily log style reporting tied to daily classroom activity.

Pros
  • +Daily attendance and classroom logging keep routine records in one workflow
  • +Parent communication ties messages to daily classroom activity context
  • +Incident and health record logging supports day-to-day safety documentation
  • +Staff roster workflows reduce manual re-entry across sessions
Cons
  • –Deep standards mappings and advanced assessment models are not as prominent
  • –Automation and API extensibility for SIS or QRIS style integrations appear limited
  • –Multi-site governance tooling such as granular audit views is not a primary focus
  • –Portfolio export and evidence packaging for inspectors may require manual cleanup
Use scenarios
  • Preschool directors and admins

    Centralize daily attendance and classroom logs

    Fewer reporting gaps

  • Teachers and room staff

    Capture daily activities for parent updates

    Faster parent communication

Show 1 more scenario
  • Front desk and compliance staff

    Track health records and incidents

    Clear safety documentation

    Record health information and incident reports in one system for safer follow-ups and audits.

Best for: Fits when a small to mid-size childcare team needs day-to-day documentation and parent updates in one workflow.

#9

Cheqdin

SMB

Childcare management software for online registrations, attendance, invoicing, and parent communication.

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

Daily photo and evidence logs drive parent updates and staff documentation from the same classroom event workflow.

Cheqdin is a pre school management system aimed at day-to-day classroom ops, with parent-facing reporting built around photo and daily log workflows. The core experience centers on attendance and sign-in flows, staff check-ins, and observation capture designed for routine documentation.

Pros
  • +Photo and daily logging workflows fit routine classroom documentation
  • +Attendance and sign-in capture covers daily operational needs
  • +Observation notes are organized for developmental evidence collection
  • +Export-friendly records support portfolio handoffs
Cons
  • –Automation depth for cross-site scheduling and rosters is limited
  • –Advanced governance controls need stronger RBAC granularity for multi-admin teams
  • –API and integration options are not visibly designed for complex SIS syncing
  • –Custom lesson templates require more admin effort than expected
Use scenarios
  • Daycare supervisors

    Align room coverage with attendance needs

    Shared view of coverage changes

  • Preschool and daycare teams

    Publish notices and account updates

    Centralized parent communication

Show 2 more scenarios
  • Childcare admissions teams

    Track enrollment pipeline and applicant packets

    Consistent applicant tracking

    Admissions teams record parent inquiries, document collection, decisions, and enrollment progress in one pipeline.

  • Childcare center managers

    Review daily operational and incident reporting

    More traceable daily records

    Managers view attendance, incidents, operational summaries, and account activity for daily review and administration.

Best for: Fits when small to mid-size centers need repeatable photo-based daily reporting and evidence capture with minimal training.

#10

Illumine

SMB

Preschool and daycare management app for attendance, billing, parent messaging, and lesson planning.

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

Template-driven lesson planning that links directly to observation capture for consistent daily documentation.

Illumine centers preschool workflows around lesson planning, observation notes, and family-facing daily updates. It connects daily classroom records to staff documentation so teachers can reuse the same data across reports and portfolios.

Pros
  • +Lesson plan templates reduce rework between weekly activities
  • +Observation notes can be carried forward into parent updates
  • +Classroom roster and assignment management supports multi-room setup
  • +Daily logging works as a single source for reports and summaries
Cons
  • –Export and reporting depth may require manual handling for audits
  • –Setup discipline is needed to keep classroom and staff assignments correct
Use scenarios
  • Multi-site childcare operators

    Standardize daily practices across centers

    Consistent daily workflows

  • Front-desk staff and classroom teams

    Verify authorized pickups during handoffs

    Clearer pickup decisions

Show 2 more scenarios
  • Admissions staff and childcare administrators

    Collect enrollment intake packets in structure

    More complete enrollment packets

    Teams capture applicant details, documents, consents, and enrollment readiness information in one intake flow.

  • Preschool teachers and educators

    Build learning narratives from daily documentation

    Connected learning journeys

    Educators record activities, observations, photos, milestones, goals, and next steps for each child.

Best for: Fits when preschool teams want lesson planning and observations tied to parent-facing daily reporting.

Conclusion

After evaluating 10 pre school software, Brightwheel 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
Brightwheel

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 Pre School Software

How does Brightwheel connect daily classroom evidence to parent-facing updates?
Brightwheel logs date-stamped daily reports with photo attachments and ties them to each child’s attendance and progress records. Parent communication tools then draw from the same classroom entries so families see updates mapped to the rostered students.
Which tool best supports incident and injury logging tied to the affected student record?
Procare Solutions includes incident and injury logging that keeps classroom context linked to the affected student within the operational record. This workflow is designed to pull incident details into day-to-day administration rather than storing them as separate documents.
How do Procare Solutions and LineLeader by ChildcareCRM handle multi-site roster management and workflow consistency?
Procare Solutions supports multi-site operations with admin controls for roster management and staff roles that govern data entry and approvals. LineLeader by ChildcareCRM similarly emphasizes multi-site roster control and workflow configuration so classroom documentation stays standardized across rooms.
When should a preschool center use observation and assessment capture instead of only daily photo and report logging?
Brightwheel and Illumine both include observation and developmental milestone tracking where staff notes add context beyond photos and daily reports. Observation capture becomes the better fit when developmental follow-through needs structured records that later feed progress conversations and portfolios.
What breaks if parent messaging workflows are not tied to the same daily documentation record?
In tools like Famly and Lillio, daily logs, photos, and caregiver messaging are linked to the same rostered families to keep timelines consistent. If a center uses separate systems for documentation and messaging, caregivers can receive updates that do not match the attendance or assessment evidence captured for the day.
How do Brightwheel and Eleyo manage staff activity logging tied to student records?
Brightwheel’s daily classroom activity logging attaches photos and reports to attendance and child progress records. Eleyo also records developmental observation notes that feed parent-facing communication tied to student profiles, so activity evidence stays connected across staff and family views.
Which software provides template-driven lesson planning that links directly to observation capture?
Illumine uses template-driven lesson planning that links directly to observation capture for consistent day-to-day documentation. LineLeader by ChildcareCRM also offers staff-facing templates, but Illumine’s core linkage is built around lesson planning feeding observation notes for later reporting.
How does Kangarootime handle health and immunization record capture alongside daily attendance workflows?
Kangarootime combines attendance and sign-in tracking with health and immunization record capture in the same operational space. It also includes incident and injury documentation so safety and care records remain reachable during licensing-focused review workflows.
What technical setup is needed to support parent portal updates across classrooms using these systems?
Brightwheel and LineLeader by ChildcareCRM both rely on roster-linked parent communication workflows, which require configured classroom assignments and consistent student-staff relationships. Procare Solutions also depends on defined staff roles for data entry and approvals so parent-facing updates reflect the right classroom context across multiple rooms.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Pre School Software

Options separate most on how much day-to-day work they automate for teachers and how well parents stay in sync, especially through criteria like parent portal communication and photo and daily report logging. We also see big gaps in how their classroom workflow matches your age groups via age-band curriculum mapping.

Parent portal communication

Why it matters

Parent portal communication matters because preschool routines succeed when families can reliably see what happened and what’s coming next. If messages and updates land inconsistently, teachers spend time clarifying instead of teaching.

How to check

In a demo, send a test update as a staff member and verify the parent view loads the same content type every time. Ask whether parents can reply or only view, and confirm what happens to edited posts after they’re published.

Photo and daily report logging

Why it matters

Photo and daily report logging reduces duplicate note-taking and helps families connect activities to their child. Missing, hard-to-find, or poorly organized entries quickly undermines trust.

How to check

Have the admin generate a sample daily report with at least one photo and a short narrative. Confirm where it appears in the parent view, whether teachers can edit drafts, and how the tool handles multiple days for the same child.

Lesson plan template library

Why it matters

A lesson plan template library helps teams keep activities consistent while still adapting for different classrooms. If templates don’t match your workflow, teachers end up recreating forms manually.

How to check

Ask to see a few templates for different age bands and print-to-teacher views. In the demo, try creating a lesson from a template and check whether required fields match what teachers actually record.

Observation and assessment recording

Why it matters

Observation and assessment recording matters because preschool staff need a clear place to document what they see without adding extra paperwork. Weak organization can cause notes to disappear or become hard to review.

How to check

During the demo, add an observation for a child and choose an example category/tags if available. Then view the child’s history to confirm you can filter by date and activity type, and that staff can revise notes.

Attendance and sign-in support

Why it matters

Attendance and sign-in support is a daily hinge for accuracy and smooth handoffs. When sign-in isn’t fast or doesn’t track exceptions cleanly, staff waste time correcting records.

How to check

Run a mock morning flow: check in one child, record an absence, and then change one status. Verify what an admin can audit later and whether time stamps and notes are stored with the attendance entry.

Multi-site classroom management

Why it matters

Multi-site classroom management matters when one tool runs across campuses with different teachers and rosters. If roles and permissions don’t isolate each site, you’ll see operational friction and privacy risks.

How to check

In the demo, set up two sites or classrooms with different staff roles and children. Confirm you can limit which staff see which children and that reports filter correctly by site and classroom.

Red flags

  • Daily reports or photos don’t show the same way in the parent view after edits
  • Observation notes can’t be searched or revised without losing history
  • Roles blur across classrooms or sites, making permissions hard to control

Fit by situation

  • If we need families to follow daily routines and see updates fast, prioritize parent portal communication.
  • If teachers must log photos and narratives without extra steps, prioritize photo and daily report logging.
  • If we run more than one campus or classroom setup, prioritize multi-site classroom management.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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