Commissioned Research
Top 10 Best Competency Tracking Software of 2026

GITNUXSOFTWARE REVIEW

HR & Leadership

Top 10 Best Competency Tracking Software of 2026

Editorial roundup comparing competency tracking software options for HR and talent teams, including Avilar WebMentor Skills and fit 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

Agents extract product evidence with provenance, then collect written reviews and 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

Competency tracking software matters because skills and certifications only become auditable workforce data when they live in a defined data model with controlled provisioning, permissions, and reporting. This comparison helps HR and L&D teams weigh integration and automation depth, including how platforms connect to learning and talent systems, handle proficiency schemas, and sustain audit log visibility for workforce readiness decisions.

Avilar WebMentor Skills is the best pick for HR teams running structured competency assessments with evidence and dashboards, because its evidence-portfolio capture ties each rating to the specific artifacts behind it, whereas Workday Talent Management is a strong alternative for enterprise HR orgs since competency outcomes can flow into talent reviews, development, and governance.

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

Avilar WebMentor Skills

Evidence portfolio capture ties each competency rating to attached artifacts for traceable assessment context.

Best for: Fits when HR teams need structured competency assessments with evidence and dashboard visibility.

2

Skills Base

Editor pick

Evidence-linked competency review workflows that connect rubric ratings to competency evidence artifacts.

Best for: Fits when HR teams need repeatable competency reviews with evidence capture and clear role mapping.

3

Workday Talent Management

Editor pick

Talent review workflows reuse competency frameworks so assessment outcomes propagate into development and mobility decisions.

Best for: Fits when Workday HR customers need competency tracking that feeds talent reviews and development actions under strong governance.

Comparison Table

1
9.3/10
Overall
2
8.9/10
Overall
3
8.6/10
Overall
4
enterprise
8.3/10
Overall
5
enterprise
8.1/10
Overall
6
enterprise
7.7/10
Overall
7
7.5/10
Overall
8
enterprise
7.2/10
Overall
9
6.8/10
Overall
10
enterprise
6.5/10
Overall
#1

Avilar WebMentor Skills

SMB

Competency management and skills tracking software integrated with learning and development workflows.

9.3/10
Overall
Features9.0/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Evidence portfolio capture ties each competency rating to attached artifacts for traceable assessment context.

Avilar WebMentor Skills organizes competency tracking around role-based competency frameworks, with configurable job family competency profiles and proficiency levels that drive assessments. Evaluations can include self-assessment inputs and manager attestation steps, plus evidence portfolio attachments that link observations to specific competency statements. Competency dashboards aggregate results into skills heatmaps and role-readiness style reporting for ongoing competency gap analysis.

A key tradeoff is that getting clean results depends on building consistent skills taxonomy and rubric calibration before running large 360-degree competency reviews. It fits best when HR or talent teams need a repeatable competency assessment cycle across many job roles and want audit-friendly records tied to each evaluation event.

Pros
  • +Configurable proficiency rubrics align assessments to role expectations
  • +Evidence attachments connect competency ratings to specific artifacts
  • +Dashboards and heatmaps speed review of skills distribution
  • +Role-based access controls support multi-stakeholder assessment flows
Cons
  • –Competency taxonomy setup effort increases with job family complexity
  • –Advanced workflows require administrator-level configuration familiarity
Use scenarios
  • HR talent operations teams

    Run recurring manager attestation

    Faster competency assessment cycles

  • L&D program owners

    Target learning to competency gaps

    Higher role readiness focus

Show 2 more scenarios
  • Department heads

    Review role-readiness at scale

    Clearer staffing and development decisions

    Leaders use competency dashboards and heatmaps to spot gaps by team and job family.

  • Internal compliance stakeholders

    Maintain traceable assessment records

    More defensible competency outcomes

    Stakeholders review evidence-linked ratings to support consistent governance of competency decisions.

Best for: Fits when HR teams need structured competency assessments with evidence and dashboard visibility.

#2

Skills Base

SMB

Skills management software for tracking employee skills, competency levels, and gaps.

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

Evidence-linked competency review workflows that connect rubric ratings to competency evidence artifacts.

Skills Base supports competency tracking by storing skills, mapping them to roles, and running assessment cycles for managers and employees. It includes a competency matrix and skills gap reporting view that helps teams translate proficiency rubrics into role-readiness signals.

Skills Base also supports evidence capture and review workflows that connect assessments to recorded artifacts. Admin configuration focuses on role-based competency framework setup, permissions, and managing ongoing competency status across review periods.

Pros
  • +Role mapping and competency dashboards tie assessments to job expectations
  • +Evidence capture links competency judgments to recorded artifacts
  • +Competency gap reporting turns rubric ratings into actionable summaries
  • +Review workflows support both employee self-assessment and manager attestation
Cons
  • –Deeper automation depends on configuration discipline for competency frameworks
  • –API and integration details are less central than UI workflows in documentation
Use scenarios
  • HR and learning teams

    Build role competency frameworks with rubrics

    Consistent competency model

  • Compliance-focused organizations

    Track CPD submissions and approval routing

    Structured development records

Show 2 more scenarios
  • People managers and talent teams

    Run evidence-based competency reviews

    Traceable evaluations

    Use rubrics and evidence attachments in manager review paths to support traceable proficiency ratings.

  • Talent and workforce planning

    Spot internal mobility readiness gaps

    Better mobility visibility

    Compare employee skills against role requirements to identify readiness and transferable capability gaps.

Best for: Fits when HR teams need repeatable competency reviews with evidence capture and clear role mapping.

#3

Workday Talent Management

enterprise

Workday Talent Management connects employee development plans with skills, goals, performance, and succession data.

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

Talent review workflows reuse competency frameworks so assessment outcomes propagate into development and mobility decisions.

Workday Talent Management handles competency management as part of an end-to-end workflow, not a standalone matrix editor. Competencies can be associated to job families and roles, then reused across assessment and talent review steps so the same framework drives multiple HR processes. The integration depth within the Workday ecosystem reduces data duplication when competency evidence and evaluation outcomes need to follow employees through succession, development planning, and related reviews.

A key tradeoff is that competency tracking depth depends on Workday’s configuration and the adoption of the surrounding talent workflows, since competency worklists and review moments are orchestrated through the platform’s larger process engine. A strong usage situation is organizations that already run Workday for HR and want competency signals to feed manager attestation, development actions, and mobility decisions with consistent governance.

Pros
  • +Competencies reuse across talent reviews and development workflows
  • +Admin governance and audit trails for competency and assessment changes
  • +Workday HR data alignment reduces duplicate competency records
  • +API and integration surface supports cross-system talent automation
Cons
  • –Setup complexity increases when competency frameworks and review cycles vary by org
  • –Some standalone competency-matrix workflows feel less flexible than specialist tools
Use scenarios
  • Enterprise HR operations teams

    Standardize competencies across job families

    Fewer mismatched competency definitions

  • Talent management teams

    Run scheduled competency assessment cycles

    Repeatable assessment outcomes

Show 1 more scenario
  • HRIS integration teams

    Sync competency signals to other systems

    Less manual data handling

    APIs support data exchange so competency scores can inform downstream HR and learning steps.

Best for: Fits when Workday HR customers need competency tracking that feeds talent reviews and development actions under strong governance.

#4

AG5

enterprise

Skills matrix software for tracking workforce competencies, certifications, and compliance.

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

Manager attestation workflow ties evaluator inputs to competency outcomes inside one assessment cycle.

AG5 provides competency tracking focused on structuring skills and running recurring assessments across roles. It supports a competency framework workflow that maps competencies to job contexts and collects evidence tied to proficiency levels.

Pros
  • +Competency mapping connects competencies to roles for consistent assessment contexts
  • +Evidence capture ties assessor notes to specific proficiency expectations
  • +Recurring review workflow supports manager attestation steps in the cycle
  • +Competency reporting surfaces gap and role-readiness indicators from stored assessments
Cons
  • –Framework change management can become manual when many roles share competencies
  • –API and automation depth for external HRIS synchronization is limited versus top integration-focused tools
Use scenarios
  • HR and talent teams

    Map competencies to job roles

    Consistent competency requirements

  • HR assessment administrators

    Calibrate assessor ratings with evidence

    More consistent ratings

Show 2 more scenarios
  • HR teams and managers

    Conduct recurring competency assessments

    Repeatable assessments

    Organize employee and manager evaluations using shared scales, rubrics, and evidence notes.

  • Workforce planning teams

    Assess role readiness using competency results

    Structured readiness basis

    Use role-based competency outputs to review alignment to role expectations and development needs.

Best for: Fits when mid-size organizations need structured competency assessments with role mapping and review workflows.

#5

Glowbl

enterprise

Skills and competency management software for mapping capability, proficiency, and workforce readiness.

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

Evidence-linked competency assessments connect manager input to supporting artifacts per role expectation.

Glowbl is a strong fit for organizations that need a repeatable competency assessment cycle tied to job roles, including manager-facing updates and structured proficiency scoring. The product’s core workflow emphasizes role-based competency mapping, evidence capture, and review visibility through competency dashboards and gap reporting. This structure makes it easier to turn skills inventory changes into role-readiness reporting without rebuilding spreadsheets each cycle.

Pros
  • +Role-based competency mapping keeps skills aligned to job expectations
  • +Competency dashboards support routine gap reporting across assessment cycles
  • +Evidence handling links assessments to supporting artifacts for reviews
  • +Structured proficiency scoring improves consistency across manager attestations
Cons
  • –Integration depth can lag behind HRIS and LMS complexity in large landscapes
  • –Automation coverage depends on available API and workflow hooks for your setup
Use scenarios
  • HR operations teams

    Run recurring competency assessment cycles

    Faster competency reviews

  • Talent mobility teams

    Compare readiness across job families

    Clearer mobility decisions

Show 1 more scenario
  • Learning and development teams

    Plan development from competency gaps

    More targeted development

    Competency reporting highlights where proficiency shortfalls should drive learning assignments.

Best for: Fits when role-linked assessments and evidence tracking must run on a repeating calendar.

#6

Degreed

enterprise

Skills and competency tracking platform that maps workforce capabilities to business goals.

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

Evidence portfolio views tie learning and content consumption to competency assessments for manager-ready review cycles.

Degreed ties learning content and skills signals into an organization-wide competency tracking workflow. It ingests evidence through integrations with HRIS and learning sources, then organizes that material into competency views for managers and employees.

Pros
  • +Evidence-linked competency dashboards connect learning activity to proficiency context
  • +Framework mapping supports consistent skills taxonomy across job roles
  • +Integration breadth reduces manual data entry for competency evidence
  • +Review workflows support manager attestation tied to collected evidence
Cons
  • –Competency framework import and mapping require careful upfront governance
  • –Granular assessment design options can feel constrained versus purpose-built assessment tools
Use scenarios
  • Talent management leaders

    Map roles to competency frameworks

    Aligned skills and roles

  • Leadership development teams

    Track leadership skills from learning resources

    Consolidated leadership view

Show 2 more scenarios
  • Compliance and training operations

    Manage required learning and certifications

    Visibility into compliance

    Track required learning, recurring certifications, completion status, and overdue activities with evidence.

  • HR and workforce planning

    Report workforce capability gaps using learning signals

    Shared capability gaps view

    Connect learning activity to skills and roles to provide HR and business leaders shared capability reporting.

Best for: Fits when mid-size to large enterprises need evidence-backed competency tracking across roles.

#7

SAP SuccessFactors

enterprise

Enterprise HCM suite with competency libraries, performance management, and employee development tools.

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

Competency assessment workflows with manager attestation connect ratings to role readiness inside a single HR execution model.

SAP SuccessFactors supports competency tracking through structured competency frameworks, skills taxonomy management, and proficiency rubrics tied to roles. It handles end to end competency assessment cycles with self-assessments, manager attestation, and review workflows built for enterprise HR processes.

Pros
  • +Role-linked competency frameworks support consistent role-readiness scoring
  • +Manager attestation workflows reduce variance in competency ratings
  • +Competency dashboards and gap reports translate assessments into action views
  • +Integration options fit HRIS-linked processes for skills inventory updates
Cons
  • –Complex configuration is required to align competency frameworks across job families
  • –Evidence capture can feel indirect for managers without tight workflow design
Use scenarios
  • People managers and talent teams

    Run performance review cycles tied to competencies

    Structured competency evaluations

  • HR operations and administration

    Centralize competency-related employee records

    Consistent HR records

Show 2 more scenarios
  • Enterprise HR administrators

    Govern competency review approvals

    More traceable approvals

    Apply rules and approval steps for HR processes across modules and role views for traceable execution.

  • HR reporting analysts

    Build competency gap reports and dashboards

    Consolidated HR insights

    Create reports across core HR and workforce information and use competency results for readiness views.

Best for: Fits when enterprises need HRIS-aligned competency frameworks and review workflows with controlled governance.

#8

TalentGuard

enterprise

Talent management software with competency frameworks, career pathing, and skills intelligence.

7.2/10
Overall
Features7.2/10
Ease of Use7.3/10
Value7.1/10
Standout feature

Goal-to-competency review linkage ties assessed proficiency outcomes to development actions inside the same cycle.

TalentGuard focuses competency tracking on role-ready workflows that connect skills, goals, and performance evidence in a single administration surface. The core product supports competency matrices and structured assessments, including self-assessment inputs and manager attestation, then compiles results into competency dashboards for review cycles. TalentGuard also adds goal tracking touchpoints that link learning intent to evaluated outcomes across reviews and recurring recertification periods.

Pros
  • +Competency dashboards compile assessment results into role-ready visibility
  • +Manager attestation supports review cycle ownership without manual spreadsheets
  • +Goal tracking links evaluated competencies to development intent and follow-through
  • +Structured competency forms reduce variance between self and manager responses
Cons
  • –Advanced competency mapping across large job family trees needs careful configuration
  • –Integration documentation for HRIS and LMS workflows can feel thin for edge cases
  • –Evidence capture is form-driven, which limits complex artifact workflows
  • –Audit trail depth for every configuration change is not exposed at review time
Use scenarios
  • HR assessment teams

    Assess role-based capabilities with proficiency

    Proficiency scores and evidence

  • Compliance and operations teams

    Track certification expiration and recertification

    Renewal readiness visibility

Show 2 more scenarios
  • Employees and HR business partners

    Link goals and development to skill outcomes

    Traceable development plans

    Connect goals and development actions to assessed skills and competencies for traceable development plans.

  • Career development teams

    Model career paths with skill requirements

    Clear progression options

    Model roles and progression options with associated skill requirements for standardized career information.

Best for: Fits when HR teams need competency assessments with manager attestation and dashboards tied to goals for repeat review cycles.

#9

MuchSkills

SMB

Skills mapping platform for visualizing employee capabilities, interests, and development needs.

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

Role-linked competency evidence capture that stays attached to each assessment instance for review continuity.

MuchSkills supports competency tracking through configurable competency frameworks, structured assessments, and evidence capture tied to roles and people. Admins can manage a skills taxonomy and run a competency assessment cycle that links manager attestation to review outcomes.

Pros
  • +Competency framework configuration links role requirements to individual assessments
  • +Evidence capture supports consistent review inputs across multiple assessment moments
  • +Competency dashboards and heatmaps help visualize skills inventory and gaps
  • +Manager attestation flow ties approvals to competency review outcomes
Cons
  • –Complex frameworks require careful upfront setup to avoid mis-mapped indicators
  • –Workflow customization for every stage of the assessment cycle can feel rigid
Use scenarios
  • HR and operational review teams

    Monitor competency sign-offs and expiry

    View current and missing records

  • HR L&D and managers

    Run structured competency review cycles

    Organized assessment records

Show 2 more scenarios
  • Workforce planning teams

    Identify capability gaps by role

    Visibility into capability gaps

    Compare employee and team skills with role and function requirements to surface missing or underdeveloped capabilities.

  • HR and talent teams

    Maintain a searchable employee skills inventory

    Consolidated workforce capabilities

    Collect employee skills and proficiency information into a structured catalog for faster reference.

Best for: Fits when HR teams need repeatable competency reviews linked to roles, with clear manager attestation and visible gap reporting.

#10

Eightfold AI

enterprise

AI-powered talent intelligence platform that infers and tracks employee skills and competencies.

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

Skills-driven role-readiness outputs that connect competency results to internal job and talent intelligence signals via configurable mappings.

Eightfold AI focuses competency work around talent intelligence, with skills and role insights tied to internal jobs and workforce signals. The tool supports competency assessment cycles through structured skills taxonomy and proficiency modeling, then turns results into role-readiness views for managers and HR teams.

Pros
  • +Strong skills taxonomy and role mapping that ties competencies to talent intelligence
  • +APIs support competency dataset synchronization into HR and talent workflows
  • +Automation workflows help keep skills and role signals up to date
  • +Manager views make it practical to review role readiness and next actions
Cons
  • –Competency framework setup and mappings require careful configuration work
  • –Depth of rubric and evidence workflows can be less granular than specialized suites
  • –Less suited to paper-first competency cycles that rely on custom reviewer attestations
  • –Reporting for complex competency expiration and recertification policies needs more setup
Use scenarios
  • HR and talent management teams

    Map inferred skills to competency frameworks

    Consistent capability signals

  • Workforce planning and analytics teams

    Assess readiness across job families

    Capability coverage view

Show 2 more scenarios
  • Recruiters and sourcing teams

    Find candidates across talent pools

    Relevant candidates surfaced

    Match role requirements to structured profiles in existing talent pools and candidate records.

  • Recruiting operations analysts

    Review hiring outcomes and matching signals

    More traceable hiring insights

    Examine recruiting outcomes and ranking signals to adjust matching workflow governance and improve decisions.

Best for: Fits when HR teams need skill-based competency mapping tied to talent intelligence, not only manual reviews.

Conclusion

After evaluating 10 competency tracking software, Avilar WebMentor Skills 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
Avilar WebMentor Skills

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 Competency Tracking Software

How do Avilar WebMentor Skills and Skills Base link competency ratings to evidence artifacts?
Avilar WebMentor Skills stores each competency rating with an attached evidence portfolio so manager and peer attestations stay traceable to specific artifacts. Skills Base connects rubric ratings to competency evidence artifacts through evidence-linked assessment workflows tied to competency reviews.
Which tools provide role-based permissioning and auditability for competency outcomes?
Workday applies tenant governance with access controls and auditability for competency outcome updates inside the Workday tenant. Eightfold AI also supports administrative controls for framework mappings and user access so competency data changes stay governed rather than handled in spreadsheets.
How do SAP SuccessFactors and Workday handle manager attestation inside enterprise HR workflows?
SAP SuccessFactors runs competency assessment cycles with self-assessments, manager attestation, and review workflows embedded into its HR execution model. Workday keeps competency outcomes inside manager-led attestation workflows tied to org and job context within the Workday tenant.
When teams need recurring assessment schedules, how do Glowbl and AG5 differ in assessment orchestration?
Glowbl supports recurring assessment cycles with dashboards for competency gap reporting and evidence artifacts tied to role expectations. AG5 emphasizes review orchestration that moves competency records through a defined assessment cycle with manager and evaluator input responsibilities.
What breaks if competency frameworks are not mapped to job roles or job families in MuchSkills and TalentGuard?
MuchSkills gap reporting depends on role-linked competency evidence capture attached to each assessment instance, so missing job-family or role taxonomy mappings breaks gap analysis continuity. TalentGuard ties goal touchpoints to competency dashboards across recurring recertification periods, so missing goal-to-competency linkage reduces the value of review cycles tied to development actions.
Which platforms provide deeper HRIS integration paths through API and provisioning mechanisms?
Workday exposes competency data through Workday APIs and provisioning mechanisms that extend competency records into broader HR data flows. Eightfold AI focuses on automation and extensibility through APIs and workflow integrations aimed at keeping competency mappings current across talent intelligence updates.
How do Degreed and SAP SuccessFactors handle evidence sources for competency tracking?
Degreed ingests evidence through integrations with HRIS and learning sources, then maps learning and content consumption into competency views for manager-ready review cycles. SAP SuccessFactors centers competency evidence collection inside its structured competency framework workflows where self-assessments and manager attestations drive competency gap reporting.
How does SkillStation typically compare with Glowbl on evidence-linked competency review workflows?
Glowbl emphasizes evidence-linked competency assessments where manager input is connected to supporting artifacts per role expectation. For SkillStation, the practical differentiator is how evidence capture is surfaced inside the competency matrix and assessment cycle workflow that feeds skills gap reporting and role-readiness signals.
Which tool fits teams that want competency work connected to goals and development actions in the same cycle?
TalentGuard links goal tracking touchpoints to evaluated competency outcomes inside the same recurring review cycle. TalentGuard also compiles results into competency dashboards tied to those goals and recertification periods rather than isolating competencies from goal plans.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Competency Tracking Software

We see the biggest differences in how well competency tracking software keeps evidence and decisions consistent over time. Look closely at evidence capture workflow and role-ready reporting so the system matches how your managers rate, review, and update competencies.

Evidence capture workflow for competency ratings

Why it matters

Evidence capture workflow for competency ratings reduces “blank box” evaluations and makes reviews easier to audit later. It also limits follow-up work when employees or managers question a rating.

How to check

During the demo, create a sample competency rating and attach evidence (note, link, or document) using the product’s supported options. Ask whether the evidence is visible on both manager review pages and the employee’s record.

Competency framework configuration flexibility

Why it matters

Competency framework configuration flexibility matters because teams rarely match a single fixed structure. Your tracking needs vary by role group and how you define behavioral expectations for each competency.

How to check

Ask the admin to create a small framework from scratch (2–3 roles, each with 3–5 competencies). Check whether you can label competencies, define expected proficiency levels, and set how ratings map to those levels.

Review cycles and time-bound controls

Why it matters

Review cycles and time-bound controls keep competency tracking from turning into an untended history. They also prevent overdue ratings from being used unintentionally in reporting.

How to check

Request a workflow that runs a review cycle with deadlines and status steps (draft, submitted, completed). Confirm whether the system can mark competencies as current vs expired and show that state on reports.

Automation and bulk updates for reviews

Why it matters

Automation and bulk updates for reviews reduce manual rework when managers need to repeat the same steps each cycle. They also cut errors when multiple employees move roles or when competencies change.

How to check

Test a bulk action: reassign a competency set to a group or roll forward ratings to a new review cycle. Ask what changes are possible via templates (e.g., cloning a framework, bulk status changes) and how audit history is preserved.

Role readiness reporting from competencies

Why it matters

Role readiness reporting from competencies turns tracked ratings into decisions your leaders actually use. Clear reporting also helps employees understand where they stand without needing a manual spreadsheet build.

How to check

Generate a report for one role group and one individual. Check whether the output shows competency status, proficiency vs expectation, and time of last review in a way you can export or share for a planning meeting.

Red flags

  • Competency ratings save without any attachable evidence options.
  • The framework setup forces one structure with no per-role customization.
  • Reports ignore review timing, so “current” vs “stale” is unclear.

Fit by situation

  • If you run recurring performance-to-competency reviews, prioritize Review cycles and time-bound controls.
  • If your managers need traceable justification for ratings, prioritize Evidence capture workflow for competency ratings.
  • If you make decisions by role readiness for planning, prioritize Role readiness reporting from competencies.
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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