GITNUXSOFTWARE ADVICE
Non Profit Public SectorTop 10 Best Government Budgeting Software of 2026
Compare government budgeting software options with a research roundup for public-sector teams, including where they fit and key tradeoffs.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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OneStream is the best pick for government finance teams that need one consistent budgeting model across planning, close, and amendments because its rules engine applies the same multidimensional logic without rebuilding for each use case, whereas Anaplan fits teams that prioritize centrally governed scenario modeling with versioned what-ifs they can roll out to department requests.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
OneStream
OneStream calculation rules engine applies consistent multidimensional logic across planning, forecasting, and reporting without rebuilding models per use case.
Best for: Fits when government finance teams need one model for planning, close, and budget amendments across departments.
CentralSquare ERP
Editor pickBudget-to-actual reporting that stays consistent with governmental fund execution records tied to CentralSquare workflows.
Best for: Fits when agencies need budget execution reporting linked to CentralSquare operational workflows.
Oracle Cloud EPM Planning
Editor pickPlanning models that combine controlled scenario switching with workflow-based budgeting and consolidation-style reporting outputs.
Best for: Fits when finance teams need repeatable budget workflow automation with scenario control and tight ERP integration.
Comparison Table
OneStream
enterpriseFedRAMP High-certified enterprise finance platform for government budget formulation, execution, and PPBE processes.
OneStream calculation rules engine applies consistent multidimensional logic across planning, forecasting, and reporting without rebuilding models per use case.
OneStream performs centralized budgeting, forecasting, and close with a unified multidimensional financial model used across business units and government reporting structures. It supports budget formulation workflows that move from department budget requests to line-item controls and budget-to-actual reporting in the same calculation framework.
Automation is driven through configuration of rules and metadata, with an extensibility surface for integration use cases that need to synchronize ERP, general ledger, and reporting datasets. Governance is handled through role-based access and audit-ready change tracking for planning artifacts used during fiscal year rollover and amendment cycles.
- +Unified financial model supports consistent budget-to-actual comparisons
- +Metadata-driven workflows reduce custom coding for planning cycles
- +Extensibility options fit ERP and data integration patterns
- +Role-based access helps control department request and approval flows
- –Model setup and calculation rules require skilled administrators
- –Fine-grained governance for approvals may need additional configuration
- –Performance depends on cube design and data volume choices
- –Advanced reporting layouts can take time to standardize
Best for: Fits when government finance teams need one model for planning, close, and budget amendments across departments.
CentralSquare ERP
enterpriseCentralSquare ERP provides public-sector financial management with budgeting, purchasing, accounting, and reporting capabilities.
Budget-to-actual reporting that stays consistent with governmental fund execution records tied to CentralSquare workflows.
CentralSquare ERP supports line-item budget preparation tied to departmental budget requests and produces budget-to-actual reporting that maps to governmental fund structures. Budget amendment and rollover workflows fit recurring fiscal-year cycles, and the system can carry encumbrance-related visibility into expenditure comparisons. Automation tends to be strongest when CentralSquare systems drive upstream activity that finance needs to reflect in planning and execution.
A tradeoff is that CentralSquare ERP fits best when governance and chart of accounts design are enforced early, because downstream reporting depends on consistent configuration. It fits situations where budget decisions must stay synchronized with operational systems that already live inside the CentralSquare environment, such as agencies coordinating funding with field or case outcomes.
- +Fund accounting workflows align with governmental reporting cycles
- +Budget-to-actual views support variance analysis across planning and execution
- +Budget amendment handling supports recurring legislative review processes
- +Works best when CentralSquare operational data must feed finance
- –Configuration discipline is required for chart of accounts and controls
- –Less flexible for agencies that need finance-only deployment
- –Some budget workflow tuning needs time from finance administrators
- –Integration depth may depend on existing CentralSquare installations
Finance leadership
Track budget-to-actual variance by fund
Faster variance explanations
Budget office analysts
Run budget call and amendment cycles
More controlled submissions
Show 2 more scenarios
CFO reporting teams
Align planning with encumbrance visibility
Lower end-of-year risk
CFO teams compare planned and committed spending to reduce surprises during execution reporting.
IT integration teams
Automate data exchange with ERP
Fewer manual reconciliations
IT teams use available integration paths to keep budget planning data synchronized with operational systems.
Best for: Fits when agencies need budget execution reporting linked to CentralSquare operational workflows.
Oracle Cloud EPM Planning
enterpriseOracle Cloud EPM Planning supports budgeting, forecasting, workforce planning, capital planning, and financial reporting.
Planning models that combine controlled scenario switching with workflow-based budgeting and consolidation-style reporting outputs.
Oracle Cloud EPM Planning is built for structured budget workflows that connect planning models to reporting timelines, which fits government budget formulation and legislative reporting needs. Forecasting and planning are driven through configurable forms, allocation logic, and scenario modeling so departments can generate operating budget and capital budgeting outputs tied to a budget calendar.
The solution also supports integration patterns for ERP and data sources so charts of accounts mappings can flow into planning and budget-to-actual reporting. Extensibility relies on Oracle Cloud integration services and APIs that support automation for budget call cycles, budget amendment updates, and repeatable imports.
- +Scenario modeling supports controlled iterations for budget amendments and approvals
- +Strong integration options for ERP data and chart of accounts alignment
- +Workflow-driven planning supports budget call and budget calendar cycles
- +Audit-focused administration tools fit government governance expectations
- –Model setup requires disciplined data mapping and governance to avoid misstatements
- –Complex allocation rules can raise maintenance effort across fiscal year rollover
- –Some advanced form behaviors depend on configuration rather than simple self-service
- –Automation through APIs can require careful orchestration with upstream systems
Best for: Fits when finance teams need repeatable budget workflow automation with scenario control and tight ERP integration.
OpenGov Budgeting & Planning
enterpriseOpenGov provides budgeting, forecasting, capital planning, and public transparency tools for government organizations.
Budget change histories linked to amendment and approval steps keep audit trails readable across the budget calendar cycle.
OpenGov Budgeting & Planning ties budget formulation workflows to department budget request handling and budget calendar execution. Budget-to-actual reporting and variance analysis are built around governmental operating and capital planning cycles so staff can trace changes through budget amendment events.
- +Strong budget-to-actual reporting with built-in variance analysis across iterations
- +Workflow controls cover budget amendment approvals and change tracking
- +API support helps automate imports, exports, and external system syncing
- +Structured budget request intake supports consistent department submissions
- –Scenario modeling requires careful setup of assumptions and dependencies
- –Granular configuration can slow first-time rollout across departments
- –Capital planning depth depends on how organizations map capital project inputs
- –Extensive governance needs clear RBAC roles to prevent oversharing
Best for: Fits when governments need controlled budget formulation with reporting traceability across departments and approval stages.
Anaplan
enterpriseAnaplan provides connected planning for budgets, forecasts, workforce models, and long-range financial scenarios.
Anaplan model automation and versioning enable controlled planning cycles that keep scenario logic consistent across fiscal iterations.
Anaplan is a budgeting and planning system used when government teams need tightly managed planning models across departments and fiscal cycles. It supports scenario modeling with multi-dimensional budgeting views, including line-item inputs and crosswalks for rollups to reporting.
- +Scenario modeling supports rapid what-if runs with consistent model logic
- +API and integration patterns reduce manual rekeying between systems
- +Governed access supports RBAC-style control across model artifacts
- +Model automation reduces repeat effort in budget calendar workflows
- –Complex model design needs disciplined governance to avoid planning drift
- –Advanced configuration can slow time-to-first budget for new units
- –High-volume data loads depend on careful mapping and import design
- –Some specialized governmental reporting formats require configuration work
Best for: Fits when agencies need centrally governed scenario modeling that propagates to department budget requests and rollups.
Edmunds GovTech Budgeting
vertical specialistEdmunds GovTech provides municipal financial software with budget development, accounting, purchasing, and reporting.
Legislative budget book generation from consolidated line items, including narrative and classification alignment for publication-ready review.
Edmunds GovTech Budgeting supports government budgeting workflows that move from department budget requests into an operating and capital budget package. The system focuses on structured line-item entry, budget narrative capture, and budget-to-actual reporting so agencies can track variances through the fiscal year.
- +Budget call and calendar controls enforce consistent submission timing
- +Line-item workflows support multi-department consolidation and review
- +Budget-to-actual variance reporting ties forecasts to actuals over time
- +Legislative budget book outputs reduce manual formatting work
- –Setup requires careful governance of accounts, funds, and submission permissions
- –Scenario modeling depth can feel limited for complex forecast approaches
- –Automation coverage depends on configuration rather than out-of-the-box integrations
- –Reporting customization takes effort when new formats are required
Best for: Fits when government finance teams need structured submissions and consolidated budget book outputs with audit-ready history.
Munetrix
vertical specialistBudgeting, forecasting, and scenario building software for local government with peer benchmarking and capital planning.
Change tracking tied to approval stages preserves who modified which budget figures during each cycle revision.
Munetrix focuses on government budgeting workflows that connect budget requests to approvals, revisions, and published outputs. It provides structured support for line-item budget building and budget calendar management so departments can submit and iterate against a shared schedule.
- +Budget calendar workflow keeps department submissions aligned across cycles
- +Line-item editing and revision tracking support controlled budget amendments
- +Budget-to-actual reporting links approved budgets to later execution reporting
- +Approval-stage permissions support clear governance over budget states
- –Requires careful configuration of stages to match the organization’s budget call process
- –Scenario modeling depth can lag tools that support multi-year capital budgeting worksheets
- –Granular personnel cost modeling needs external data preparation and imports
- –ERP integration coverage depends on available connectors and mapping work
Best for: Fits when government teams need controlled budget submission workflows with audit history and later variance reporting.
FreeBalance Accountability Suite
enterpriseGovernment Resource Planning suite automating the full public sector budget cycle from formulation to execution.
Budget workflow traceability that ties department requests, amendments, and budget-to-actual views to authorized control limits.
FreeBalance Accountability Suite targets government budgeting teams that need traceable budget formulation and accountability from budget call through budget-to-actual reporting. It supports structured workflows for departmental budget requests, budget amendments, and legislative budget book style outputs using a line-item approach.
- +Strong end-to-end budget workflow support from request to budget amendments
- +Accountability oriented controls for appropriation and allotment tracking in fund accounting flows
- +Budget-to-actual reporting supports variance analysis against authorized line items
- +API and integration focus supports data exchange with ERPs and reporting stacks
- –Configuration depth is high for governments with complex charts of accounts and control rules
- –Scenario modeling breadth depends on how workflows and data exchanges are implemented
- –Legislative publishing outputs require tailoring to match local reporting formats
- –Cross-system reconciliation can become an integration project rather than a built-in mapping
Best for: Fits when accountability-heavy budgeting needs tight appropriation control and audit-friendly workflow trails.
Tyler Technologies Enterprise ERP
enterpriseTyler Technologies Enterprise ERP includes government financial management, budget preparation, forecasting, and reporting.
Encumbrance-aware budget authority tracking that updates allotment and variance outcomes as commitments move to spend.
Tyler Technologies Enterprise ERP supports budget formulation workflows that produce line-item budget structures and connect them to actuals as expenditures post through finance modules. It supports encumbrance accounting so budget authority can be consumed before final spend. It also supports budget-to-actual reporting for variance analysis across fiscal periods and organizational units. Integration depth shows up most in how budget detail maps into finance transactions and reporting outputs.
- +Configurable appropriation control tied to line-item budget structures
- +Encumbrance accounting consumes budget authority before final payment
- +Budget-to-actual reporting supports variance analysis across periods
- +ERP-wide integration keeps budget detail aligned with transaction postings
- –Budget structure configuration needs governance discipline to match policy
- –Advanced planning scenarios require more than out-of-the-box templates
- –Department-level workflow changes can lag behind organizational restructuring
Budget office analysts
Variance analysis during budget execution
Faster corrective budget actions
Finance operations teams
Appropriation consumption for commitments
Lower overspend risk
Show 2 more scenarios
Controller and compliance staff
Policy-aligned budget authority governance
Consistent audit trail behavior
Enforce appropriation control and allotment control rules through configured budget structures.
IT integration teams
Automated budget and finance data exchange
Reduced manual reconciliation
Integrate budget detail workflows with ERP finance postings to keep reporting and controls consistent.
Best for: Fits when finance teams require enforced budget controls and encumbrance-aware budget reporting across multiple funds.
ClearGov Budget Cycle
vertical specialistClearGov Budget Cycle supports municipal budget preparation, departmental submissions, scenario planning, and publication.
Change-linked audit history for line items across workflow stages, supporting governance during amendments and approvals.
ClearGov Budget Cycle fits organizations that run multi-stage budget formulation with a defined budget calendar and repeatable submission cycles. It organizes work around department requests, review queues, and staged approvals so teams can control when numbers move forward for consolidation. The solution also supports budget-to-actual reporting patterns used after appropriations, including variance views for operational follow-up.
- +Workflow templates align department submissions with budget call and approval stages.
- +Role-based access limits editing to specific review stages and budget workspaces.
- +Audit history records changes for governance and amendment traceability.
- +Budget-to-actual reporting ties follow-up analysis to fiscal period results.
- –Setup of templates and permissions is required before broad department adoption.
- –Complex scenario modeling needs structured inputs and can slow iterative reviews.
CFO budget office analysts
Consolidate submissions into legislative budget books
Faster, auditable consolidation
Department budget coordinators
Submit line-item requests during budget call
Fewer review cycles
Show 2 more scenarios
Finance operations teams
Track budget-to-actual variances by period
Clearer variance reporting
Teams compare results against approved budget figures using period-based reporting views.
Compliance and internal audit
Verify governance during budget amendments
Stronger amendment traceability
Audit staff review who changed which items and how edits moved across approvals.
Best for: Fits when agencies need repeatable budget workflows, stage approvals, and auditable edits across departments.
Conclusion
After evaluating 10 government budgeting software, OneStream stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Government Budgeting Software
Government budgeting software is judged by how each system governs the budget cycle workflow from department budget request through budget amendment and approval to budget-to-actual reporting. This guide covers Tyler Technologies Enterprise ERP, ClearGov Budget Cycle, CentralSquare ERP, OpenGov Budgeting & Planning, Edmunds GovTech Budgeting, Anaplan, Oracle Cloud EPM Planning, Munetrix, OneStream, and FreeBalance Accountability Suite.
The key differences show up in encumbrance-aware budget authority behavior in Tyler Technologies Enterprise ERP, change-linked audit history for line items in ClearGov Budget Cycle, and budget-to-actual consistency tied to governmental fund execution workflows in CentralSquare ERP.
Government Budgeting Software with auditable budget-cycle workflows and controlled execution reporting
Government budgeting software supports line-item budget formulation with workflow-enforced approvals across budget calls, amendment steps, and budget calendar stages, then carries those edits into budget-to-actual reporting for variance analysis. Tyler Technologies Enterprise ERP adds encumbrance-aware budget authority tracking that updates allotment and variance outcomes as commitments move to spend.
ClearGov Budget Cycle focuses on change-linked audit history for line items across workflow stages, which preserves governance during approvals and budget amendments. CentralSquare ERP ties budget-to-actual reporting to governmental fund accounting workflows so variance views stay aligned with operational execution records.
Government budgeting controls that survive approvals and reconcile in execution
Budgeting software for government finance must keep edits traceable from the budget call through budget amendment approvals and into budget-to-actual reporting. These systems matter most when they bind workflow state to the budget line-item changes that auditors need to follow across the budget calendar.
Encumbrance-aware budget authority and variance outcomes
Tyler Technologies Enterprise ERP tracks encumbrance-aware budget authority so allotment and variance outcomes update as commitments move toward spend. This design targets agencies that need enforced budget controls across multiple funds with encumbrance accounting that consumes budget authority before final payment.
Stage-linked audit history for line-item edits
ClearGov Budget Cycle links change history to workflow stages so auditors can follow who changed which line item across approval and amendment steps. Munetrix provides similar traceability by tying change tracking to approval stages that preserve who modified budget figures during each cycle revision.
Budget-to-actual reporting aligned to fund execution workflows
CentralSquare ERP keeps budget-to-actual reporting consistent with governmental fund execution records tied to CentralSquare workflows. OpenGov Budgeting & Planning also emphasizes budget-to-actual reporting with built-in variance analysis across iterations.
Legislative budget book generation from consolidated line items
Edmunds GovTech Budgeting produces legislative budget book outputs from consolidated line items with narrative and classification alignment for publication-ready review. This tool also uses budget call and calendar controls to enforce consistent submission timing across departments.
Scenario modeling governed by model logic and versioning
Anaplan uses model automation and versioning to keep scenario logic consistent across controlled planning cycles. Oracle Cloud EPM Planning also supports scenario switching and workflow-based budgeting with consolidation-style reporting outputs designed for repeatable iterations.
Unified model logic and calculation rules across planning and amendments
OneStream applies a calculation rules engine so the same multidimensional logic supports planning, forecasting, close, and budget amendments. It also enables unified financial model budget-to-actual comparisons while metadata-driven workflows reduce custom coding for planning cycles.
Pick a workflow model first, then verify API and governance depth
The decision starts with how the organization wants budget authority to behave when commitments arise. Tyler Technologies Enterprise ERP is built around encumbrance-aware allotment impact, so it fits governments that must reconcile reservations into later variance analysis with strong control enforcement.
Select the budget authority behavior required by encumbrance accounting
If the organization must consume budget authority as commitments progress, Tyler Technologies Enterprise ERP updates allotment and variance outcomes as encumbrances move toward spend. If budget enforcement is more about accountability trails and authorized control limits across workflow stages, FreeBalance Accountability Suite ties request to amendments to budget-to-actual views with appropriation and allotment tracking.
Choose stage-governed auditability for amendments and approvals
For audit trails that tie each line-item change to a workflow stage, ClearGov Budget Cycle provides role-based access limits tied to specific review stages and budget workspaces. For audit trails that preserve modifier identity across cycle revisions, Munetrix ties change tracking to approval stages while the system also keeps budget calendar workflow alignment.
Match budget-to-actual reporting to the execution record system of record
When variance analysis must align with governmental fund execution workflows, CentralSquare ERP keeps budget-to-actual reporting consistent with fund accounting workflows used in CentralSquare. When variance analysis must stay readable across budget calendar iterations and amendment workflows, OpenGov Budgeting & Planning emphasizes strong budget-to-actual reporting with built-in variance analysis.
Decide whether the main output is a legislative budget book or a consolidation-style reporting set
If publication-ready legislative budget book generation from consolidated line items is a primary deliverable, Edmunds GovTech Budgeting generates budget book outputs that align narrative and classification. If the priority is consolidation-style reporting outputs that pair with workflow automation and scenario control, Oracle Cloud EPM Planning centers scenario switching and consolidation-style reporting.
Pick a scenario philosophy based on whether scenario logic must be centrally governed
If scenario logic must stay consistent across planning cycles via automation and versioning, Anaplan supports rapid what-if runs with controlled model logic propagation. If scenario modeling must be tightly integrated with budgeting workflows and tight ERP integration, Oracle Cloud EPM Planning supports scenario switching tied to workflow-based budgeting and consolidation reporting.
Use a single calculation engine when planning and amendments must share identical rules
If the organization needs one model across planning, close, and budget amendments without rebuilding per use case, OneStream applies a calculation rules engine across planning, forecasting, and reporting. If consolidation and variance are driven by governmental fund execution workflow integration rather than a unified rules engine, CentralSquare ERP provides workflow-aligned budget-to-actual reporting tied to fund accounting workflows.
Who Government Budgeting Software buyers should target
Government budgeting programs succeed when the budget workflow model matches the organization’s approval practices and the accounting reality of encumbrances and funds. The right choice depends on whether the primary pain is auditability across amendments, reconciliation into execution reporting, or controlled scenario modeling for budget calls.
Finance offices enforcing encumbrance and allotment control across multiple funds
Tyler Technologies Enterprise ERP fits when encumbrance accounting must consume budget authority before final payment and when allotment and variance outcomes must update as commitments move to spend.
Agencies that require auditable edits by workflow stage during amendments and approvals
ClearGov Budget Cycle fits when the organization needs change-linked audit history for line items across workflow stages and when role-based access must restrict edits to specific review stages.
Governments that run fund execution workflows and need budget-to-actual variance alignment
CentralSquare ERP fits when budget execution reporting must stay consistent with governmental fund execution records tied to CentralSquare workflows for variance analysis.
Finance teams preparing legislative budget book outputs for publication-ready review
Edmunds GovTech Budgeting fits when consolidated line items must produce legislative budget book outputs that include narrative and classification alignment.
Organizations running centrally governed scenario modeling tied to planning cycles
Anaplan fits when scenario logic must be kept consistent across fiscal iterations using model automation and versioning that supports controlled what-if runs.
Common buying pitfalls in Government Budgeting Software
A frequent mistake is choosing a budgeting tool based on scenario modeling breadth while underestimating governance requirements for encumbrance control or approval-stage audit trails. Another mistake is planning a rollout without template and permission setup, which blocks department adoption during budget call cycles.
Underestimating configuration governance needed for budget control behavior to match policy
Tyler Technologies Enterprise ERP requires governance discipline to configure appropriation control tied to line-item budget structures so encumbrance accounting consumes budget authority correctly. OneStream also requires skilled administrators to set up model calculation rules so planning and amendments follow consistent multidimensional logic.
Rolling out without budgeting workflow templates and stage permissions for department submissions
ClearGov Budget Cycle requires setup of templates and permissions before broad department adoption. Munetrix similarly requires careful configuration of stages to match the organization’s budget call process so departments can follow the intended workflow.
Assuming scenario modeling flexibility will not affect cycle speed
OpenGov Budgeting & Planning requires careful setup of scenario assumptions and dependencies, which can slow iterative reviews. Anaplan’s advanced model design also needs disciplined governance to avoid planning drift, which can slow time-to-first budget for new units.
Treating budget-to-actual reporting as generic reporting rather than an execution workflow binding
CentralSquare ERP’s budget-to-actual views depend on fund accounting workflows aligning with governmental reporting cycles. OpenGov Budgeting & Planning provides variance analysis across iterations, but scenario setup discipline is still needed so budget-to-actual comparisons reflect the intended amendment logic.
Expecting legislative budget book outputs without matching consolidated line item structures
Edmunds GovTech Budgeting needs careful governance of accounts, funds, and submission permissions to generate publication-ready legislative budget book outputs. FreeBalance Accountability Suite configuration depth increases when governments have complex charts of accounts and control rules, which can delay setup if governance teams are not prepared.
How We Selected and Ranked These Tools
We evaluated each government budgeting software on workflow governance depth from department budget request through budget amendment approvals into budget-to-actual reporting. We weighted features at 40% using encumbrance-aware budget authority in Tyler Technologies Enterprise ERP, stage-linked audit history in ClearGov Budget Cycle, and fund-workflow-aligned budget-to-actual reporting in CentralSquare ERP.
We weighted ease and value at 30% each by checking how much setup is required for templates, permissions, and scenario assumptions that affect cycle speed. Tyler Technologies Enterprise ERP ranked highest because it pairs configurable appropriation control with encumbrance accounting that updates allotment and variance outcomes as commitments move to spend while preserving budget authority behavior across funds.
Frequently Asked Questions About Government Budgeting Software
How do Tyler Technologies Enterprise ERP and OneStream handle fund accounting controls across a budget cycle?
Which tools provide an API surface for automation between budgeting workflows and external systems?
How does change tracking differ between ClearGov Budget Cycle and Munetrix during budget amendments?
When does budget-to-actual reporting become most usable in CentralSquare ERP compared with OpenGov Budgeting & Planning?
What breaks if an agency needs scenario modeling across departments instead of primarily workflow approvals?
How do Oracle Cloud EPM Planning and Edmunds GovTech Budgeting support legislative budget book outputs?
Which tool best supports encumbrance-aware budget authority updates as commitments move to spend?
How does a team migrate existing budget structures and chart of accounts into a new system?
Which admin controls are typically required for governed access, and how do OpenGov Budgeting & Planning and Munetrix compare?
Where does extensibility fall short when organizations need custom data model transformations between planning and reporting?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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