Commissioned Research
Top 10 Best Classroom Attendance Software of 2026

GITNUXSOFTWARE REVIEW

Education & Learning

Top 10 Best Classroom Attendance Software of 2026

Compare classroom attendance software for schools, with factual notes on Veracross, Teachmint, and PowerSchool Attendance for district staff.

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

Classroom attendance software drives daily roll calls, period tracking, and intervention records that feed attendance analytics and student support workflows. This comparison helps operators and technical evaluators weigh integration fit, configuration depth, and data model consistency across common student information system ecosystems, using a practical reference point like Skyward.

Veracross is the best choice for independent schools that need SIS-aligned attendance entry with governance-grade corrections, since its built-in correction requests and office override tracking live in the same end-to-end workflow, while PowerSchool Attendance fits districts standardizing attendance operations in the PowerSchool SIS thanks to role-based correction and override steps tied to student and enrollment records.

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

Veracross

Attendance correction requests and office override tracking are built into the end-to-end workflow, not added as a separate process.

Best for: Fits when schools need SIS-aligned attendance entry with governance-grade correction tracking.

2

Teachmint

Editor pick

Cross-school attendance correction requests with audit trail style records for late period updates.

Best for: Fits when districts need multi-school attendance workflows with roster sync and correction tracking.

3

PowerSchool Attendance

Editor pick

Role-based attendance correction and override workflows tied to PowerSchool student and enrollment records.

Best for: Fits when districts standardize attendance operations inside the PowerSchool SIS and require governed correction workflows.

Comparison Table

1
VeracrossBest overall
vertical specialist
9.3/10
Overall
2
vertical specialist
8.9/10
Overall
3
8.7/10
Overall
4
enterprise
8.3/10
Overall
5
enterprise
8.1/10
Overall
6
7.7/10
Overall
7
7.5/10
Overall
8
vertical specialist
7.2/10
Overall
9
6.8/10
Overall
10
vertical specialist
6.6/10
Overall
#1

Veracross

vertical specialist

Veracross supports attendance, student records, scheduling, and administration for independent schools.

9.3/10
Overall
Features9.3/10
Ease of Use9.5/10
Value9.1/10
Standout feature

Attendance correction requests and office override tracking are built into the end-to-end workflow, not added as a separate process.

Veracross supports classroom attendance workflows tied to daily student records and period-level updates. The system focuses on district-grade administration with controlled roster updates and attendance corrections.

Attendance changes generate traceable activity that supports follow-up on teacher entries and office overrides. Integration depth is oriented around SIS-aligned identity and data flows rather than a standalone sign-in kiosk experience.

Pros
  • +Attendance correction workflow supports review after teacher entry changes
  • +Controlled roster synchronization reduces manual mismatches across periods
  • +Activity history supports audit-style review of entry and override actions
  • +Admin configuration supports attendance policies tied to district practices
Cons
  • –Digital sign-in modes like QR check-in are not the primary attendance path
  • –Period-by-period setup and mapping can require stronger district governance discipline
Use scenarios
  • Registrars and school operations teams

    Process daily attendance with student records

    Shared year-round student records

  • Enrollment managers and registrars

    Handoff accepted applicants into enrollment

    Less duplicated admissions entry

Show 2 more scenarios
  • Student life and conduct administrators

    Connect attendance with conduct case history

    Structured case history

    Store incidents, evidence, hearings, outcomes, and sanctions alongside student records for consistent follow-up.

  • Admissions directors and enrollment teams

    Run application stages tied to attendance

    Consistent applicant next actions

    Manage applicant rounds, document requirements, and decisions in one process that connects to later enrollment work.

Best for: Fits when schools need SIS-aligned attendance entry with governance-grade correction tracking.

#2

Teachmint

vertical specialist

Teachmint provides classroom technology with student attendance and school management features.

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

Cross-school attendance correction requests with audit trail style records for late period updates.

Teachmint covers roll-call style workflows where teachers enter attendance per period and use student lists tied to sections. Student roster synchronization reduces mismatch risk when schedules or enrollments change mid-term. An attendance correction request workflow supports late adjustments without silently overwriting initial entries. Automated absence notifications send updates tied to recorded status codes to relevant stakeholders.

A key tradeoff is that attendance behavior depends on district configuration quality for sections, schedule mapping, and reason codes. Schools with frequently changing timetables benefit most because roster synchronization and section assignments keep check-in aligned. Departments planning kiosk or QR-based check-in typically need to validate device access and classroom flow before relying on it for every period.

Pros
  • +Period-by-period attendance entry maps to section schedules
  • +Roster synchronization reduces manual student list maintenance
  • +Attendance correction flow preserves change accountability
  • +Automated absence notifications route updates to families
Cons
  • –Reason code and section mapping quality drives downstream accuracy
  • –Complex scheduling changes require careful admin configuration
Use scenarios
  • School administrators

    Manage multi-campus attendance workflow

    Fewer roster mismatch issues

  • Teachers

    Enter attendance per class period

    Faster period roll-call

Show 2 more scenarios
  • Attendance coordinators

    Process late attendance corrections

    Clearer adjustment accountability

    Staff submit changes through a correction workflow instead of manual overwrites.

  • Family services teams

    Notify parents about absences

    Less manual follow-up

    Recorded absence statuses trigger automated notifications to caregivers with consistent context.

Best for: Fits when districts need multi-school attendance workflows with roster sync and correction tracking.

#3

PowerSchool Attendance

enterprise

K-12 student information and attendance platform for daily, period, and intervention tracking.

8.7/10
Overall
Features8.7/10
Ease of Use8.6/10
Value8.8/10
Standout feature

Role-based attendance correction and override workflows tied to PowerSchool student and enrollment records.

PowerSchool Attendance provides teacher attendance entry and office or administrator override workflows tied to the same student roster backbone used across PowerSchool. The module supports period-by-period attendance use cases and code-based attendance status reporting that can roll up into attendance percentages and alerts for targeted interventions. It also fits schools that rely on structured homeroom and class assignments so daily attendance aligns with what teachers see in class rosters.

A key tradeoff is that organizations may need tighter PowerSchool SIS configuration discipline to keep attendance records aligned with schedule changes and enrollment moves, especially during the first weeks of a school year. PowerSchool Attendance works best when attendance processes are standardized district-wide, such as consistent absence reason codes and correction request handling, instead of ad-hoc local practices by building.

Pros
  • +Tight attendance workflow integration with the PowerSchool student record backbone
  • +Supports period-by-period attendance and code-based statuses for reporting consistency
  • +Attendance correction and override workflows support administrator governance
  • +Class roster alignment reduces mismatch risk between teacher entry and student records
Cons
  • –Schedule and enrollment changes require careful configuration to prevent data drift
  • –Operational depth can feel heavy for small districts with minimal SIS customization
Use scenarios
  • District SIS administrators

    Govern attendance overrides and corrections

    Fewer conflicting attendance records

  • High school attendance teams

    Manage period-by-period attendance codes

    Cleaner attendance analytics

Show 1 more scenario
  • School administrators

    Align attendance with homerooms and schedules

    Lower roster mismatch workload

    Homeroom and class roster synchronization helps ensure teacher entry matches current assignments.

Best for: Fits when districts standardize attendance operations inside the PowerSchool SIS and require governed correction workflows.

#4

Infinite Campus

enterprise

Infinite Campus includes student attendance, enrollment, scheduling, and communication tools.

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

Attendance correction tracking ties teacher changes to a district audit trail and subsequent review workflow inside the SIS record set.

Infinite Campus coordinates daily attendance workflows with a student roster tied to district grade and schedule structures. Period-by-period teacher attendance entry and correction flows connect back to the same student identity used across discipline and reporting.

Pros
  • +Attendance entry and corrections follow a consistent student identity across records
  • +Reason codes support consistent excused and unexcused absence handling workflows
  • +Audit trail supports attendance correction request review and accountability
  • +Class roster synchronization reduces rework when schedules shift
Cons
  • –Setup and governance of attendance codes can require districtwide discipline
  • –Cross-system automation depends on SIS integration rather than attendance-only tools
  • –Advanced rollup views can feel less direct for teacher daily needs
  • –More specialized check-in methods may require add-on workflows
Use scenarios
  • Attendance staff and school administrators

    Reconcile period attendance against rosters

    Shared attendance reporting record

  • Families and school communications teams

    Share attendance updates via family portal

    Fewer status follow-ups

Show 2 more scenarios
  • School schedulers and district teams

    Build schedules using enrollment context

    Published schedules aligned

    Create and update course schedules using enrollment and roster context while identifying scheduling conflicts.

  • Teachers and academic administrators

    Manage grading tied to reporting cycles

    Grades aligned to periods

    Use classroom gradebook workflows to produce period-based grades and progress tied to student records.

Best for: Fits when districtwide SIS governance drives daily attendance, corrections, and reporting consistency.

#5

Skyward

enterprise

Skyward provides school administration software with student attendance and gradebook features.

8.1/10
Overall
Features8.1/10
Ease of Use8.2/10
Value8.0/10
Standout feature

Attendance correction and office override workflows that maintain structured tracking beyond initial teacher entry.

Skyward handles attendance at the teacher and office levels with structured inputs for daily and period-by-period marking, plus follow-up for tardiness and early dismissal. The system links attendance records to the student roster used across Skyward’s broader SIS workflows, which reduces manual reconciliation when enrollment changes during the year. Attendance correction requests and office overrides support governance when staff need to revise entries after verification.

Pros
  • +Office override and correction workflows support controlled attendance revisions
  • +Attendance linked to SIS roster reduces errors during enrollment and schedule changes
  • +Configurable reason codes support excused and unexcused absence decisions
  • +Parent notifications can be triggered from attendance events
Cons
  • –Teacher workflows depend on district configuration and roster integrity
  • –Period-by-period entry can be slower for schools with large course schedules
Use scenarios
  • District attendance coordinators

    Manage correction and override workflows

    Fewer untracked attendance disputes

  • Secondary teachers

    Mark period-by-period attendance

    Lower rekeying across periods

Show 2 more scenarios
  • School office staff

    Handle excused absence workflow

    More consistent absence decisions

    Staff process absence reasons and exceptions tied to attendance records and student enrollment status.

  • District communications teams

    Send parent notifications from attendance

    Faster family communication

    Attendance events trigger parent notifications so families receive updates aligned to district reason codes.

Best for: Fits when districts need period attendance governance tied to a shared student roster.

#6

QuickSchools

SMB

QuickSchools provides online school administration with attendance, grading, and reporting.

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

Built for low-friction attendance correction requests and audit trail visibility across teacher entry and office override steps.

QuickSchools delivers classroom attendance workflows designed around quick teacher entry and rapid office review, with less emphasis on districtwide SIS-centric automation than larger suites. Roll-call attendance entry and student roster handling support daily attendance for homeroom and class periods, plus absence reason handling and tardiness workflows.

Pros
  • +Fast teacher roll-call entry supports high daily attendance throughput
  • +Attendance correction requests keep changes traceable for office review
  • +Absence and tardiness entry flows reduce missed status selections
  • +Homeroom and period-level workflows fit common school scheduling
Cons
  • –Less integration depth than major SIS-first systems for roster sync
  • –Automated absence alerts and notification logic are limited compared with larger suites
  • –Chronic absenteeism and truancy intervention workflows are not a primary focus
  • –Governance controls for delegated correction and approval can require careful process ownership
Use scenarios
  • Teachers, attendance staff, and administrators

    Capture roll-call attendance with reasons

    Consistent attendance visibility

  • School and district reporting teams

    Generate recurring attendance and progress reports

    Repeatable administrative outputs

Show 2 more scenarios
  • Schools serving parents and students

    Provide family portal access to attendance

    Less routine status requests

    Offer parents and students portal access to selected attendance and related status information.

  • School schedulers and administrators

    Maintain master schedules with sections

    Shared timetable and sections

    Create master schedules and manage timetables, classes, sections, and student assignments for daily operations.

Best for: Fits when schools prioritize quick daily attendance entry and office corrections over deep SIS automation.

#7

FACTS Student Information System

vertical specialist

FACTS Student Information System supports attendance, enrollment, grading, and school communications.

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

Office attendance override and correction workflow keeps post-entry changes traceable within the SIS attendance process.

FACTS Student Information System is a school-focused Student Information System with attendance as a core workflow tied to student enrollment and schedules. Attendance entry supports teacher attendance for class periods and generates attendance results tied to rosters and enrollment status.

Pros
  • +Attendance tied to class rosters and student enrollment status
  • +Teacher attendance entry for period-level workflows
  • +Office override and correction paths for post-entry changes
  • +Absence workflows support consistent reason-code handling
Cons
  • –Digital sign-in and kiosk-style attendance are not positioned as the primary workflow
  • –Attendance integrations depend on SIS-centric data flows rather than open extensibility
  • –Custom attendance policies can require careful administrator governance
  • –Automation features for alerts depend on how absence data is configured
Use scenarios
  • Teachers, registrars, and academic administrators

    Record attendance and grades together

    Current academic records

  • Schools and parents

    Provide attendance visibility to families

    Easier routine information access

Show 2 more scenarios
  • Teachers, registrars, and school leaders

    Publish term report cards with attendance context

    More consistent term reporting

    Prepare grades and narrative feedback and publish report cards for student groups on a repeatable cycle.

  • Registrars and school administrators

    Maintain student profiles with attendance history

    Less duplicate student data

    Keep student profiles, enrollment history, admissions data, and daily administrative records in one place.

Best for: Fits when schools need period-level attendance inside a SIS workflow with controlled correction and override paths.

#8

Classter

vertical specialist

Classter manages student information, attendance, scheduling, billing, and learning workflows.

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

Teacher-led QR code check-in that ties fast attendance capture to an auditable correction workflow.

Classter focuses on classroom attendance workflows built around teacher check-in and quick capture of period-by-period presence. The product provides roster-based attendance entry and correction flows that keep a clear audit trail for changes.

Pros
  • +QR code check-in speeds up roll-call for large classes
  • +Attendance correction requests help track and manage post-entry changes
  • +Absence reason codes support consistent excused and unexcused handling
  • +Audit trail preserves a history of attendance edits
Cons
  • –Deeper integration with student information systems can require admin mapping work
  • –Period-by-period data entry is less efficient for schedule-heavy bell changes
Use scenarios
  • Teachers and school office staff

    Run attendance entry with roster changes

    More consistent class status

  • Language school administrators

    Track attendance across training cycles

    Shared learner cycle records

Show 2 more scenarios
  • Admissions officers and school administrators

    Manage applications leading to enrollment

    Consistent admissions-to-enrollment flow

    Handle application forms, document intake, applicant stages, and enrollment handoffs through the same system.

  • Schedulers and academic coordinators

    Coordinate class cycles and teacher assignments

    Aligned teaching and administration

    Organize courses, timetables, and teacher assignments for recurring class cycles with shared schedule information.

Best for: Fits when schools need fast classroom sign-in plus controlled attendance edits and audit trails.

#9

OpenEduCat

SMB

OpenEduCat is an education management platform with attendance, student records, and scheduling.

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

Attendance correction request handling routes submitted changes through a review step for staff verification.

OpenEduCat provides classroom attendance workflows with teacher roll-call entry, student roster views, and daily attendance management. The system supports status coding and absence reason handling that feed into attendance review and correction tasks for staff.

Pros
  • +Teacher attendance entry works directly against visible student roster lists
  • +Absence reason workflow supports structured tracking beyond present-absent
  • +Attendance correction requests enable review paths for submitted changes
  • +Daily and period-oriented routines fit common classroom attendance cycles
Cons
  • –Student roster synchronization depth is less clear than SIS-first attendance tools
  • –Audit trail and governance controls are not as explicitly defined as district systems
  • –Advanced automation for chained alerts may require tighter institutional process
  • –Integration surfaces like public APIs are not clearly documented for extension
Use scenarios
  • Teachers, attendance staff, and school administrators

    Record attendance from class rosters

    Repeatable attendance capture

  • Education IT teams and system administrators

    Connect identity and roster data via integrations

    Less duplicated administrative data

Show 2 more scenarios
  • Faculty and examination offices

    Run grading and publish examination results

    More consistent assessment workflow

    Collect grades, manage examinations, publish results, and connect assessment records to student registrations.

  • Teachers, students, parents, and administrators

    Provide role-based portals for attendance info

    Shared access to education info

    Offer shared access to role-appropriate education records, schedules, grades, and published information.

Best for: Fits when school sites need straightforward teacher roll-call attendance with structured absence handling.

#10

Fedena

vertical specialist

Fedena provides school management software with attendance, examinations, fees, and communication.

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

Attendance correction requests with change tracking help separate teacher entry from office approval and history review.

Fedena is classroom attendance software used by schools and districts that need teacher roll-call workflows tied to student rosters. It supports digital sign-in for period-by-period attendance, including tardiness and absence reason codes, and it records updates through an attendance correction request flow.

Pros
  • +Period-by-period attendance entry with present-absent-tardy style coding
  • +Attendance correction request workflow tracks teacher edits and office follow-up
  • +Attendance history supports review of prior entries and changes
  • +API surface supports roster and attendance data automation
Cons
  • –Some advanced automation requires API integration work
  • –Large multi-school deployments need careful role and permission configuration discipline
  • –Digital sign-in options may require standardized device and kiosk setup
  • –Reporting depends on the admin’s configuration of attendance data fields
Use scenarios
  • Teachers and attendance staff

    Record period attendance and notify families

    Organized attendance records

  • School administrators and parent-facing staff

    Coordinate staff and family communications

    More organized access to messages

Show 2 more scenarios
  • Teachers and academic coordinators

    Prepare grades and generate report cards

    Academic outputs linked

    Manage assessments and grades then generate report cards or transcripts from stored academic records.

  • Admissions staff and school administrators

    Track applications through enrollment

    Admissions progress visibility

    Collect applicant information, track application progress, and organize enrollment steps in one structured view.

Best for: Fits when staff need period-by-period attendance with correction workflow and audit trail for compliance.

Conclusion

After evaluating 10 classroom attendance software, Veracross 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
Veracross

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 Classroom Attendance Software

How do Skyward and PowerSchool handle period-by-period attendance entry and later corrections?
Skyward records period-by-period and daily attendance with present-absent-tardy style coding and routes attendance correction and office override workflows through configurable reason codes. PowerSchool keeps attendance aligned to the student record and runs attendance corrections and office overrides through administration workflows that preserve the submitted context.
Which tool is better for districts that need cross-school roster synchronization in the attendance workflow?
Teachmint is designed for multi-school setups with student roster synchronization feeding period-by-period attendance and correction flows. Infinite Campus also ties attendance to the district student identity and schedule structures, but its core strength is SIS-governed attendance data rather than multi-school operational setup.
When does Teachmint differ from Classter in how attendance edits are audited?
Teachmint supports cross-school attendance correction requests with audit trail style records for late period updates after initial submission. Classter keeps a clear audit trail for roster-based attendance entry and changes, and it also ties QR code check-in to the correction workflow.
What breaks if a school tries to run QuickSchools without a strong office review process?
QuickSchools emphasizes operational throughput for roll-call entry and rapid office review, so skipped office review creates delays in correction requests and audit trail visibility. Skyward and PowerSchool include structured office override workflows that enforce district policy on edits and exceptions, which reduces the impact of office-side process gaps.
How do Infinite Campus and FACTS enforce district or school governance over absence reason codes?
Infinite Campus lets district admins standardize absence reason codes and tracks attendance changes through attendance change history inside the SIS-centered environment. FACTS supports documented staff actions for absence and correction workflows, including office overrides and teacher-led updates, so reason handling stays tied to enrollment and schedules.
Which systems provide an API for attendance integration workflows?
Fedena offers an API and SIS-related data synchronization patterns that help maintain class roster synchronization across attendance entry screens. For deeper SIS and scheduling integration, PowerSchool and Infinite Campus generally integrate through their SIS data model and related workflow surfaces rather than positioning API access as the primary integration mechanism.
How do admin roles and permissions differ between Veracross and OpenEduCat for attendance corrections?
Veracross builds attendance correction requests and office override tracking into the end-to-end workflow, so staff roles map to traceable activity tied to teacher entries. OpenEduCat routes submitted attendance correction requests through a staff verification review step tied to status coding and absence reason handling.
What integration issue should be expected when moving attendance from an existing student information system into Skyward or Infinite Campus?
Attendance migration requires aligning the student roster identity used for attendance entry and attendance change history, because both Skyward and Infinite Campus tie attendance to the SIS-centered student identity. Without a matching data model for student enrollment and schedule references, correction and audit trail workflows cannot map edits to the correct student records.
Where does Classter fall short compared with Skyward for compliance-style correction workflows?
Classter centers on teacher-led QR code check-in plus roster-based attendance edits with audit trail visibility, but it does not provide the same district-scale administrative depth as Skyward for structured correction and office override governance. Skyward’s attendance correction and office override workflows are built for large rollouts that must match district policy.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Classroom Attendance Software

What separates classroom attendance software options is how reliably they capture entries across periods and how much control they give over exceptions and corrections. The biggest differences usually show up in data sync with rosters, the audit trail behind changes, and how automation handles alerts.

Roster matching and updates

Why it matters

Attendance is only trustworthy when rosters match what teachers see. This matters because roster matching and updates drive fewer wrong check-ins and less manual cleanup when schedules change.

How to check

Ask for a demo where they import or refresh a class roster, then introduce one renamed and one transferred student. Verify the system prevents duplicate entries and shows what changed after the update.

In-class entry workflow coverage

Why it matters

In-class entry workflow coverage affects time-on-task during a busy period and reduces missed attendance when class formats vary. If the workflow handles the way schools run attendance (single period, multiple periods, daily blocks), adoption usually sticks.

How to check

During the demo, try marking attendance for a class with mixed statuses (present, absent, late if supported) and then switch to another period/class. Confirm you can do it from the teacher view without extra clicks, and see the same saved results after refresh.

Automation for exceptions and alerts

Why it matters

Automation for exceptions and alerts helps staff respond consistently when attendance patterns look off. It also reduces the temptation to edit records later because fewer issues are left unnoticed.

How to check

Request to see alert rules: for example, trigger a notification when a student is marked absent or late for multiple days. Then confirm whether staff can preview the alert criteria and test with a sample roster.

Audit log for edits and corrections

Why it matters

An audit log for edits and corrections matters when attendance gets disputed or corrected after the fact. It provides accountability by recording who changed what and when.

How to check

In a test scenario, mark one student absent, then change the reason/status and correct a timestamp if the product supports it. Ask to view the audit log and verify it records the original value, the updated value, the actor, and the time.

RBAC for roles and permissions

Why it matters

RBAC for roles and permissions keeps attendance workflows from turning into a free-for-all. This is important when multiple staff members handle reporting, corrections, and data viewing.

How to check

Ask the admin to show at least two roles (teacher vs. admin or office roles). Try a permission-limited action in a teacher account (like editing final records) and confirm the system blocks it and shows what’s allowed.

Red flags

  • Roster updates create duplicate students or mismatched names after refresh.
  • Audit trails don’t show before/after values for attendance edits.
  • Alert rules can’t be previewed or tested without real student data.

Fit by situation

  • If we need roster refreshes during the school year, prioritize roster matching and updates.
  • If teachers mark attendance across different periods and formats daily, prioritize in-class entry workflow coverage.
  • If we routinely correct records and want visibility into changes, prioritize audit log for edits and corrections.
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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