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Top 10 Best Training Database Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Training Database Software of 2026

Shortlist training database software with a review-style roundup of tools for learning teams, covering fit, features, and key tradeoffs.

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

Training database software determines how L&D stores learner history, compliance status, and certification evidence in a governed data model tied to roles and reporting workflows. This comparison helps operations and technical evaluators weigh centralized learning record stores, RBAC and audit log coverage, and API and automation fit before standardizing training record management across teams and systems like Tovuti LMS.

Litmos is the best pick for L&D teams running ILT-heavy programs because its session roster management tracks each learner’s assignment status and attendance, making compliant training administration and reporting straightforward, whereas TalentLMS fits mid-size teams that want completion-based certificates with rules tied to learner 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

Litmos

Session roster management with per-learner attendance and assignment status updates for ILT-heavy programs.

Best for: Fits when L&D teams need strong training administration and reporting across ILT and scheduled assignments.

2

TalentLMS

Editor pick

Certificates generate from course completion rules, including custom fields tied to the learner record.

Best for: Fits when mid-size teams need repeatable compliance training tracking with exportable learner transcripts.

3

Moodle

Editor pick

Plugin architecture and REST web services allow custom training record schemas around course, completion, and grading data.

Best for: Fits when teams need an LMS-backed training record with API and plugin-driven competency logic.

Comparison Table

1
LitmosBest overall
enterprise
9.3/10
Overall
2
8.9/10
Overall
3
open-source
8.6/10
Overall
4
8.4/10
Overall
5
8.0/10
Overall
6
enterprise
7.7/10
Overall
7
7.4/10
Overall
8
7.1/10
Overall
9
enterprise
6.9/10
Overall
10
6.5/10
Overall
#1

Litmos

enterprise

Corporate LMS with compliance training tracking and certification management databases.

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

Session roster management with per-learner attendance and assignment status updates for ILT-heavy programs.

Litmos provides an end-to-end training record approach with course assignments, ILT session rosters, and transcript-style export so managers can verify who completed what and when. The product includes certificate generation tied to completion events and recurring reporting that supports training matrix reviews. It also offers role-based assignment options that reduce manual admin work when curricula differ by job family.

A key tradeoff is that complex competency models and deep assessment workflows can require heavier configuration than training catalog and session management. Litmos fits best when teams need dependable administrative tracking across blended learning formats and multiple departments, such as onboarding plus ongoing annual training.

Pros
  • +ILT session roster management with enrollment-level tracking
  • +Certificate generation tied to completion events
  • +Training transcript export for downstream HR processes
  • +Role-based assignment options reduce manual curriculum routing
Cons
  • –Deeper competency and rubric workflows need extra setup effort
  • –Integration mapping can add governance work for large orgs
  • –Advanced reporting often requires careful configuration of fields
  • –Some assessment customization depends on how content is authored
Use scenarios
  • HR operations teams

    Onboarding assignments with transcript exports

    Faster onboarding compliance checks

  • Compliance managers

    Annual training expiration monitoring

    Reduced lapse risk

Show 2 more scenarios
  • Learning program managers

    Blended programs with ILT rosters

    Cleaner program documentation

    Tracks scheduled sessions and links completion records to certificates and reporting.

  • IT and HR integration teams

    Roster and status synchronization

    Less manual data entry

    Uses integration interfaces to move enrollment and completion data between systems.

Best for: Fits when L&D teams need strong training administration and reporting across ILT and scheduled assignments.

#2

TalentLMS

SMB

Cloud LMS with built-in training tracking, course databases, and user progress analytics.

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

Certificates generate from course completion rules, including custom fields tied to the learner record.

TalentLMS provides a centralized training catalog where courses, assignments, and completion states sit in one record, which reduces the manual handoff between ILT rosters, course tracking, and reporting. The system supports bulk assignment and scheduled reminders, and it generates completion certificates for learners upon meeting course requirements. Reporting includes training transcript export and filters by user, course, and date ranges to support regulatory training alignment without custom reporting tools.

A key tradeoff is that competency mapping and training matrix style reporting require a deliberate configuration of custom fields and assignment logic rather than a native, multi-dimensional competency schema. TalentLMS works well when training teams need repeatable onboarding, recurring policy refreshers, and department-level tracking with moderate integration demands.

Pros
  • +Bulk course assignment with built-in reminders reduces admin workload
  • +SCORM course delivery keeps existing eLearning assets usable
  • +Role-based permissions control who can manage content and enroll users
  • +Training transcript export supports document handoff to auditors
Cons
  • –Competency and matrix reporting needs configuration using custom fields
  • –Advanced xAPI-style activity capture requires add-on or separate design work
Use scenarios
  • L&D operations teams

    Recurring policy training with exports

    Faster audit packet assembly

  • HR compliance managers

    Regulatory training roster tracking

    Lower training chase time

Show 1 more scenario
  • Sales enablement teams

    Onboarding curriculum with prerequisites

    More consistent onboarding coverage

    Course prerequisites and assignment sequences guide new hires through role-specific training.

Best for: Fits when mid-size teams need repeatable compliance training tracking with exportable learner transcripts.

#3

Moodle

open-source

Open-source learning platform with configurable course databases and training record management.

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

Plugin architecture and REST web services allow custom training record schemas around course, completion, and grading data.

Moodle is an open-source LMS that can act as a training database when the organization needs courses, enrollments, and completion records stored in one place. Core capabilities include activity completion tracking, role-based access for course and system permissions, and integration paths through REST web services and supported LTI and SCORM packaging.

Training history can be exported from grade and activity-related data, which supports transcript-style workflows for ILT and blended programs. Moodle’s extensibility via plugins lets teams add competency rubrics, roster workflows, and custom reporting logic around stored learning events.

Pros
  • +Activity completion and gradebook data provide a consistent training record backbone.
  • +Role-based access controls separate admin, teacher, and learner responsibilities.
  • +REST web services support integration with HR systems and training intake tooling.
  • +SCORM import and tracking provide standardized course record capture.
Cons
  • –Training database rigor for compliance often depends on custom reports and plugins.
  • –API coverage for every training event requires careful mapping and implementation.
  • –Competency matrix workflows typically need add-ons or bespoke grading structures.
  • –Operational overhead increases with multi-site or multi-tenant governance patterns.
Use scenarios
  • Apprenticeship training providers

    Manage cohorts, assessments, and learner records

    Coordinated training delivery

  • Corporate learning and development teams

    Deliver courses and track completions

    Structured employee training records

Show 2 more scenarios
  • Universities and training organizations

    Run mixed online and classroom activities

    Shared structure for blended learning

    Programs combine discussions, assignments, and assessments in one course environment with completion outcomes tracked centrally.

  • Education and assessment teams

    Deliver repeatable online exams

    Repeatable exam delivery

    Instructors build timed quizzes with reusable questions, randomized selection rules, and automated grading.

Best for: Fits when teams need an LMS-backed training record with API and plugin-driven competency logic.

#4

Cornerstone OnDemand

enterprise

Enterprise learning and talent management platform with a centralized training records database.

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

Role-based curriculum mapping with configurable competency structures linked to certification expiry workflows in the same administration model.

Cornerstone OnDemand combines learning management workflows with enterprise training recordkeeping under one administrative surface. It supports competency-focused curriculum mapping, certification and expiry tracking, and transcript and report exports from governed training assignments.

Pros
  • +Strong competency and certification workflows tied to assignable curriculum
  • +Governed audit logs support traceability across training status changes
  • +Extensive integration surface for syncing learning events and rosters
  • +Transcript and report exports support training hours and compliance reporting
Cons
  • –Deep configuration requires governance discipline across roles, groups, and workflows
  • –Some advanced reporting requires careful data mapping across integrated systems
  • –Automation buildouts can demand developer support for complex API use cases
  • –Offline and roster sync scenarios often need integration design work
Use scenarios
  • Training coordinators and instructors

    Record enrollment, attendance, and completion

    Consolidated session completion records

  • Compliance and training teams

    Track mandatory training and acknowledgements

    Audit-ready compliance evidence

Show 2 more scenarios
  • Learning and HR administrators

    Assign curricula by job role

    Role-aligned training assignments

    Administrators map learning requirements to roles and distribute training assignments based on organizational rules.

  • Certification and compliance administrators

    Manage renewals and recurring obligations

    Visible certification and renewal status

    Teams monitor certification status and renewal cycles with assessment tracking tied to governed requirements.

Best for: Fits when L&D needs competency mapping and certification expiry monitoring with governed audit history across tenants.

#5

Tovuti LMS

SMB

LMS with built-in course authoring, training record management, and gamified learning paths.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

Role-driven certification expiry monitoring that can trigger reassignment workflows and learner notifications.

Tovuti LMS functions as a training database by storing course assignments, status changes, and transcript activity tied to each learner record. Course delivery supports SCORM content so completion states can be captured per module, which helps when training history must be exportable. Instructor-led training tracking covers session rosters and attendance management, which reduces the need to maintain separate spreadsheets for ILT scheduling and records. Reporting output includes training matrix style views for aggregating completion across roles and locations.

Pros
  • +SCORM delivery records completion details for training history exports
  • +ILT rosters and attendance tracking reduce manual attendance reconciliation
  • +Certification workflows support expiry-driven reminders and reassignment
  • +Audit logs capture admin actions for training assignment governance
Cons
  • –Competency reporting needs configuration discipline across roles and curricula
  • –Advanced automation often depends on disciplined templates and scheduled jobs
Use scenarios
  • Regulatory training owners

    Track expiring certifications and retraining

    Reduced expired training exposure

  • Corporate learning admins

    Manage mixed SCORM and ILT programs

    Cleaner blended learning records

Show 2 more scenarios
  • Compliance and training coordinators

    Export audit logs and training transcripts

    Faster internal audits

    Audit-ready training logs support review of assignment changes and learning progress over time.

  • Multi-entity HR teams

    Partition training by business unit

    Lower cross-entity reporting noise

    Multi-tenant training partitioning keeps learner records and course assignments separated by entity.

Best for: Fits when L&D must manage ILT attendance plus SCORM completions with expiry-based certification tracking.

#6

Docebo

enterprise

Cloud-based LMS with AI-powered learning content management and training record tracking.

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

Competency management tied to role requirements enables skill gap reporting that updates based on assignment completion events.

Docebo manages training records linked to learning delivery workflows and produces completion-focused reporting for audits and internal oversight.

Pros
  • +Competency mapping supports role-based training progress views
  • +API supports automation for assignments, status syncing, and data exchange
  • +Audit-oriented activity trails help operational troubleshooting and oversight
  • +Multi-tenant partitioning supports separated training operations
Cons
  • –Competency rollout requires careful data cleanup and governance
  • –Advanced training matrix reporting depends on correct course and assignment setup
  • –Deep reporting often needs configuration to match audit and HR taxonomies
  • –Instructor roster workflows need process design across integrations
Use scenarios
  • Compliance and safety administrators

    Assign recurring role-based training

    Clear compliance status

  • Enterprise video learning teams

    Track viewing and assessment progress

    Measurable video training records

Show 2 more scenarios
  • Corporate trainers and program managers

    Coordinate blended delivery workflows

    Single blended learning workflow

    Trainers combine classroom activities and self-paced content with prerequisites and completion tracking in one program.

  • Contact center training teams

    Build readiness paths from onboarding

    Validated agent readiness

    Teams combine onboarding courses, assessments, certifications, and reinforcement activities to validate agent readiness.

Best for: Fits when L&D teams need API-led automation and competency-driven training tracking across multiple business units.

#7

ProProfs Training Maker

SMB

Online training software with course creation, learner databases, and compliance reporting tools.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Certificate generation is tied directly to completion events to keep recurring documentation consistent across cohorts.

ProProfs Training Maker serves organizations that need a training history database with reporting for assigned learning activities and admin-controlled curricula. It supports course and certification workflows with completion tracking and certificate generation for recurring compliance programs.

Pros
  • +Built-in course assignment and completion tracking for learner audit trails
  • +Certificate generation tied to completion workflows for consistent documentation
  • +Training transcript export supports records portability for audits
  • +Training matrix reporting helps managers view coverage by learner and course
Cons
  • –Automation and API surface are limited for complex provisioning and data sync
  • –Competency mapping and rubric-based assessments require extra configuration
  • –Multi-system training event capture is not designed as an xAPI-first store
  • –Role governance depth like granular RBAC and audit log controls is not extensive
Use scenarios
  • Training coordinators and department managers

    Maintain role-based training matrices

    Role-specific training status

  • Safety managers and operations teams

    Trigger recurring safety retraining reminders

    Visible safety retraining completion

Show 2 more scenarios
  • HR, compliance, and policy owners

    Schedule annual policy refreshers

    Up-to-date policy completion records

    Teams schedule recurring policy training with quizzes and store completion and scored knowledge-check results.

  • Safety and compliance teams

    Track renewals and issue certificates

    Clear expiring credential view

    Safety and compliance teams record training completion, issue certificates, and track renewal requirements.

Best for: Fits when L&D teams need course-and-certificate tracking with exportable training history for audits and manager reporting.

#8

LearnUpon

SMB

LMS designed for multi-audience training delivery with centralized learning record stores.

7.1/10
Overall
Features7.1/10
Ease of Use7.1/10
Value7.1/10
Standout feature

Certification renewal automation that reassigns and tracks expiring credentials inside structured training workflows.

LearnUpon focuses on training records with structured administration for L&D and compliance workflows. It delivers SCORM recordkeeping, instructor-led session tracking with attendance and roster support, and competency and certification workflows that link learning to governance.

Pros
  • +Instructor-led session rosters with attendance capture and training history retention
  • +SCORM-compliant recordkeeping with completion and attempt tracking for courses
  • +Renewal workflows for certification expiry and re-assignment cycles
  • +Audit-friendly training transcript export for external documentation needs
Cons
  • –Complex competency mapping requires careful configuration to avoid reporting mismatches
  • –API coverage and automation depth can depend on connected integrations and custom flows
  • –Multi-workspace administration can become time-consuming without clear tenant partitioning
  • –Advanced reporting often needs pre-modeled structures rather than ad hoc pivots
Use scenarios
  • Compliance, governance, and regulated training teams

    Run recurring courses with due dates

    Centralized compliance evidence

  • Training operations and audit teams

    Centralize course and completion histories

    Consistent workforce training view

Show 2 more scenarios
  • Partner enablement and channel teams

    Deliver structured partner education

    Trackable partner education

    Teams provide audience-specific access for partners and track learner activity tied to course completion records.

  • HR, learning, and employee training teams

    Onboard cohorts with role-based learning paths

    Consistent onboarding completion records

    Teams assign role-based courses and learning paths to new employees and monitor completion by cohort.

Best for: Fits when L&D teams need instructor-led tracking plus credential expiry and competency-linked reporting.

#9

Bridge

enterprise

Employee development platform with training databases for learning, performance, and skill tracking.

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

API-driven event ingestion that turns external completion signals into exportable training history.

Bridge records and manages training data for compliance-minded teams that need more than attendance logs. It connects structured training events to competency, certification, and transcript-ready outputs for downstream reporting.

Pros
  • +API-first integration for rosters, completion events, and metadata sync
  • +Configurable workflow automation reduces manual tracking steps
  • +Transcript-style exports support training history and reporting needs
  • +Administrative controls for managing user workflows and permissions
Cons
  • –Competency configuration takes careful mapping to avoid reporting gaps
  • –Audit trail depth depends on how events are ingested and recorded
  • –Complex prerequisite chains require disciplined setup and data hygiene
Use scenarios
  • Healthcare learning and compliance teams

    Coordinate clinical onboarding and compliance

    Auditable completion records

  • Training administrators and compliance teams

    Consolidate renewal documentation

    Easier renewal document reviews

Show 2 more scenarios
  • HR, L&D, and operations teams

    Assign onboarding tasks by stage

    Visible onboarding progress ownership

    Teams assign learning paths and operational tasks based on roles, teams, or onboarding stages and track progress.

  • HR teams, managers, and employees

    Track career journeys with checkpoints

    Progress checkpoints for roles

    Teams connect next-role steps, recurring check-ins, assessments, and recommended development work to learning history.

Best for: Fits when L&D teams need integration-driven training records with automated updates across HR or LMS systems.

#10

SkyPrep

SMB

Training management platform with course databases, assessment tracking, and reporting tools.

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

Certification expiry monitoring that updates learner training status directly in the training record workflow.

SkyPrep is a training database system that focuses on structured learning records and workflowed training tracking. It supports competency matrices, certifications with expiry monitoring, and instructor-led session rosters, which fits regulated and internal training programs.

Pros
  • +Certification expiry monitoring tied to learner records
  • +Competency matrix mapping with training history traceability
  • +Instructor-led session roster management for ILT attendance tracking
  • +Transcript-style export supports external recordkeeping workflows
Cons
  • –Deeper governance requires deliberate setup of mappings and access rules
  • –API-based automation coverage feels narrower than category leaders
  • –Offline sync and multi-tenant partitioning are not its strongest differentiators
  • –Complex curriculum prerequisite chaining needs careful configuration
Use scenarios
  • Operations and workforce training managers

    Enable offline completion for frontline learners

    Completion across multiple locations

  • Training managers in multi-location organizations

    Segment access and assignments by site

    Consistent training requirement oversight

Show 2 more scenarios
  • Corporate trainers and program coordinators

    Connect live sessions with self-paced progress

    Connected cohort participation

    Teams run blended cohort programs by linking scheduled live sessions, attendance, and self-paced course completion.

  • Commercial training providers and instructors

    Manage blended course catalogs and enrollment

    Maintained learner training histories

    Providers coordinate course catalogs, enrollments, schedules, attendance, assessments, and learner training histories.

Best for: Fits when L&D teams need structured training records with expiry and competency tracking.

Conclusion

After evaluating 10 training database software, Litmos 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
Litmos

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 Training Database Software

How does Cornerstone OnDemand handle competency mapping tied to certification expiry workflows?
Cornerstone OnDemand links role-based curriculum mapping to certification and expiry tracking within the same administrative model. The platform uses governed training assignments so certification renewal triggers follow the competency structure rather than only completion events.
Which tools support REST web services or API-driven event ingestion for rosters and completion signals?
Bridge supports API-driven event ingestion that converts external completion signals into exportable training history. Docebo also centers automation on API-led extensibility for cross-system assignment flows. Moodle offers REST web services to support integrations that move learning and completion data.
What breaks if training history exports are missing audit log retention for regulated records?
Cornerstone OnDemand and Tovuti LMS both provide audit logging for training changes and assignments, which is required when HR or compliance teams challenge historical accuracy. Without audit-ready traceability, certification expiry monitoring and transcript-style exports become difficult to defend during regulatory reviews.
How does LearnUpon manage certification renewal and reassignment when credentials expire?
LearnUpon uses renewal logic that links expiring credentials to structured training workflows. The workflow can reassign training and track the expiring credential status through subsequent completion and certification steps.
When should an L&D team choose Litmos session roster management over a course-only completion tracker?
Litmos is a stronger fit when ILT-heavy programs require per-learner attendance and assignment status updates on session rosters. A course-only tracker often records completion but lacks ILT roster mechanics needed for instructor-led schedules.
How does TalentLMS generate certificates from course completion rules using custom learner fields?
TalentLMS generates certificates based on course completion rules rather than generic completion flags. The certificate logic can pull in custom fields tied to the learner record, which helps produce consistent recurring compliance outputs.
What data migration approach works best for moving training records into Moodle with activity completion history?
Moodle can accept training records through its integration paths such as REST web services and through standard package formats used for learning delivery. Export and transcript-style workflows can then rebuild training history using activity-related data stored in Moodle’s grade and completion records.
How do multi-tenant admin controls differ between Tovuti LMS and Cornerstone OnDemand?
Tovuti LMS provides multi-tenant partitioning with role-based access and audit logging for training changes and assignments. Cornerstone OnDemand applies multi-tenant governance through RBAC and audit-oriented logging under a competency-focused administration surface.
Which tool handles expiry monitoring by updating learner training status directly inside the training record workflow?
SkyPrep updates learner training status through its certification expiry monitoring inside the structured training record workflow. This behavior supports internal programs that treat renewal status as a record state rather than only a notification.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Training Database Software

We separate training database options by whether they store the right training facts in a usable data model and keep them current through import, export, and automation. If you care about audit log retention and API automation depth, you’ll feel the difference during setup and day-to-day changes.

Training record data model flexibility

Why it matters

Training record data model flexibility determines whether your database can represent how your programs actually work, including multiple activities per learner and how completions are stored. If the model is rigid, you’ll end up shoehorning fields or losing history.

How to check

In a demo, ask to model two different programs with different requirements and show how learner completion is recorded. Then export a learner’s training history and verify the fields and relationships stay consistent and readable.

API and automation surface depth

Why it matters

API and automation surface depth is what keeps the training database from becoming a spreadsheet workflow. When the API is broad enough, you can automate provisioning, syncs, and updates without manual cleanup.

How to check

Ask for an API walkthrough that covers creating learners, adding training items, recording completions, and exporting reports. In the UI, look for workflow rules or webhook-style triggers tied to completion or enrollment events.

Import/export formats and control

Why it matters

Import/export control decides whether you can correct errors quickly and keep your source-of-truth systems aligned. Strong formats reduce rework when the training roster or curricula changes.

How to check

Request a sample import for learners and completions, then try a re-import that updates existing records. Verify exports include the identifiers you use internally and that you can filter by program, date range, and status.

Audit log and retention for changes

Why it matters

Audit log retention for changes matters when training data must be defensible and troubleshootable. If updates are opaque, you’ll struggle to explain what changed, when, and by whom.

How to check

In a demo, change a completion status and then locate the audit trail entry. Ask how long audit records are retained and whether the log captures field-level changes.

RBAC roles and admin governance

Why it matters

RBAC roles and admin governance prevents accidental edits and supports separation of duties for training coordinators vs. managers. Governance also affects how confidently you can delegate data maintenance.

How to check

Check whether you can define roles that limit who can manage learners, curricula, and completion records. Try creating a test user with restricted permissions and confirm what actions are blocked.

Validation and error handling workflows

Why it matters

Validation and error handling workflows protect data quality when uploads fail or source records don’t match. Better workflows reduce the time spent fixing partial imports and inconsistent completions.

How to check

During import, introduce an obvious mismatch (like an unknown learner ID) and observe how the system reports it. Confirm whether you can correct and re-run without duplicating records.

Red flags

  • Completions export without the internal identifiers we need to reconcile records
  • Audit log shows events, but not what fields changed or who made the change
  • Imports silently update or duplicate learners, forcing manual cleanup

Fit by situation

  • If we frequently correct completions after upload, prioritize import/export control and validation workflows
  • If we need system-to-system syncing with minimal manual steps, prioritize API and automation surface depth
  • If multiple teams update training records, prioritize RBAC roles and admin governance
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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