Commissioned Research
Top 10 Best Learning Module Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Learning Module Software of 2026

Compare learning module software options for training teams. Includes a shortlist analysis of LearnUpon, Easygenerator, and Articulate 360.

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

Learning module software matters when training teams must author structured content, package modules for multiple cohorts, and track completions with reporting that fits existing data models. This comparison helps operators and technical evaluators weigh authoring workflow, LMS delivery mechanics, and integration fit, using a tool like LearnUpon as a reference point for what “module-first” execution can mean.

LearnUpon is the best pick for training teams that need governed enrollments and assignment-tied completion plus richer activity reporting, since its xAPI processing goes beyond completion-only tracking, whereas Easygenerator fits smaller teams that want visual, repeatable authoring with consistent LMS-ready publishing output.

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

LearnUpon

xAPI statement processing provides richer learning activity reporting than completion-only LMS tracking.

Best for: Fits when training teams need governed enrollment, completion tracking, and SCORM plus xAPI content reporting.

2

Easygenerator

Editor pick

Visual authoring for interactive learning blocks with consistent packaging output for LMS delivery.

Best for: Fits when training teams need visual authoring with repeatable releases and LMS-ready packaging.

3

Articulate 360

Editor pick

Integrated draft review with comments and project-managed versions inside Storyline and Rise.

Best for: Fits when training teams need interactive eLearning authoring plus review workflows without building custom authoring pipelines.

Comparison Table

1
LearnUponBest overall
enterprise
9.2/10
Overall
2
8.9/10
Overall
3
enterprise
8.7/10
Overall
4
8.5/10
Overall
5
8.3/10
Overall
6
enterprise
7.8/10
Overall
7
open-source
7.4/10
Overall
8
enterprise
7.0/10
Overall
9
6.8/10
Overall
10
6.5/10
Overall
#1

LearnUpon

enterprise

LMS for creating, organizing, and delivering structured learning content and modules.

9.2/10
Overall
Features9.2/10
Ease of Use9.1/10
Value9.3/10
Standout feature

xAPI statement processing provides richer learning activity reporting than completion-only LMS tracking.

LearnUpon delivers training delivery and learning management functions with course registration, completion tracking, and audit trails. It supports SCORM and xAPI ingestion for content delivery and learning record collection, then maps activity to learner completion and reporting views.

Admin workflows include role-based administration for enrolling users and managing training catalogs. Automation features focus on bulk enrollment and status changes tied to completion and due dates.

Pros
  • +Strong completion and reporting workflow tied to training assignments
  • +xAPI support supports detailed activity capture beyond SCORM completion
  • +Bulk enrollment and status operations reduce manual admin work
  • +Clean admin separation using RBAC for training management tasks
Cons
  • –SCORM packaging issues can require back-and-forth before publishing
  • –Prerequisite enforcement is limited when branching logic needs deep rules
  • –Advanced assessment design depends on external authoring or templates
  • –Complex governance across many sites needs careful admin role design
Use scenarios
  • Field training coordinators

    Assign mobile courses and track completion

    Centralized progress visibility

  • HR onboarding teams

    Assign role-based paths by cohort

    More consistent onboarding

Show 2 more scenarios
  • LMS administrators

    Run SCORM content delivery and reporting

    Standardized packaged e-learning

    Teams import packaged SCORM courses and track learner activity, completion, and assessment results.

  • Partner enablement managers

    Deliver courses to external audiences

    Trackable partner training

    Channel teams provide structured training access by partner audience and report trackable learner activity.

Best for: Fits when training teams need governed enrollment, completion tracking, and SCORM plus xAPI content reporting.

#2

Easygenerator

SMB

Cloud authoring platform for creating eLearning modules without desktop software.

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

Visual authoring for interactive learning blocks with consistent packaging output for LMS delivery.

Easygenerator creates interactive e-learning modules using a visual authoring workspace with drag-and-drop blocks for content, media, and interactions. It supports standards-based packaging so courses can be delivered through an LMS using common e-learning runtimes.

Assessment and certification workflows are built into module design so completion evidence can be reported to connected learning systems. Automation and publishing controls focus on versioned releases and consistent module behavior across updates.

Pros
  • +Visual authoring covers media, interactions, and branching without code
  • +Structured publishing reduces drift between draft and released module versions
  • +Course packaging supports LMS delivery for common learning runtimes
  • +Built-in assessments support practical compliance and onboarding checks
Cons
  • –SCORM support for advanced sequencing often needs workarounds
  • –Custom interaction requirements can hit limits versus developer-authored tools
  • –Complex content libraries require external discipline to stay consistent
  • –Automation depth depends on external system setup for reporting workflows
Use scenarios
  • L&D onboarding teams

    Build role-based onboarding modules with knowledge checks

    Consistent onboarding learning experience

  • Compliance training owners

    Update policy training with SME review workflows

    Republish updated policy training

Show 2 more scenarios
  • Product training teams

    Turn product expertise into interactive lessons

    Validated understanding through assessments

    Convert product knowledge into interactive questions learners can complete as part of training programs.

  • Self-paced learning operators

    Publish reusable on-demand training modules

    Reusable self-paced content library

    Package and release interactive modules through LMS training workflows for learners to access anytime.

Best for: Fits when training teams need visual authoring with repeatable releases and LMS-ready packaging.

#3

Articulate 360

enterprise

Suite for building interactive eLearning modules with Storyline and Rise.

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

Integrated draft review with comments and project-managed versions inside Storyline and Rise.

Articulate 360 pairs authoring and publishing tools that keep rapid course production in the same workspace as review and distribution. It is built around Storyline for interactive modules and Rise for faster web-based lessons, with publishing that targets common LMS playback using SCORM packages.

Review workflow supports comments on draft content and versioning through project management inside the authoring tools. Built-in accessibility checks and reusable assets help teams scale consistent learning content across onboarding and compliance tracks.

Pros
  • +Storyline timeline control supports branching logic and custom interactions
  • +Rise enables fast creation of responsive lessons with consistent styling
  • +Built-in draft review with commenting reduces back-and-forth cycles
  • +Accessibility checks flag common issues before publishing to SCORM output
Cons
  • –Advanced automation with external systems needs external tooling and integration work
  • –Collaboration across large design teams can strain review workflows
  • –Interactive SCORM behavior still depends on how activities collect data
  • –Complex learning path sequencing often requires LMS-side configuration
Use scenarios
  • Instructional designers

    Branching scenario learning with interactive paths

    Learner-specific decision paths

  • Course authors

    Responsive online lessons across devices

    Consistent device rendering

Show 2 more scenarios
  • Corporate onboarding teams

    Reusable onboarding modules with assessments

    Faster onboarding course production

    Create repeatable onboarding lessons using interactive content, quizzes, and reusable media assets.

  • Compliance training teams

    LMS-tracked policy modules with quizzes

    Trackable compliance completion

    Develop compliance scenarios and knowledge checks with SCORM packages for LMS tracking.

Best for: Fits when training teams need interactive eLearning authoring plus review workflows without building custom authoring pipelines.

#4

TalentLMS

SMB

Cloud LMS with course building, assessments, and modular employee training delivery.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

xAPI statement support captures learner activity that SCORM completion alone cannot represent.

TalentLMS supports SCORM 1.2 and SCORM 2004 content delivery, plus xAPI statement ingestion for tracking beyond packaged lessons. The assessment engine supports quiz creation, scoring, and completion rules that training ops can apply consistently across users. Course management includes learning paths, prerequisites, and cohort enrollment controls that reduce manual tracking in ongoing programs.

Pros
  • +SCORM 1.2 and SCORM 2004 playback supports common packaged training
  • +xAPI ingestion supports tracking beyond packaged lessons
  • +Cohort and class session management supports ILT and VILT scheduling
  • +Assessment engine supports quiz scoring with completion conditions
Cons
  • –Advanced custom learning sequences need governance and disciplined configuration
  • –Fine-grained authorization reporting can require extra admin process
  • –Deep LTI content workflow integration depends on external setup choices
  • –Extensive authoring customization is less flexible than dedicated authoring tools
Use scenarios
  • HR onboarding teams

    Staggered new-hire learning paths

    Lower manual follow-ups

  • Compliance training managers

    Recurring annual policy refresh

    Audit-ready completion views

Show 2 more scenarios
  • Sales enablement ops

    Skill checks after enablement

    Measurable readiness

    Run quizzes per module and track results against learning paths for each territory group.

  • Program managers

    ILT and VILT scheduling

    Fewer scheduling errors

    Manage class sessions, enroll learners, and tie attendance to course completion progress.

Best for: Fits when training teams need packaged course delivery, quizzes, and cohort governance without custom LMS development.

#5

Coassemble

SMB

Training creation platform for lessons, courses, and bite-sized learning modules.

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

Branching authoring that ties learner decisions to step-level assessments and scripted feedback.

Coassemble supports multi-step learning journeys with branching, checks for correct responses, and scripted feedback at specific interaction points. It fits teams that need learning experiences that go beyond linear screens and rely on tracked events for reporting into learning ecosystems. Collaboration features support shared authoring workflows, so instructional designers can iterate without rebuilding logic each review round.

Pros
  • +Interactive branching based on learner responses, with feedback per step
  • +Scenario-based modules that convert training requirements into measurable completions
  • +Authoring workflow supports iterative reviews without rewriting flow logic
  • +Event-level tracking supports reporting needs beyond linear completion
Cons
  • –Best outcomes require authoring interactive logic inside modules
  • –Large module logic trees can slow edits without a clear structure
  • –Deep LMS dependency can limit what module-side tracking can report
  • –Complex grading workflows may require careful design for consistency
Use scenarios
  • Instructional design teams

    Build scenario-based onboarding flows

    Fewer repeat trainings

  • Compliance training owners

    Run interactive compliance refreshers

    Improved learner accountability

Show 1 more scenario
  • Enablement teams

    Train role-specific decision skills

    Faster skill ramp

    Team members author role paths with assessments that validate correct actions.

Best for: Fits when training teams need scenario-driven modules with branching assessments and tight completion reporting.

#6

Lectora

enterprise

eLearning authoring software for interactive modules, assessments, and accessibility-focused content.

7.8/10
Overall
Features7.8/10
Ease of Use7.8/10
Value7.8/10
Standout feature

Event-driven interactivity design that supports complex page-level logic and assessment flows inside one authoring workflow.

Lectora from elblearning.com is a content authoring workflow built around high-control build steps for interactive training modules. It supports assembling reusable learning components and publishing finished packages for delivery in standard LMS environments.

Pros
  • +Interactive module authoring with fine-grained control over events and feedback
  • +Reusable component approach supports consistent training patterns
  • +Publishing workflow geared toward consistent runtime behavior across LMS setups
  • +Accessibility-oriented export options support compliance-minded teams
Cons
  • –Authoring workflow can feel heavy for small teams building only short assets
  • –Advanced interaction logic takes more design discipline than simpler editors
  • –Integration automation for external systems requires additional platform work
  • –Governance around source control and content review needs process ownership
Use scenarios
  • Instructional design and accessibility teams

    Build accessible interactive course modules

    More accessible learning content

  • Learning developers and instructional designers

    Create branching scenarios with assessments

    Learner practice guided decisions

Show 2 more scenarios
  • Training content production teams

    Publish interactive video lessons

    Interactive video modules shipped

    Combine video, audio, navigation, and questions into modules for interactive learner engagement.

  • LMS content teams across devices

    Develop responsive modules for varied screens

    Consistent course access

    Design modules with layouts intended to work across desktop and different learner device views.

Best for: Fits when training teams need controlled, interaction-heavy module builds with repeatable patterns across courses.

#7

Adapt Learning

open-source

Open-source framework for building responsive eLearning modules.

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

Rule-driven learner progression lets modules re-sequence content based on assessment outcomes.

Adapt Learning is a learning module software focused on adaptive delivery that turns content rules into per-learner sequencing decisions. The core capability centers on configuring learning paths, assessments, and progression logic so modules can respond to performance and mastery signals.

Pros
  • +Adaptive progression rules can gate what learners see next.
  • +Modular learning path configuration supports reusable training flows.
  • +Assessment-driven sequencing reduces manual intervention after completion.
  • +Launch and embed patterns fit training embedded in existing systems.
Cons
  • –Authoring and rule configuration require more technical discipline than basic modules.
  • –Advanced reporting needs integration to aggregate results across systems.
  • –SCORM packaging compatibility depends on how modules are built and launched.
  • –Complex prerequisite logic can be harder to validate at scale.
Use scenarios
  • Distributed training teams

    Provide responsive training on mobile devices

    Single experience across devices

  • L&D content developers

    Assemble reusable multi-module programs

    Less duplicated authoring

Show 2 more scenarios
  • Instructional designers

    Embed assessment interactions in modules

    Checks understanding in-course

    Designers combine content with questions and feedback tied to learning flow decisions.

  • Global localization teams

    Maintain translated course versions

    Simplified multilingual maintenance

    Organizations manage multilingual module content using repeatable course structures.

Best for: Fits when training teams need rule-based, adaptive module progression inside an existing LMS ecosystem.

#8

dominKnow | ONE

enterprise

Collaborative authoring suite for eLearning modules, software simulations, and responsive courses.

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

Booking-aware SCORM module state tracking that preserves learner position across sessions.

Training teams that need learning modules with controlled reuse across multiple audiences will find dominKnow | ONE a pragmatic fit.

Pros
  • +SCORM runtime features include bookmarking and completion state handling
  • +Assessment workflows cover item scoring and results reporting per learner
  • +Content lifecycle supports reuse of modules across multiple learning paths
  • +Reporting exports support operational review of completion and performance
Cons
  • –Automation and API surface are limited compared with larger LMS suites
  • –Governance across many authors needs more configuration discipline
  • –Deep learning experience customization depends on how modules are packaged
  • –Advanced learning analytics integrations require additional build effort
Use scenarios
  • E-learning production teams

    Build responsive lessons and interactions

    Reduced device-specific layout work

  • Learning technology teams

    Publish LMS-ready courses and assessments

    Deployable LMS reporting packages

Show 2 more scenarios
  • Compliance training teams

    Standardize policy modules with tracking

    Consistent tracked compliance training

    Produce repeatable lessons and assessments with monitored completion and recorded assessment outcomes.

  • Instructional designers

    Author animated interactive learning modules

    Interactive animated checkpoint lessons

    Create timeline-based scenes with animation, hotspots, and knowledge checks inside the module workflow.

Best for: Fits when teams distribute SCORM modules and want dependable completion and assessment tracking with exportable reports.

#9

Tovuti LMS

SMB

Learning platform with built-in course authoring, assessments, and learner tracking.

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

Program-driven training management that ties course assignments, completion milestones, and reporting into one operational workflow.

Tovuti LMS centers on training programs that bundle courses into structured learning paths with rules for enrollment and completion. Reporting spans learner progress, course outcomes, and training history, which supports audit-oriented operational reviews. Content delivery is built around SCORM runtime playback plus assessments and instructor-led class tracking for blended learning scenarios.

Pros
  • +Strong course and program management with assignment-based training workflows
  • +SCORM package delivery with progress and completion tracking for standard content
  • +Learner and admin reporting covers training history and completion status
  • +Automation supports enrollment and reminders for recurring compliance cycles
Cons
  • –Deep adaptive learning behavior is limited without additional customization
  • –Complex publishing governance can require disciplined content version handling
  • –Integration-driven extensions add operational overhead for admin teams
  • –Advanced assessment design can feel constrained versus specialized testing tools
Use scenarios
  • Compliance training teams

    Automate onboarding and annual renewals

    Lower manual tracking workload

  • Sales enablement teams

    Track course completion by cohort

    Clear readiness and completion metrics

Show 2 more scenarios
  • Customer education teams

    Deliver product training libraries

    More consistent training outcomes

    Reusable SCORM content plus learner history supports consistent education across customer roles.

  • HR training operations

    Run role-based onboarding tracks

    Faster onboarding compliance

    Role-based program assignment helps standardize onboarding sequences and track completion.

Best for: Fits when training teams need SCORM-based delivery, program assignment, and operational reporting.

#10

Gomo Learning

SMB

Cloud-based authoring tool for multi-device e-learning modules.

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

Module-to-track sequencing that updates downstream assignments based on completion and assessment outcomes.

Gomo Learning is a learning module software geared toward building short training experiences and packaging them for delivery inside learning tracks. It centers on module creation workflows, learner progress tracking, and content sequencing so training teams can publish onboarding and compliance tasks without rebuilding everything in an LMS.

Pros
  • +Fast workflow for creating and revising learning modules
  • +Completion and assessment results map cleanly to learning tracks
  • +Straightforward audience assignment for onboarding and recurring training
  • +Good visibility into who completed which modules
Cons
  • –Limited depth for advanced sequencing logic beyond standard track progression
  • –Integration coverage can require external support for SSO and LTI needs
  • –Content governance features like version rollback are not granular enough for teams
  • –Reporting is strongest for completion and weaker for deep interaction analytics
Use scenarios
  • Training operations teams

    Assemble tracks from reusable modules

    More consistent course delivery

  • Learning designers

    Build branching interactive video lessons

    Measures interaction beyond completion

Show 2 more scenarios
  • Global training teams

    Produce multilingual modules with variants

    Localized learning tracks

    Manage translated text and media variants with a structured authoring workflow.

  • HR onboarding teams

    Create role-based onboarding decision scenarios

    Improved readiness through practice

    Build branching onboarding lessons with interactive practice for role-specific employee training.

Best for: Fits when training teams need quick module authoring and track-based completion tracking without heavy LMS customization.

Conclusion

After evaluating 10 learning module software, LearnUpon 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
LearnUpon

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 Learning Module Software

How do Tovuti LMS and LearnUpon handle completion tracking and evidence when content supports different standards?
Tovuti LMS tracks completion and results through learning records tied to program assignment, then reports operational milestones. LearnUpon can ingest SCORM and xAPI and maps activity into completion and reporting views, so xAPI event detail can influence what appears in learner activity reports beyond completion status.
Which tool provides the most decision-based branching for interactive learning modules rather than just packaged playback?
Coassemble is built around interactive learning logic where authors branch on learner inputs and attach step-level assessments and feedback. TalentLMS can deliver SCORM packages and quizzes through course workflows, but branching logic comes from the packaged content rather than being authored as a first-class flow system.
When teams need rule-driven adaptive sequencing, how does Adapt Learning compare with module sequencing in Gomo Learning?
Adapt Learning configures learning paths, assessments, and progression rules so progression changes based on performance and mastery signals. Gomo Learning sequences modules into tracks and uses completion and assessment outcomes to update downstream assignments, but the progression mechanism is track-based rather than per-learner rule execution.
What integrations and data exchange options matter most when synchronizing learning activity with other systems?
TalentLMS supports configurable APIs and webhooks for synchronization, which is used to move cohort and learning events between systems. LearnUpon ingests SCORM and xAPI and then exposes learning record collection through its reporting views, which is a different integration shape than outbound webhooks for system-to-system sync.
How do Articulate 360 and Lectora support interactive authoring without a separate content authoring pipeline?
Articulate 360 keeps authoring and review in the same workspace by pairing Storyline for interactive modules with Rise for web-based lessons. Lectora focuses on high-control build steps for interaction-heavy modules, where complex assessment logic and event-driven interactivity are authored in a single workflow before publishing to LMS-ready packages.
Which approach best supports governed enrollment and audit trails for compliance training modules?
LearnUpon includes audit trails alongside course registration and completion tracking, so governance includes both status and recorded history. Tovuti LMS emphasizes role-based access and program assignment workflows, which supports compliance operations, but audit trail coverage is shaped around learning records and reporting rather than being positioned as the central governance artifact.
How does dominKnow | ONE compare with Tovuti LMS for preserving learner position across sessions in standard packages?
dominKnow | ONE is built for booking-aware module state tracking that preserves learner position across sessions using SCORM module runtime state behavior. Tovuti LMS tracks completion and results through learning records and program assignments, which helps operational reporting but does not focus on session-resume mechanics as the headline capability.
What breaks if a team needs advanced assessment logic and scripted feedback at the module level?
Coassemble supports branching authoring that ties learner decisions to step-level assessments and scripted feedback, so assessment logic follows the authored flow. If the workflow relies mainly on SCORM quiz playback in Tovuti LMS, assessment behavior is limited to what the SCORM package provides, which can reduce authoring-time control over decision branching compared with Coassemble’s module-first flow design.
Where does extensibility show up most clearly when adding custom workflows or content patterns?
Articulate 360 extends production through reusable assets and project-managed versions inside Storyline and Rise, which improves repeatable content releases. TalentLMS extensibility shows up via APIs and webhooks for automation and synchronization, which changes how enrollment and learning status changes are integrated into external workflow systems.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Learning Module Software

We see the biggest differences in how learning module software handles the lifecycle of module content: whether it stays version-consistent, can be rebuilt quickly, and produces dependable reports. Before you buy, compare the Export and Versioning controls, then confirm Tracking exports and Admin workflows match how your team actually updates learning modules.

Module export reliability

Why it matters

Module export reliability matters because authors need a consistent way to move modules between environments without breaking files or structure. When export is brittle, updates stall and learners hit missing media or broken navigation.

How to check

On the demo, export a sample learning module and immediately re-import it into a fresh workspace. Ask what breaks (assets, settings, progress) and whether the same learner view stays consistent.

Content versioning controls

Why it matters

Content versioning controls matter because teams frequently fix typos, swap media, and adjust activities without confusing past learners. Good versioning keeps older enrollments stable while new learners see the updated module.

How to check

Create a new version of the sample module, then enroll two test learners: one before and one after the update. Confirm who sees which version and whether analytics for each version remain attributable in reports.

Learning progress tracking exports

Why it matters

Learning progress tracking exports matter because stakeholders want evidence of completion and time-on-module that matches the module’s real activities. If exports are incomplete or delayed, you end up rebuilding reports manually.

How to check

Run a short session for a test learner, then export the progress report. Check whether it includes completion status, attempt history (if applicable), and timestamps or a clear progress timeline.

Update workflow for existing modules

Why it matters

Update workflow for existing modules matters because most “best” modules must evolve after launch. If updates require recreating from scratch, you’ll lose control of turnaround time and consistency.

How to check

Pick one component in the sample module (a page, media item, or quiz) and perform a small change. Time the path from change to publish and show whether you can preserve the rest without rework.

Role permissions and audit trail

Why it matters

Role permissions and audit trail matter because learning module teams split duties between authors, reviewers, and managers. Without clear permissions and logs, mistakes and overwrites become hard to trace and correct.

How to check

In the admin view, create at least two roles and try author vs. reviewer actions. Then verify you can view a history of key changes (publishes, edits, major updates) with who did what and when.

Red flags

  • Exports don’t re-import cleanly or media links break after a round trip.
  • A module update changes what existing learners see instead of only new learners.
  • Progress exports lack clear completion status or usable timestamps.

Fit by situation

  • If your team moves modules between environments often, prioritize module export reliability.
  • If you frequently update active learning modules, prioritize content versioning controls.
  • If reporting drives decisions, prioritize learning progress tracking exports.
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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