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Top 10 Best Six Sigma Training Services of 2026

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Top 10 Best Six Sigma Training Services of 2026

Roundup of top six sigma training options with key differences for teams choosing a provider, including BSI, 6Sigma.us, and MoreSteam.

19 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 rankings. Editorial policy

Six Sigma training providers matter because they translate DMAIC methods into teachable workflows, assessment paths, and certification-ready artifacts for specific job roles. This comparison helps analysts and operators weigh curriculum depth, instructor-led versus cohort delivery, and corporate enablement options across Lean Six Sigma, IASSC-aligned credentials, and improvement coaching.

MoreSteam is the best fit for mid-market teams that need coaching delivering project-ready DMAIC artifacts because it embeds statistical decision steps directly into reusable control and measurement outputs, while BSI is the alternative for enterprises needing certification-grade, instructor-led project governance since its materials and coaching align with belt project workflow expectations.

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

MoreSteam

Project coaching integrates statistical decision steps into draft control artifacts for direct reuse in workplace reviews.

Best for: Fits when mid-market teams need project coaching that yields audit-style DMAIC outputs.

2

BSI

Editor pick

Training materials and coaching are designed around certification-grade project artifacts, not only classroom method walkthroughs.

Best for: Fits when enterprises need consistent Six Sigma methods and instructor-led project governance.

3

6Sigma.us

Editor pick

Guided project artifacts align statistical method choices with control planning and tollgate-style reviews.

Best for: Fits when teams need consistent belt-ready project execution for operational improvement work.

Comparison Table

1
MoreSteamBest overall
specialist
9.5/10
Overall
2
enterprise_vendor
8.7/10
Overall
3
specialist
8.6/10
Overall
4
specialist
8.5/10
Overall
5
enterprise_vendor
8.0/10
Overall
6
enterprise_vendor
7.9/10
Overall
7
7.5/10
Overall
8
enterprise_vendor
7.1/10
Overall
9
6.9/10
Overall
10
6.7/10
Overall
#1

MoreSteam

specialist

MoreSteam provides Lean Six Sigma training, coaching, and instructor-led improvement education.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Project coaching integrates statistical decision steps into draft control artifacts for direct reuse in workplace reviews.

MoreSteam’s training approach centers on delivering DMAIC-ready documentation and statistical decision-making steps that mirror real improvement work. Learners complete guided work that connects process map thinking, hypothesis testing, and capability-style interpretation into a coherent project workflow. The curriculum fit is strongest for organizations that expect trainees to run projects inside existing operating metrics and constraints.

A key tradeoff is that the format assumes availability of a real process to analyze, since many exercises produce artifacts intended for later project use. Teams get the best results when projects have accessible historical data and a defined process owner who can validate problem statements and measurement assumptions.

Pros
  • +DMAIC workflow coaching produces project-ready artifacts, not slide-only learning
  • +Measurement-focused exercises strengthen data credibility for decisions
  • +Instructor feedback targets statistical reasoning and control planning clarity
  • +Cohort structure supports consistent practice and tool application
Cons
  • –Hands-on output requires access to real process data and stakeholders
  • –Advanced statistics depth can feel heavy without prior analytics experience
  • –Group-paced delivery can limit individualized pacing for complex project scopes
Use scenarios
  • Industrial operations teams

    Reducing defect rates with DMAIC projects

    More reliable defect control plan

  • Quality managers

    Standardizing methods across business units

    Uniform project methodology

Show 2 more scenarios
  • Manufacturing engineering leaders

    Capability and variation diagnosis

    Fewer uncontrolled variation issues

    Instructional exercises translate capability interpretation into control plan decisions for key CTQ metrics.

  • Process improvement PMO

    Tollgate-ready Six Sigma documentation

    Faster project approvals

    Cohort deliverables support stage-gated reviews with consistent problem, data, and control structure.

Best for: Fits when mid-market teams need project coaching that yields audit-style DMAIC outputs.

#2

BSI

enterprise_vendor

BSI delivers Lean Six Sigma courses, certification training, and organizational improvement programs.

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

Training materials and coaching are designed around certification-grade project artifacts, not only classroom method walkthroughs.

BSI’s Six Sigma offerings are built to support both individual role progression and enterprise application, using projects that follow formal problem-solving stages rather than standalone exercises. Training materials commonly emphasize measurement planning, control steps, and project governance so trainees can produce artifacts like charters, plans, and review-ready documentation. Instructor guidance is a key differentiator versus self-paced coursework because it drives consistent interpretation of methods like data collection readiness and control criteria.

A tradeoff exists for teams that expect deep self-serve automation, because BSI delivery relies heavily on scheduled instruction and instructor feedback rather than tool-centric self modeling. BSI fits when organizations must standardize belts across departments and need structured project coaching that aligns with certification expectations and internal review practices.

Pros
  • +Certification-aligned project workflow with role-specific learning outcomes
  • +Instructor-led governance style supports consistent DMAIC execution
  • +Structured documentation artifacts for control planning and review readiness
  • +Suitable for multi-site rollouts that need uniform training interpretation
Cons
  • –Less tool-driven practice than platforms that run method simulations
  • –Higher dependency on scheduling and instructor feedback for iteration
  • –Cohort-based delivery can slow individual catch-up when timelines slip
Use scenarios
  • Manufacturing continuous improvement teams

    Standardize DMAIC projects across plants

    More consistent process control

  • Quality managers and auditors

    Harmonize belt training with review expectations

    Fewer review gaps

Show 2 more scenarios
  • Operations leaders

    Run portfolio project coaching cohorts

    Higher adoption throughput

    Cohort delivery and instructor facilitation support repeatable methods across many project teams.

  • Engineering and R&D groups

    Apply Six Sigma for design efforts

    More reliable design decisions

    Design-oriented coursework supports translating requirements into structured project execution and control thinking.

Best for: Fits when enterprises need consistent Six Sigma methods and instructor-led project governance.

#3

6Sigma.us

specialist

6Sigma.us provides Lean Six Sigma certification, instructor-led courses, and corporate training.

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

Guided project artifacts align statistical method choices with control planning and tollgate-style reviews.

6Sigma.us is geared toward learners who will run improvement projects after class, with coursework that maps statistical methods to project artifacts like charters, process maps, and control plans. The curriculum emphasis supports use of process capability analysis and statistical process control concepts for monitoring and decision-making in real operations settings. Engagement is designed around getting answers to project scoping, measurement choices, and defect or variation interpretation rather than only teaching formulas.

A tradeoff appears when the organization needs hands-on data modeling, lab-style sampling practice, or fully instrumented analytics workspaces during training. 6Sigma.us fits best when managers want a consistent internal path for structured belts and can assign projects that match the taught workflow from kickoff through control.

Pros
  • +Project workflow instruction connects tools to charter, measurement, and control steps
  • +Strong coverage of statistics used for capability assessment and ongoing monitoring
  • +Curriculum supports structured roles expected from Yellow Belt and Green Belt work
  • +Training materials emphasize decision logic over memorizing formulas
Cons
  • –Limited evidence of interactive analytics workspaces during live sessions
  • –Requires learners to bring a real project scope to get full value
Use scenarios
  • Manufacturing quality teams

    Run capability and control for processes

    More stable process performance

  • Operations improvement leaders

    Standardize internal DMAIC project work

    Consistent project delivery

Show 2 more scenarios
  • Lean Six Sigma program managers

    Prepare Green Belt project teams

    Better project outcomes

    Instruction supports statistical interpretation used to set baselines and implement monitoring controls.

  • Cross-functional analysts

    Improve measurement rigor in projects

    Higher credibility in decisions

    The curriculum emphasizes method selection and interpretation tied to real project evidence.

Best for: Fits when teams need consistent belt-ready project execution for operational improvement work.

#4

ASQ

specialist

ASQ provides Lean Six Sigma training, certification preparation, and quality management education.

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

Training tracks that map tightly to ASQ certification levels and exam readiness workflows.

ASQ is a Six Sigma training and certification body that connects coursework to its certification pipeline, which is a stronger alignment path than training-only vendors. ASQ provides DMAIC and Lean Six Sigma learning pathways with structured course tracks that map to recognized certification levels.

Pros
  • +Certification-aligned pathways for Yellow Belt, Green Belt, Black Belt, and Master Black Belt
  • +Lean Six Sigma tracks include practical DMAIC execution focus for real projects
  • +Instructor-led delivery supports guided problem framing and project chartering
  • +Curriculum uses consistent ASQ governance language across training and certification
Cons
  • –Course navigation can feel rigid because tracks follow certification milestones
  • –Hands-on depth depends heavily on the instructor and your internal project access
  • –Limited exposure to advanced statistical tooling beyond core Six Sigma expectations
  • –No API or automation surface exists for training administration workflows
Use scenarios
  • QA managers and improvement leads

    Six sigma training for certification pathway

    Credential-ready improvement documentation

  • Industrial continuous improvement teams

    Six sigma training with Lean pathway

    Consistent belt-level practices

Show 1 more scenario
  • Training coordinators

    Six sigma training refresh with standards

    Updated competency coverage

    Schedule instructor-led skills refresh events aligned to ASQ subject matter standards.

Best for: Fits when an organization needs training that directly feeds ASQ certification milestones.

#5

PeopleCert

enterprise_vendor

PeopleCert delivers IASSC Lean Six Sigma certification and training through its global certification network.

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

Certification pathway standardization that links instructor-led training, project artifacts, and assessment criteria across belt levels.

PeopleCert delivers Six Sigma training alongside its wider certification and learning ecosystem. Courses support DMAIC and Lean Six Sigma project work that maps to workplace execution, not only exam preparation.

Pros
  • +Clear DMAIC and Lean Six Sigma project structure across belt levels.
  • +Standardized project documentation expectations reduce evaluator inconsistency.
  • +Exam-focused learning flow aligns tightly with certification outcomes.
  • +Certification brand recognition can help with internal role credibility.
Cons
  • –Cohort-based delivery can limit flexibility for scattered time zones.
  • –Requires disciplined project selection and manager sponsorship for completion.
Use scenarios
  • Operations managers

    Six sigma training for workplace DMAIC

    Workplace-ready improvement projects

  • Quality training leads

    Six sigma training across belt levels

    Cohort-aligned documentation

Show 1 more scenario
  • Program managers

    Six sigma training with project controls

    More predictable project outputs

    Use management materials to align project documentation and control targets across improvement cohorts.

Best for: Fits when enterprises need standardized Six Sigma project documentation across multiple sites.

#6

TÜV SÜD

enterprise_vendor

TÜV SÜD provides Lean Six Sigma training within its broader technical and management education portfolio.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Tollgate-style project governance that ties training modules to documentable improvement milestones.

TÜV SÜD is a training and certification body that pairs Six Sigma instruction with its broader standards and assessment infrastructure. The curriculum emphasis typically centers on Lean Six Sigma delivery, DMAIC project execution, and statistical fundamentals used in real improvement work.

Pros
  • +Training aligned with an external certification and assessment culture
  • +DMAIC project workflow focus with documented tollgate-style governance
  • +Practical emphasis on statistical methods used in improvement projects
  • +Structured learning path designed around role-based skill progression
Cons
  • –Less depth on automation and integration into existing learning systems
  • –Hands-on practice depends heavily on instructor-led case selection
  • –Limited visibility into sandbox-style tooling for guided experimentation
  • –Configuration controls are weaker than platforms built for admin-heavy rollout
Use scenarios
  • Process improvement teams

    Six sigma training for governance tollgates

    Better controlled improvement projects

  • Compliance stakeholder groups

    Six sigma training for externally credible delivery

    Credibility with regulators

Best for: Fits when organizations need recognized credentialing and structured DMAIC project governance for internal improvement roles.

#7

The Lean Six Sigma Company

specialist

The Lean Six Sigma Company delivers belt training, certification, and improvement consulting.

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

Guided build of project artifacts from charter through statistical outputs, with review checkpoints tied to coursework.

The Lean Six Sigma Company focuses on DMAIC and Lean Six Sigma training delivered through cohort-style learning tracks mapped to belt outcomes. The curriculum emphasizes project execution artifacts such as charters, SIPOC diagrams, process maps, and statistical analysis work products.

Pros
  • +Curriculum maps DMAIC deliverables to a guided project workflow
  • +Hands-on statistical modules cover measurement systems and capability thinking
  • +Cohort learning structure supports consistent progress across learning phases
  • +Project artifact templates reduce rework when assembling training assignments
Cons
  • –Less emphasis on advanced design and verification topics beyond core DMAIC needs
  • –Requires trainer alignment to maintain consistent rigor across cohorts
Use scenarios
  • Black Belt candidates

    Six sigma training with DMAIC deliverables

    Complete belt-grade project pack

  • Green Belt teams

    Six sigma training for measurement execution

    Reliable measurement results

Show 1 more scenario
  • Project management offices

    Six sigma training with cohort progression

    On-track project execution artifacts

    Move from classroom instruction into guided project execution aligned to common belt deliverables.

Best for: Fits when teams need guided Lean Six Sigma project deliverables for certification-path learning.

#8

TWI

enterprise_vendor

TWI provides Lean Six Sigma courses and industrial improvement training for technical organizations.

7.1/10
Overall
Features7.1/10
Ease of Use7.0/10
Value7.2/10
Standout feature

Project scaffolding that links project charter drafts to control plan readiness in instructor reviews.

TWI delivers Six Sigma training programs that translate DMAIC and core statistics into structured classroom workshops and guided project templates. The curriculum emphasizes statistical process control workflows, process capability analysis, and measurement system rigor for trainees who need to run studies, not just interpret results.

Pros
  • +Instructor-led project templates map training steps to execution artifacts.
  • +Statistics coverage focuses on capability studies and measurement system decisions.
  • +Curriculum ties DMAIC deliverables to control plan expectations.
  • +Training pacing supports real case work instead of theory-only modules.
Cons
  • –Project-heavy format can be slow for managers seeking brief coverage.
  • –Requires active participant preparation to get full benefit from labs.
Use scenarios
  • Manufacturing analytics teams

    Six sigma training for SPC workflows

    Operationalized SPC controls

  • Quality engineers

    Six sigma training for capability analysis

    Stronger capability evidence

Show 1 more scenario
  • Continuous improvement coordinators

    Six sigma training with tollgate readiness checks

    Consistent study deployment

    Use instructor-led project templates with charters and readiness checks tied to belt role expectations.

Best for: Fits when teams need job-aligned Six Sigma practice with clear deliverables and instructor coaching.

#9

Villanova University

other

Villanova University provides online Lean Six Sigma courses and belt certification preparation.

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

University-run cohort instruction that pairs belt-level roles with guided project work and structured assessments.

Villanova University delivers Six Sigma training through a university-run curriculum designed for structured DMAIC project execution. The program focus centers on Green Belt and Black Belt learning pathways that translate statistical methods into guided capstone-style project work.

Pros
  • +Instructor-led curriculum ties Six Sigma roles to documented project deliverables
  • +Green Belt to Black Belt pathways support progression with consistent methodology
  • +Practical tool practice is integrated into assignments used for assessment
  • +University delivery model supports consistent documentation and classroom governance
Cons
  • –Training track selection can limit coverage for non-standard belt pathways
  • –Limited evidence of an automation or API surface for program administration
  • –Project examples rely more on guided instruction than self-serve experimentation
  • –Cohort timing can reduce flexibility for organizations needing rolling intake
Use scenarios
  • Midmarket operations leadership

    Six sigma training for capstone project work

    Completed improvement capstone

  • Process analysts in enterprises

    Six sigma training focused on Green Belt

    Green Belt deployment readiness

Best for: Fits when organizations need instructor-led Six Sigma training with coached project deliverables.

#10

Lean Six Sigma Institute

specialist

Lean Six Sigma Institute delivers belt certification, consulting, and workforce training.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Cohort-based project coaching uses standard project artifacts to align classroom methods to execution.

Lean Six Sigma Institute targets teams that want instructor-led Lean Six Sigma training tied to standard DMAIC workflows and practical project execution. The curriculum emphasizes statistical and analytical modules such as process capability analysis and measurement systems analysis, then routes learners into structured improvement project artifacts.

Pros
  • +DMAIC-focused lesson flow maps directly to improvement project work
  • +Covers statistical methods used in real process diagnostics
  • +Belt-style progression supports structured role handoffs
  • +Learner assignments reinforce documentation artifacts teams need
Cons
  • –Limited evidence of deep automation for practice and tracking
  • –Certification path depends on instructor-led pacing rather than self-service
  • –Less coverage depth for advanced design for reliability topics
  • –Project coaching intensity can vary by cohort size
Use scenarios
  • Industrial improvement groups

    Six sigma training for measurement systems analysis

    Better measurement discipline

  • Quality and reliability teams

    Six sigma training for process capability analysis

    Actionable capability insights

Show 1 more scenario
  • Learning program managers

    Six sigma training with guided belt progression

    Progression-ready project artifacts

    Use role-based belt paths and coaching to progress from Yellow Belt into higher certification tracks.

Best for: Fits when organizations want instructor-led Lean Six Sigma training that yields usable project documents.

Conclusion

After evaluating 10 six sigma training, MoreSteam 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
MoreSteam

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 Six Sigma Training

How does ASQ’s training-to-credential path affect learning design compared with iSixSigma and Simplilearn-style curricula?
ASQ ties its DMAIC and Lean Six Sigma tracks to its certification pipeline with exam readiness workflows and certification-grade project artifacts. That structure differs from iSixSigma-style belt preparation that emphasizes guided execution without an external certification-body workflow baked into the coursework, and from Simplilearn-style pathways that often segment content into separate learning tracks rather than a certification milestone sequence.
Which provider best supports tool-by-tool practice with project deliverables during instruction?
MoreSteam builds instructor-led cohorts around measurable project deliverables and tool-specific practice such as measurement systems analysis and control planning. 6Sigma.us also centers on structured project work, but MoreSteam’s coaching rhythm focuses on turning class concepts into reusable control artifacts for workplace review cycles.
How do Lean Six Sigma Institute and The Lean Six Sigma Company structure project artifacts so learners can reuse them at work?
Lean Six Sigma Institute routes learners through guided assignments that produce usable project documents aligned to standard DMAIC workflows. The Lean Six Sigma Company builds a guided project workflow from charter through statistical outputs with review checkpoints mapped to belt-style outcomes.
When should teams choose Villanova University’s university-run cohorts instead of instructor-led corporate training?
Villanova University suits organizations that want Green Belt and Black Belt pathways delivered with case practice and structured capstone-style project work. This model typically fits teams that need consistent coached expectations from a higher-education delivery system rather than self-paced video libraries or lightly scaffolded templates.
What breaks if a training program lacks tollgate-style project governance for DMAIC milestones?
Without tollgate-style governance, projects often drift from draft artifacts to inconsistent control expectations because teams miss documented milestone checks. TÜV SÜD uses tollgate-style project governance tied to documentable improvement milestones, while TWI links charter drafts to control plan readiness checks during instructor reviews.
How do 6Sigma.us and BSI handle guided project artifacts and review checkpoints?
6Sigma.us uses guided templates and review checkpoints that align statistical method choices with control planning and belt-ready execution. BSI emphasizes a standards-shaped workflow that maps learning outcomes to certification-aligned project work, with repeatable templates and instructor-led facilitation aimed at consistent methods across sites.
What admin controls and security mechanics should training buyers look for when using blended learning with SSO?
ASQ’s structured certification pipeline and document expectations are easier to administer when organizations have RBAC and audit log requirements for learner progress and assessment artifacts. BSI and PeopleCert often fit enterprise governance needs when course administration and cohort standardization align with security controls like access separation and change tracking for project documentation.
How do integration and API needs impact selection when internal tooling must ingest training outputs?
Providers that emphasize structured, reusable project artifacts make ingestion into internal data systems more feasible because artifacts follow consistent documentation expectations. PeopleCert’s standardization across cohorts and TÜV SÜD’s governance milestones can be easier to map into an internal data model and schema for automated review, while more general slide-based training patterns create more manual transformation work.
Which provider is most appropriate when learners must run capability and measurement studies rather than only interpret results?
TWI prioritizes job-aligned practice with statistical process control workflows, process capability analysis, and measurement rigor so learners can run studies. Lean Six Sigma Institute also emphasizes analytical modules tied to project execution, but TWI’s workshop scaffolding is geared toward hands-on deployment steps and instructor reviews tied to tollgate readiness.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Six Sigma Training

We separate six sigma training options by whether the curriculum and practice align to real project work: content coverage depth, practice variety, and assessment rigor. The fastest way to spot the difference is to check the Assessment coverage label.

Curriculum alignment to project work

Why it matters

Curriculum alignment to project work matters because six sigma training lives or dies on whether examples turn into usable project outputs. When alignment is weak, learners finish lessons but can’t progress a real initiative.

How to check

Ask the provider to show a sample module sequence tied to project deliverables. Then open a lesson outline or syllabus and confirm it consistently maps concepts to project phases.

Hands-on practice with guided exercises

Why it matters

Practice intensity matters because six sigma skills require repeated work with data, terminology, and decision points. Better practice reduces the gap between reading and applying.

How to check

Look for downloadable exercise files or an in-lesson workbook workflow. During a demo, try one exercise and check whether the product explains inputs, expected outputs, and common mistakes.

Assessment coverage and feedback

Why it matters

Assessment coverage and feedback matters because it shows whether learners can apply methods under constraints, not just recall definitions. Strong feedback shortens the learning loop.

How to check

Request a sample rubric or graded assignment view, including feedback examples. Verify whether assessments are tied to correct application of methods in context, not only quizzes.

Data handling workflow for exercises

Why it matters

Data handling workflow matters because six sigma training often hinges on preparing, cleaning, and interpreting dataset-driven work. If uploads, templates, and outputs feel broken, learning stalls.

How to check

Ask for the exact exercise workflow: where learners upload data (if applicable), what templates they use, and what artifacts they can export. Confirm the workflow supports at least one repeat run with different inputs.

Scenario realism and industry variety

Why it matters

Scenario realism and industry variety matters because six sigma decisions look different across service and manufacturing contexts. When scenarios are generic, learners struggle to transfer skills to their environment.

How to check

Review the library of practice scenarios and check whether they include constraints, tradeoffs, and measurable outcomes. In a demo, ask for a scenario swap so you can see how the exercises adapt.

Retention support for method recall

Why it matters

Retention support matters because six sigma work spans weeks, and learners need refresher pathways that don’t require re-reading everything. Good retention preserves consistent method usage.

How to check

Ask how the training revisits key methods after the initial lessons (for example, review modules or targeted re-practice). Confirm there’s a way to locate and redo the most-used exercises by topic.

Red flags

  • Lessons rely on definitions but show little applied practice in exercises.
  • Assessments test recall only, with feedback that doesn’t correct method usage.
  • Exercise workflows are unclear, brittle, or don’t produce exportable learning artifacts.

Fit by situation

  • If you need to start a real improvement effort soon, prioritize Curriculum alignment to project work.
  • If you learn best by doing, prioritize Hands-on practice with guided exercises.
  • If you must demonstrate competence to a manager, prioritize Assessment coverage and feedback.
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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