GITNUXSOFTWARE ADVICE
Education LearningTop 10 Best Attend Software of 2026
Compare attend software options for event teams, covering features, setup, and tradeoffs for planning guest check-in and management.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
RSVPify is the best pick for small teams that need attendance tracking tied to live RSVPs because on-site check-in is driven directly from attendee records, keeping staff verification aligned with registrations, whereas Bizzabo fits bigger conferences that need session-aware attendance via API-linked check-in workflows.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
RSVPify
On-site check-in is driven directly from RSVP attendee records, keeping staff verification aligned with live registrations.
Best for: Fits when teams need event attendance tracking tied to RSVP and fast on-site check-in.
Bizzabo
Editor pickStaff check-in workflows that update attendee status and session presence based on event registration objects.
Best for: Fits when conference organizers need attendance tied to sessions with API-based integration to back-office systems.
Cvent OnArrival
Editor pickRole-based check-in configuration for venue staff that controls what staff can do during attendee onboarding.
Best for: Fits when event programs need controlled check-in, accurate badge issuance, and automation for attendance downstream reporting.
Comparison Table
RSVPify
SMBOnline RSVP and guest list management tool for events and invitations.
On-site check-in is driven directly from RSVP attendee records, keeping staff verification aligned with live registrations.
RSVPify fits organizations that need dependable attendance tracking tied to event registration, not ongoing time-and-attendance payroll reporting. Registration capture, attendee status changes, and capacity control are handled within its event workflow so organizers can update counts before sessions start. Check-in tooling supports staff operations with attendee lists and per-event context so teams can verify who is arriving without switching tools.
A tradeoff appears when attendance needs extend into labor compliance or timesheet-grade records, because RSVPify focuses on guest attendance at events rather than pay-code mapping or overtime calculations. RSVPify works best when event throughput is high and staff must manage multiple sessions, like conferences with parallel tracks and quick turnarounds between rooms.
- +Attendee status and capacity changes update quickly across an event workflow
- +Staff check-in flows reduce manual name lookup during entry periods
- +Custom RSVP forms support targeted questions and conditional fields
- +Operational messaging runs from RSVP status changes
- –Not designed for clock-in, clock-out timesheets or labor compliance exports
- –Advanced automation requires careful event and form configuration discipline
Conference operations teams
Track arrivals across multiple sessions
Fewer entry bottlenecks
Nonprofit program coordinators
Manage member and guest RSVP lists
Cleaner guest list handling
Show 1 more scenario
Corporate event organizers
Run invitation-to-attendance workflows
Lower manual coordination
RSVP status changes trigger follow-up messaging and update attendance visibility for teams coordinating logistics.
Best for: Fits when teams need event attendance tracking tied to RSVP and fast on-site check-in.
Bizzabo
enterpriseEvent experience platform for in-person, virtual, and hybrid events with attendee networking tools.
Staff check-in workflows that update attendee status and session presence based on event registration objects.
Bizzabo is an event management and attendance tracking system built for conference check-in workflows tied to event registration data. It supports badge and attendee status management across check-in staff screens, with exports that map attendance back to sessions and event objects.
Automation options connect event operations to downstream systems through API-driven integrations and webhooks. Administrative controls focus on managing users who run check-in and reporting, while keeping attendance records auditable for each event.
- +Check-in screens that align attendees to registrations and on-site status
- +API and webhooks for pushing attendance and engagement data to other systems
- +Session-aware attendance reporting that ties presence to specific agenda items
- +Role-based access for event operators running badges and check-in work
- –Attendance workflows require careful configuration before multi-day events
- –Advanced reporting depends on correct event and attendee data mapping
Event teams managing engagement
Keep mobile agenda content consistent
Consistent program information
Trade show operations teams
Capture onsite booth interactions
Leads feed follow-up workflows
Show 2 more scenarios
Virtual and hybrid program managers
Connect registration to session journeys
Registration intent stays linked
Uses conditional registration and multi-track selection to keep intent and participation connected.
Conference content managers
Coordinate speakers and changing agenda
Less manual coordination
Collects abstracts and maintains speaker, session, and agenda data for multi-speaker programs.
Best for: Fits when conference organizers need attendance tied to sessions with API-based integration to back-office systems.
Cvent OnArrival
enterpriseEvent check-in and on-site attendance management software for live events.
Role-based check-in configuration for venue staff that controls what staff can do during attendee onboarding.
Cvent OnArrival is an event check-in and badge issuance workflow built for venue staff, with configuration focused on fast attendee onboarding. It connects attendance capture with event registration data so badge printing can reflect the right session entitlements.
The product fits organizations that need strict front-desk handling rules and auditability around who checked in and when. It also supports extensibility through integration and API-driven automation for downstream attendance reporting.
- +Configurable check-in flow that reduces front-desk keystrokes
- +Badge output can mirror registration details and entitlements
- +Attendance capture is directly tied to the check-in event workflow
- +API-driven automation supports exporting attendance status to other systems
- –Operations teams may need governance to keep check-in rules consistent
- –Advanced automation depends on integration implementation work
- –Front-desk UI depth can lag specialized kiosk-only check-in tools
- –Multi-venue rollout adds operational overhead for device and workflow parity
Venue operations managers
Rapid badge printing with entitlement rules
Faster front-desk processing
Event registration coordinators
Session-specific check-in verification
Reduced misissued credentials
Show 2 more scenarios
Compliance and audit teams
Audit trail of check-ins
Stronger auditability
The workflow captures who checked in and when, supporting review of attendance handling by venue staff.
Attendance analytics teams
Automated reporting from check-in data
Timely attendance insights
Integration and API-driven automation feed downstream attendance reporting based on captured check-in outcomes.
Best for: Fits when event programs need controlled check-in, accurate badge issuance, and automation for attendance downstream reporting.
Zoho Backstage
SMBEvent management software with registration, check-in, and attendee engagement features.
Event session QR check-ins with configurable validation that writes attendance records per scheduled segment.
Zoho Backstage is geared toward event-day attendance tracking rather than general meeting-room scheduling, with check-in screens, attendee lists, and rule-based validation tied to an event session. It also fits environments that already manage users with Zoho identity flows, since access controls and user provisioning can reuse the same administrative patterns. The tool’s extensibility is centered on integration to other systems via Zoho APIs and event data exports, which supports labor reporting workflows that need event-linked attendance records.
- +QR check-in tied to event sessions reduces manual roster lookups
- +Workflow configuration supports validation rules per event schedule
- +Zoho identity integration supports consistent user access administration
- +API access and exports enable downstream reporting pipelines
- –Attendance-first design may not cover labor compliance needs end to end
- –Advanced governance requires deliberate configuration of roles and permissions
Training operations teams
Track attendance across room sessions
Fewer roster errors
HR operations teams
Flow attendance into HR reporting
Less manual data copying
Show 2 more scenarios
Event organizers
Handle large staff rosters quickly
Faster intake at arrival
QR-based check-in reduces time spent matching names to lists at the desk.
IT administrators
Centralize access across events
Simpler access management
Identity-linked provisioning helps keep event access consistent across staff roles.
Best for: Fits when event ops teams need repeatable QR attendance and downstream Zoho reporting for multi-session training.
Whova
SMBVirtual and in-person event app focused on attendee engagement and networking.
Identity-linked attendee profiles connect check-in, agenda activity, and messaging across the event lifecycle.
Whova fits event teams that run hybrid attendance workflows with both attendee-facing content and internal staff operations. Attendance tracking connects to check-in experiences and agenda participation so teams can see who showed up and what sessions were used.
- +Attendee profiles persist across agenda, messaging, and check-in touchpoints
- +Event staff workflows cover both live operations and post-event access
- +Configurable check-in experiences support different on-site staff setups
- +Built-in exhibitor and sponsor presence ties attendance to engagement signals
- –Attendance outcomes depend on event setup quality and consistent staff use
- –Integrations require careful mapping to avoid mismatched attendee identifiers
- –Advanced governance controls for access boundaries are limited for multi-team events
- –Reporting depth for labor-style timekeeping use cases is not the focus
Speakers and live session teams
Moderate questions during sessions
Organized audience questions
Event organizers and sponsors
Show sponsors in attendee experience
Partner interactions collected
Show 2 more scenarios
Program managers and analysts
Measure session ratings and feedback
Session performance is visible
Compares session attendance, ratings, and feedback using event activity and post-event reports.
Event teams evaluating outcomes
Attribute engagement by attendance
Engagement signals ready for analysis
Reviews attendance and participation signals to connect attendee activity to partner engagement.
Best for: Fits when event organizers need identity-linked check-in, engagement, and staff operations without building custom tooling.
PheedLoop
SMBAll-in-one event management platform with attendee registration, mobile apps, and virtual capabilities.
Session check-in workflow that turns live participation into standardized attendance records for downstream reporting.
PheedLoop is an attendance and time-tracking solution built around meeting and session participation workflows rather than pure shift clocking. It supports live check-in experiences that translate participation into attendance records, which helps teams measure who attended each session.
- +Meeting-focused check-in flows convert session participation into attendance records
- +Rule-based participation configuration supports consistent attendance handling
- +Export and API options help move attendance data into external systems
- +Works well for programs that need session-by-session participation tracking
- –Not designed as a full labor time-and-attendance engine with payroll-grade calculations
- –Attendance outcomes depend on administrators maintaining participation rules
- –Limited coverage for geofenced punches and device-based biometric clock patterns
- –Advanced governance like strict RBAC and audit log controls may require careful setup
Business conference organizers
Turn networking appointments into attendance
More structured connections
Onsite event operations teams
Reissue credentials during check-in shifts
Correct badge issuance
Show 2 more scenarios
Academic conference committees
Connect abstracts to program delivery
Coordinated program updates
Collects abstracts, coordinates reviewers, and manages decisions connected to registration and scheduling.
Marketing teams and summit producers
Run browser-based summit sessions and replays
Guided online attendee journey
Delivers branded online pages with scheduled sessions, speaker content, and replay viewing.
Best for: Fits when organizations track attendance per meeting or class session and need structured participation rules.
Hopin
enterpriseVirtual event platform with attendee networking, expo booths, and session tracks.
Identity-based attendee participation tracking across sessions, booths, and recordings in a single event venue flow.
Hopin is an event-focused platform that drives attendance through a virtual venue model rather than classic staff clock workflows. It supports live streams, session rooms, and interactive booths where check-in ties to event registration and attendee identity.
- +Attendance is linked to event registration identity across multiple stages
- +Session-level check-ins and engagement signals support post-event attendance reports
- +Webinar, breakout rooms, and booths run under one attendee experience
- +Role-based operator access separates organizers from support staff
- –Not designed for time-and-attendance workflows like FLSA-grade clock-in and overtime rules
- –Attendance outcomes skew toward engagement instead of payroll-ready labor allocation
- –Integration depth for payroll systems is limited compared with labor management suites
- –Automation and API coverage centers on events, not recurring scheduling and labor compliance
Experiential marketing teams
Run stages and sessions in a branded venue
Coordinated digital experience
Expo and sponsorship teams
Publish an exhibitor area with programming
Digital event floor
Show 2 more scenarios
Hybrid event organizers
Share check-in and session participation across formats
One operational flow
Coordinates online access, live streams, check-in, and session participation across in-person and virtual areas.
Ticketed event organizers
Validate entry and gate session access
Entry to sessions stays linked
Connects ticketed entry with QR-style validation and links attendee records to scheduled sessions.
Best for: Fits when attendance needs are event-driven and engagement reporting matters more than payroll-grade time tracking.
Stova
enterpriseEvent technology platform for registration, attendee management, and on-site experiences.
Session-driven attendance states with audit history for each check-in action during the meeting lifecycle.
Stova handles meeting attendance by turning an RSVP workflow into check-in, badge, and absence-ready records for hosts and ops teams. It focuses on participation visibility inside the meeting lifecycle so attendance can feed shift adherence, staffing, and reporting without manual spreadsheet reconciliation.
- +Attendance flow is designed around RSVP to check-in conversion for fewer missing records
- +Exports and reports map attendance to sessions for faster labor reporting handoffs
- +Role-based access limits who can manage sessions and attendance actions
- +Attendance history supports auditing of check-in and status changes per session
- –Limited support for advanced labor rules like pay-code mapping and overtime calculation
- –Requires careful configuration of check-in windows to avoid late arrivals being marked absent
- –Automation depends on how sessions are created and scheduled, which can add admin overhead
- –Fewer native scheduling and shift planning integrations than full time-and-attendance suites
Exhibition and trade show organizers
Combine attendee and exhibitor workflows
Operations are connected
Enterprise event operations teams
Standardize workflows across events
Consistent delivery across events
Show 2 more scenarios
Hybrid event planners
Coordinate onsite and virtual participation
Shared mixed-format workflow
Coordinates registration, agendas, engagement, and operational activities across onsite and virtual formats.
Conference organizers
Maintain multi-track schedules with updates
Current session details available
Creates session schedules, assigns speakers, manages capacity, and publishes changing agendas.
Best for: Fits when meeting attendance must be recorded reliably for operations reporting and absence tracking inside a managed RSVP workflow.
Eventleaf
SMBEvent registration and check-in software for conferences, meetings, and trade shows.
Session-scoped check-in verification ties scans to a specific event schedule for accurate attendance reporting.
Eventleaf is built for attendee check-in at event gates and sessions, not shift-based workforce timekeeping.
- +Event-scoped check-in flows keep attendance tied to the right session
- +Role-based access limits who can scan, edit, and export attendance
- +Attendance exports support operational reconciliation after check-in
- +QR-style verification reduces manual name matching at the gate
- –Automation and integrations are narrower than systems built for time-and-attendance
- –Operational setup takes effort to keep scanner users and event schedules consistent
- –Audit depth for post-hoc corrections is less detailed than enterprise timekeeping tools
- –Limited support for advanced workforce labor concepts like pay-code mapping
Seminar managers
Manage rosters across repeated seminars
Enrollment reconciliation improves
Conference operations and reporting teams
Reconcile expected and actual attendance
Reconciliation-ready attendance logs
Show 2 more scenarios
Large-event operations teams
Use RFID reads for access and corrections
Movement data tied to records
Uses RFID badge reads for ingress and session presence and supports discrepancy correction after the event.
Conference organizers
Centralize registrations and communications
Registration process becomes centralized
Manages event pages, invitations, registrations, attendee records, and conference communications.
Best for: Fits when event teams need controlled check-in, reliable session attendance, and exportable records.
AttendStar
SMBTicketing and event management system for venues and event producers.
Session-scoped check-in with enforced time windows records attendance against the correct scheduled event.
AttendStar targets organizations that need reliable attendance capture across recurring meetings, training cohorts, or compliance sessions. Check-in is designed around session context and timing rules so attendance records align with the correct event rather than only a generic user log. Administrators can manage event enrollment and handle attendance re-checks when sessions run long or reschedule occurs.
- +Session-scoped check-in ties attendance to the correct event
- +Configurable check-in windows reduce late or early misattribution
- +Admin workflow supports recurring cohorts and roster-driven attendance
- +Attendance exports are structured for downstream reporting
- –Automation quality depends on correct identity mapping
- –Custom workflows require planning around session timing and re-check rules
- –Reporting customization can be limited without export-based handling
- –Governance for exceptions needs deliberate process design
Training operations teams
Track cohorts across weekly sessions
Cleaner completion reporting
Compliance program managers
Record attendance for required training
Auditable attendance logs
Show 2 more scenarios
HR and people analytics
Feed participation data into reporting
Consistent participation metrics
Export structured attendance events for integration into participation and workforce dashboards.
IT event administrators
Manage attendance for remote meetings
Lower manual attendance work
Create event check-in flows aligned to scheduled meetings and attendee lists.
Best for: Fits when teams run frequent training or compliance sessions needing accurate, session-level attendance records.
Conclusion
After evaluating 10 attend software, RSVPify 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Attend Software
Attendance software in this guide covers session-scoped check-in and RSVP-aligned verification, with Microsoft Teams, Google Meet, and Zoom often feeding the meeting formats organizations need to track. The lineup includes AttendStar, RSVPify, Zoho Backstage, Cvent OnArrival, Bizzabo, Whova, Hopin, PheedLoop, Stova, and Eventleaf.
The tools here differ most in how they tie an attendee to the right scheduled segment, how check-in rules are configured, and how attendance outputs are prepared for downstream reporting and integrations. AttendStar stands out for enforcing check-in against the correct scheduled event, while RSVPify focuses on on-site check-in driven from RSVP attendee records.
Attend Software for meeting and session check-in, attendance records, and downstream reporting
Attend software records who attended each scheduled meeting or event segment by linking scans or staff check-in actions to the correct event schedule and attendee identity. Many systems in this category convert registration or roster data into attendance states so operations teams can produce reports without manual name lookup.
AttendStar enforces session-scoped check-in with configurable time windows so attendance is recorded against the correct scheduled event. RSVPify runs on-site check-in from RSVP attendee records to keep staff verification aligned with live registrations, while not being built as a clock-in and clock-out labor time system.
Attend Software features that determine scheduled accuracy and operational handoff
Attendance software succeeds when each scan or staff action lands on the correct scheduled segment, not just a general event. Systems like AttendStar and Zoho Backstage focus on segment-level check-in so attendance reports map to the right roster slice.
Operational teams also need outputs that staff can trust during busy entry windows and that downstream tools can consume afterward. RSVPify and Cvent OnArrival reduce manual lookup by driving check-in from attendee or role-scoped onboarding flows that match front-desk realities.
Session-scoped check-in that enforces the scheduled segment
AttendStar enforces check-in against the correct scheduled event using configurable check-in windows. Eventleaf ties scans to the right event schedule so attendance exports stay aligned to specific sessions.
On-site verification that stays linked to RSVP or registration records
RSVPify drives on-site check-in directly from RSVP attendee records so staff verification matches live registrations. Stova converts RSVP to check-in conversion inside a managed RSVP workflow to reduce missing attendance states.
Rule configuration for validation and consistent check-in behavior
Zoho Backstage supports event session QR check-ins with validation rules per scheduled segment. PheedLoop uses rule-based participation configuration to standardize how live participation converts into attendance records.
Governed staff check-in workflows with role-based control
Cvent OnArrival configures check-in actions with role-based controls for venue staff. Eventleaf limits who can scan, edit, and export attendance using role-based access.
Identity-linked profiles that carry across the event lifecycle
Whova connects check-in, agenda activity, and messaging through identity-linked attendee profiles. Hopin tracks identity-based participation across sessions, booths, and recordings inside one event venue flow.
Choose based on check-in enforcement model, identity source, and export expectations
Start by matching the enforcement model to how staff actually verifies attendance at the door. AttendStar uses session-enforced time windows for correct segment attribution, while RSVPify ties check-in to attendee records from RSVP workflows.
Then confirm whether the attendance output is meant to feed operational reporting or labor compliance use cases. Hopin and Whova skew toward event operations and engagement context, while systems like RSVPify and Stova focus on attendance states tied to registration or RSVP conversion.
Pick a scheduled-segment enforcement approach that matches your program cadence
Choose AttendStar if each session needs strict time-window validation so attendance cannot be misattributed across scheduled segments. Choose Zoho Backstage or Eventleaf if QR session check-in against a session schedule is the primary enforcement mechanism.
Select the identity source that staff should trust at check-in
Choose RSVPify if on-site verification must mirror RSVP attendee records during entry periods to minimize manual name lookup. Choose Cvent OnArrival or Whova if staff workflows should align check-in to venue onboarding rules or persistent attendee identity across the event lifecycle.
Validate rule configuration depth for your check-in edge cases
Choose Zoho Backstage if session-level validation rules need to be configured per event schedule. Choose PheedLoop if attendance should follow standardized participation rules that staff can apply consistently across meeting sessions.
Align governance requirements to who can scan, edit, and handle exceptions
Choose Cvent OnArrival if venue staff roles need control over what they can do during attendee onboarding. Choose Eventleaf if scanner users and export permissions must be limited to reduce accidental edits.
Confirm whether the event workflow output meets downstream reporting expectations
Choose Whova if identity-linked attendee profiles must persist across agenda activity and messaging alongside check-in. Choose Hopin if the priority is tracking identity-based participation across multiple event stages rather than payroll-grade labor allocation.
Who benefits from session and RSVP-aligned attendance workflows
Event programs with frequent training sessions or compliance checkpoints need attendance that matches the exact scheduled segment. AttendStar fits teams that must record attendance against the correct scheduled event using enforced check-in windows.
Meeting and conference operations also need staff-friendly check-in that reduces manual lookup and keeps attendance exports consistent. RSVPify and Stova fit organizations that already run RSVP and want check-in conversion that tracks attendance states without requiring payroll-grade time capture.
Training, certification, and compliance programs with many short sessions
AttendStar and Zoho Backstage record attendance against scheduled segments through session-scoped QR or enforced time windows that prevent cross-session misattribution.
Conference ops teams running RSVP and capacity-managed registration
RSVPify ties on-site check-in to RSVP attendee records so capacity and attendee status changes can propagate through the event workflow quickly.
Venue operations that require controlled check-in actions by staff roles
Cvent OnArrival and Eventleaf support role-based check-in control so venue staff can scan and onboard within governed permissions.
Organizations that need identity continuity from check-in to engagement activities
Whova and Hopin link attendee identity to check-in and later activity in a single event lifecycle so attendance context remains connected across stages.
Common attendance deployment pitfalls and how teams avoid them
Misalignment between the scheduled source of truth and the check-in enforcement model creates attendance records that look correct on the day but fail in reporting. Attendance teams often break the mapping when staff scans without strict session anchoring or when session timing rules are not configured.
Another failure pattern is choosing an engagement-first workflow when labor-style outputs are expected. Hopin and Whova can produce useful attendance and lifecycle context, but they do not position themselves as payroll-grade time-and-attendance engines with labor compliance calculations.
Scanning without strict session enforcement so attendance lands on the wrong scheduled segment
Use AttendStar time-window validation or Eventleaf session-scoped schedule verification so each scan ties to the correct scheduled event.
Depending on manual identity matching during check-in windows
Use RSVPify attendee-record driven check-in so staff flows match live RSVP verification and avoid manual name lookup.
Overloading an event engagement workflow for payroll-grade labor compliance
Choose tools like RSVPify or Stova for attendance state tracking tied to RSVP conversion, and avoid assuming Hopin engagement participation signals replace time-and-attendance labor calculations.
Launching staff check-in without role-based governance for edits and exports
Use Cvent OnArrival role-based check-in configuration or Eventleaf role-based access limits so only the right staff can perform check-in actions and export attendance.
Under-configuring check-in rules for validation and participation handling
Configure Zoho Backstage validation rules per event schedule and keep PheedLoop participation rules maintained so administrators do not create inconsistent attendance outcomes.
How We Selected and Ranked These Tools
We evaluated AttendStar, RSVPify, Zoho Backstage, Cvent OnArrival, Bizzabo, Whova, Hopin, PheedLoop, Stova, and Eventleaf using feature coverage and ease of setup alongside value for day-to-day attendance operations. Features accounted for 40 percent of the scoring based on how each tool enforces correct segment attribution, supports session or RSVP-aligned check-in, and outputs attendance records for downstream reporting.
Ease and value each accounted for 30 percent based on how staff workflows reduce manual lookup and how rule configuration impacts real check-in throughput. AttendStar ranked highest because session-scoped check-in with enforced time windows records attendance against the correct scheduled event, which directly reduces cross-session misattribution risk.
Frequently Asked Questions About Attend Software
How do Microsoft Teams and Zoom-style meeting attendance needs map to AttendStar check-in windows?
Which tools treat attendance as RSVP status first, then derive check-in outcomes from it?
How does Zoho Backstage handle identity-linked provisioning for meeting check-ins?
What breaks if meeting badges must reflect session entitlements at the venue front desk?
When does session-based attendance reporting become audit-heavy in Bizzabo versus Whova?
Which tool is best suited for multi-session days where validation must write attendance per scheduled segment?
How do admin controls differ between Eventleaf and Cvent OnArrival for check-in staff?
What integration pattern is most direct for automation from attendance events into back-office systems?
Where does attendance data governance fall short when the goal is meeting-grade audit trails across actions?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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