
GITNUXSOFTWARE ADVICE
Business FinanceTop 10 Best Planning Scheduling Software of 2026
Compare planning scheduling software options for teams that plan tasks, manage calendars, and schedule resources, including where tools fit.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Smartsheet is the best pick for planning teams that need auditable schedule tracking because its baseline and schedule-variance reporting stay visible inside timeline views while you update across many projects, whereas Scoro is the tighter fit for client delivery teams since scheduling, calendar views, and time tracking live in the same project-linked work records.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Smartsheet
Baseline tracking with schedule variance reporting inside timeline views, so changes remain auditable during ongoing planning cycles.
Best for: Fits when planning teams need drag-and-drop timeline updates plus automation and integrations across many projects.
Scoro
Editor pickTimeline and calendar planning are integrated with project status and time tracking inside the same work record.
Best for: Fits when client delivery schedules require project-linked planning and operational reporting, not algorithmic optimization.
Asana
Editor pickAutomation rules that trigger task updates from due dates and status changes across dependent work.
Best for: Fits when teams need project timelines, recurring task scheduling, and calendar sync without constraint-based optimization.
Comparison Table
Smartsheet
enterpriseEnterprise work management software built around sheets, timelines, dependencies, and portfolio planning.
Baseline tracking with schedule variance reporting inside timeline views, so changes remain auditable during ongoing planning cycles.
Smartsheet builds and manages planning schedules with a spreadsheet-like UI mapped to Gantt timelines, dependencies, and milestone tracking. Scheduling teams use it to track work across multiple projects, roll up progress, and keep baselines for schedule variance review.
Smartsheet also supports automation via workflow rules and extensibility via an API for integrating calendar, work management, and ERP data flows. Governance features like roles, sharing controls, and audit visibility help teams standardize how schedules get created and updated.
- +Spreadsheet-first editing that still renders timeline and dependencies
- +Baseline capture supports schedule variance checks over time
- +Workflow automation reduces manual status updates across teams
- +API access enables custom schedule views and system integrations
- –Finite-capacity scheduling and optimization-style constraints are limited
- –Complex dependency networks can become slower to manage at scale
- –Resource leveling and smoothing tooling is not as granular as specialist schedulers
- –Advanced scheduling configuration needs stronger governance discipline
Construction coordinators
Coordinate field and office schedule updates
Shared schedule visibility
Resource managers
Track workload across concurrent initiatives
Improved capacity visibility
Show 2 more scenarios
Project managers
Manage tasks, owners, and dependencies
Governed schedule change tracking
Delivery teams plan with task dates and dependencies while reviewing progress rollups and baselines.
Compliance operations leads
Run evidence workflows with audit history
Visible evidence gaps
Compliance teams track evidence requests and approvals using controlled trackers with visibility into status.
Best for: Fits when planning teams need drag-and-drop timeline updates plus automation and integrations across many projects.
Scoro
SMBWork management software for planning projects, scheduling teams, tracking time, and managing business operations.
Timeline and calendar planning are integrated with project status and time tracking inside the same work record.
Scoro works best when scheduling needs are driven by projects and client deliverables, because time allocation and status updates sit next to task execution. Planning uses calendar and timeline views that support manual drag adjustments, so teams can revise work without exporting data to a separate planner. Automation centers on workflow actions around tasks and status changes, and the system keeps those updates connected to the project record.
A tradeoff is that Scoro does not center finite capacity optimization as a dedicated engine, so true resource constrained scheduling outcomes depend on manual planning and disciplined data hygiene. Scoro fits organizations that need forward schedule visibility, schedule variance reporting, and operational tracking for ongoing client work, rather than algorithmic optimization across capacity and dependencies.
- +Scheduling and project execution stay in one workspace
- +Calendar and drag timeline planning reduce context switching
- +Operational reporting ties schedule progress to work records
- +Workflow automation links task status to downstream steps
- –Finite capacity constraints are not the primary optimization engine
- –Complex scheduling structures require careful process configuration
- –Advanced scenario planning needs disciplined manual updates
- –Calendar changes can take time to propagate across linked work
Agency project managers
Plan delivery across shared teams
Fewer missed internal handoffs
Operations teams
Track workload and schedule progress
Earlier schedule slippage detection
Show 1 more scenario
Professional services leadership
Coordinate staffing with ongoing work
More consistent utilization
Leaders align task schedules with time tracking history to guide upcoming planning cycles.
Best for: Fits when client delivery schedules require project-linked planning and operational reporting, not algorithmic optimization.
Asana
enterpriseProject management software with timelines, dependencies, workload views, and scheduling controls.
Automation rules that trigger task updates from due dates and status changes across dependent work.
Asana is a work management tool that teams use to plan and coordinate schedules with task-level ownership and shared visibility. It supports timelines for projects, recurring work, and dependency tracking across tasks so plans can evolve as work changes.
Calendar integration connects scheduled work to team calendars, and automation rules move tasks through statuses based on triggers and due dates. Reporting and portfolio-style views help teams compare planned versus actual work at the project level.
- +Timeline view ties tasks to dates for coordinated planning
- +Automation rules move work based on due dates and status changes
- +Dependencies make cross-task planning more predictable
- +Calendar synchronization reduces manual schedule duplication
- –Finite-capacity scheduling and workforce constraints are not its core model
- –Resource leveling across many tasks requires extra process work
- –Complex scenario planning needs manual what-if updates
- –Advanced governance controls depend on workspace administration discipline
Project managers and delivery teams
Plan milestones and task dependencies on timelines
Plan linked to task progress
Product teams and cross-functional partners
Track roadmap initiatives through delivery tasks
Roadmap visibility tied to delivery
Show 2 more scenarios
Product and software teams
Run sprints with assignments and status
Ownership and status for sprint work
Use project views to coordinate sprint work with clear ownership and evolving statuses.
Marketing and launch coordinators
Coordinate deliverables, approvals, and handoffs
Coordinated launch plan across teams
Schedule campaign tasks across teams to manage approvals and handoffs tied to due dates.
Best for: Fits when teams need project timelines, recurring task scheduling, and calendar sync without constraint-based optimization.
ClickUp
SMBWork management software combining tasks, timelines, dependencies, calendars, and workload planning.
Timeline dependencies on ClickUp tasks update as statuses and dates change, then propagate through Automations.
ClickUp differentiates itself for planning and scheduling by combining Gantt-based timeline planning with task-level status tracking inside a single work system. Its dependency management, recurring work, and calendar views support rolling execution across teams and time horizons.
- +Gantt timeline planning ties directly to task states and dependencies
- +Recurring tasks support forward scheduling patterns for maintenance and crews
- +Automation rules update dates and fields when task status changes
- +Calendar views and sync reduce friction for shift and appointment planning
- –Finite-capacity scheduling needs additional modeling beyond native capacity tools
- –Large dependency graphs can become harder to reason about in crowded timelines
- –Workforce-style optimization requires careful configuration and disciplined data entry
- –Admin governance for complex portfolios demands strong workspace conventions
Operations managers and service teams
Link recurring schedules to assigned work
Plans stay synced with execution
Freelancers and personal planners
Schedule routines with tasks and calendars
Daily tasks tracked continuously
Show 2 more scenarios
Marketing operations and campaign teams
Manage deliverables through campaign milestones
Handoffs tracked from intake
Marketing teams plan editorial calendars and approval workflows and track launch milestones as linked work items.
Development and delivery teams
Run kanban stages with sprint control
Progress visible across teams
Teams move work through configurable board stages with statuses, card fields, and automations tied to timelines.
Best for: Fits when teams need task-linked Gantt planning with recurring work and automation-driven date updates.
Wrike
enterpriseCollaborative work management software for project plans, Gantt charts, dependencies, and resource scheduling.
Dependency-linked planning that updates schedule rollups across projects and workspaces when dates or statuses change.
Wrike focuses on cross-team project planning with detailed task dependencies, schedule rollups, and work status reporting tied to dates and owners. Its planning workflows are built around workspaces, dashboards, and structured fields that can drive repeatable schedules and operational reporting.
- +Dependency-aware planning that keeps task dates and rollups consistent
- +Configurable dashboards that report schedule status by project and owner
- +Automation rules that trigger when plan fields change
- +Recurring work templates that support repeatable planning cycles
- –Finite-capacity scheduling and resource leveling are limited
- –Gantt planning can become complex with large, deeply linked projects
- –Calendar style views require careful field configuration to stay consistent
- –Advanced reporting often depends on disciplined tagging and templates
Program and implementation teams
Multi-phase delivery plans with dependencies
Improved delivery risk visibility
PMOs and portfolio managers
Portfolio status linked to capacity
Consolidated project health view
Show 2 more scenarios
Marketing operations teams
Campaign calendars with approvals and launches
More controlled campaign execution
Wrike coordinates briefs, creative tasks, approvals, and channel launches by date and owner.
Agile cross-functional teams
Sprints tied to project reporting
Aligned sprint-to-project reporting
Wrike combines sprint work tracking with broader project status updates for shared visibility.
Best for: Fits when teams need dependency-driven project schedules with repeatable planning and cross-team reporting.
Paymo
SMBProject management software with task scheduling, Gantt charts, resource planning, time tracking, and invoicing.
Task-to-calendar planning keeps scheduled time tied to the same work items used for execution tracking.
Paymo pairs project management planning with scheduling workflows, using tasks as the unit that becomes a time plan. Scheduling is driven through calendar views and time allocation that can be organized around projects and team members.
- +Time allocation is built around tasks, linking planning to execution tracking
- +Calendar and project views support quick schedule checking across teams
- +Automation covers reminders and workflow updates tied to scheduled work
- +Reporting connects planned work to logged time for schedule adherence checks
- –Finite-capacity scheduling and optimization-based assignment are not its core focus
- –Multi-constraint workforce scenarios require manual setup more often than some rivals
- –Advanced permission modeling for complex scheduling governance can feel limited
- –Calendar sync coverage depends on the specific calendar connector configuration
Consulting managers and services leaders
Review utilization across engagements
Improved allocation visibility
Internal delivery and client teams
Coordinate schedules and dependencies
More organized execution
Show 2 more scenarios
Agencies running recurring retainers
Reuse task structures for repeats
Lower repeat setup work
They reuse task setups to plan recurring client work with consistent delivery timelines.
Project managers and service owners
Compare budget plan vs logged time
Earlier budget overrun signals
Managers review planned scope against time and expenses to catch cost variance early.
Best for: Fits when teams schedule work inside projects and need task-linked time planning with reminders.
Teamdeck
resource planningResource scheduling software for capacity planning, leave management, time tracking, and utilization reporting.
Template-based schedule configuration with rule-driven assignment behavior keeps recurring planning consistent across teams.
Teamdeck targets scheduling teams that need repeatable planning runs and consistent assignment outcomes. Schedule creation uses templates and reusable configurations so recurring work orders and shift patterns stay aligned across teams. Editing is performed directly in calendar and planning views, which helps planners spot conflicts during forward scheduling windows.
- +Template-driven recurring schedules reduce repeated manual setup
- +Drag-and-drop editing speeds conflict spotting in calendar views
- +Constraint-based assignment behavior supports consistent planning outcomes
- +Integration and automation hooks fit operational scheduling handoffs
- –Complex rule interactions need careful configuration and validation
- –Deep optimization-style scheduling depends on the configured constraint model
- –Highly custom schedule workflows may require admin support
Workforce scheduling teams
Weekly shift coverage planning
Fewer coverage gaps
Field operations planners
Crew assignment for jobs
More predictable dispatch timing
Show 2 more scenarios
Appointment scheduling teams
Role-based appointment slots
Reduced double-booking
Rules govern who can be assigned while planners adjust schedules via drag-and-drop.
Facilities maintenance coordinators
Preventive work order scheduling
Lower planning overhead
Recurring maintenance plans are configured once and reused for future scheduling horizons.
Best for: Fits when operations teams need repeatable shift and appointment schedules with rule-driven assignments.
Microsoft Planner
enterpriseTask and project planning software integrated with Microsoft 365, Teams, schedules, and workload views.
Planner’s task management integrates into Microsoft Teams and Microsoft Outlook workflows tied to Microsoft 365 groups.
Microsoft Planner fits teams that want lightweight task boards inside Microsoft 365. It organizes work with bucketed plans, assignees, due dates, and progress views that update as tasks change.
- +Task buckets with due dates and assignees update quickly during active work
- +Tight Microsoft 365 workflow fit with Teams and Outlook handoffs
- +Multiple views for plan progress without building a custom dashboard
- +Simple plan ownership model with manageable access through Microsoft 365 groups
- –Limited scheduling depth for resource-constrained, finite-capacity planning
- –No native drag-and-drop Gantt, critical path, or schedule variance tracking
- –Task dependencies are basic and do not model complex critical paths
- –Automation and API surface for custom workflows is constrained versus enterprise planning tools
Project coordinators in M365 teams
Track tasks across bucketed plans
Clear ownership and visibility
Marketing teams planning campaign work
Coordinate content and approvals in Teams
Fewer status check meetings
Show 2 more scenarios
Operations teams managing recurring tasks
Schedule routine work using due dates
On-time execution of routines
Use assignees and due dates to keep recurring tasks from slipping.
Small IT teams triaging requests
Organize intake tasks by plan buckets
Faster triage and follow-through
Maintain a lightweight workflow with progress views for ticket-like task movement.
Best for: Fits when teams need Microsoft 365-native task planning and status tracking without Gantt scheduling or optimization.
Runn
resource planningResource management software for capacity planning, project forecasting, scheduling, and utilization.
Scenario planning lets managers test staffing changes without altering the live project schedule.
Runn supports professional-services teams that assign named people across concurrent projects. Drag-and-drop assignments, placeholders, milestones, workload views, and project-level staffing support daily planning. Team members can submit timesheets while managers compare planned and actual hours.
- +Scenario plans protect the live schedule while managers test alternative staffing
- +Capacity, availability, skills, and allocations appear in one planning view
- +Timesheets connect actual hours to planned project work
- +API and integrations support synchronization with external work systems
- –Project-centric planning does not replace shift, appointment, or dispatch scheduling
- –Detailed financial forecasts depend on accurate rates, allocations, and time entries
- –Large portfolios require disciplined naming, permissions, and schedule maintenance
- –Resource views can become dense when many projects share the same people
Professional-services firms
Staffing concurrent client projects
Fewer double-booked assignments
PMO teams
Forecasting portfolio delivery
Clearer delivery forecasts
Show 2 more scenarios
Agency operations teams
Testing proposed staffing changes
Better staffing decisions
Scenario plans show how reallocating specialists changes workload and projected project margins.
Software delivery teams
Linking Jira work to staffing
Aligned delivery planning
Runn connects external work data with people allocations and project-level delivery forecasts.
Best for: Fits when professional-services teams need project resource planning tied to utilization, forecasts, and time tracking.
Saviom
enterpriseEnterprise resource planning software for capacity forecasting, project staffing, utilization, and scheduling.
Rules-driven assignment automation that recomputes schedules based on capacity and availability changes, then propagates updates through integrations.
Saviom drives planning and scheduling by modeling capacity, work, and constraints across teams and assets. It supports calendar-based scheduling with operational views that connect task plans to real execution data.
- +Constraint-aware allocation that updates assignments when demand and capacity change
- +Operational scheduling views tied to enterprise execution data
- +Rules-based automation for recurring work and schedule adjustments
- +Extensibility through APIs for bidirectional data exchange
- –Requires careful configuration of rules to avoid unintended reassignments
- –Finite-capacity optimization depth can be limited for highly specialized planning logic
- –Advanced reporting depends on data integration completeness
- –Complex multi-team setups can increase admin overhead
Workforce planners and practice leaders
Schedule assignments by required competencies
Capable staffing for assignments
Operations and workforce planning leaders
Forecast demand against capacity and utilization
Earlier staffing decisions
Show 2 more scenarios
Portfolio planners and delivery leaders
Compare scenarios before changing active plans
Informed planning changes
Planners evaluate alternative capacity and assignment options to understand timing and trade-offs.
Consulting operations and staffing leaders
Plan bench readiness and redeployment
More actionable bench plans
Leaders track staff availability and skill readiness to guide redeployment decisions against future demand.
Best for: Fits when enterprises need rule-driven scheduling tied to execution data and managed governance across many teams.
Conclusion
After evaluating 10 planning scheduling software, Smartsheet 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 Planning Scheduling Software
This buyer's guide covers planning scheduling software across project-centric planners like Runn and Scoro, shift and appointment templating like Teamdeck, and rules-driven enterprise scheduling like Saviom.
The tools included also span task-linked planning in Paymo and ClickUp, dependency rollups in Wrike, baseline and schedule variance workflows in Smartsheet, and Microsoft 365-native task planning in Microsoft Planner.
Planning Scheduling Software for finite-capacity, dependency-linked, and rule-driven schedules
Planning scheduling software coordinates dates, assignments, and capacity signals so teams can plan forward with fewer manual edits and tighter alignment to execution. Runn uses scenario planning to test staffing changes against the live project schedule while keeping capacity, availability, skills, and allocations visible in a single planning view.
Scoro connects timeline and calendar planning to project status and time tracking inside the same work record, which supports delivery scheduling tied to execution updates. Across these tools, scheduling depth ranges from dependency-linked rollups in Wrike to baseline tracking with schedule variance in Smartsheet, while some platforms focus more on calendar coordination than finite-capacity optimization.
Planning scheduling capabilities that change outcomes
Planning scheduling software succeeds when it ties dates to execution data and keeps planning edits from corrupting live schedules. These tools vary most by how they handle scenario testing, template-driven recurring assignment, rule-driven recomputation, and baseline variance auditability inside calendar and timeline views.
Scenario planning that isolates changes from the live schedule
Runn lets managers test staffing changes against the live project schedule without overwriting it, while still showing capacity, availability, skills, and allocations in one planning view. This scenario isolation is not the default model in tools that primarily update tasks or rollups from status and date changes.
Rule-driven recomputation that propagates scheduling updates
Saviom recomputes assignments when capacity or availability changes, then propagates updates through its integration surface to keep execution-aligned schedules consistent. This is a different workflow from automation that only moves tasks based on due dates and status changes, like Asana.
Template-based recurring schedules with rule-driven assignment behavior
Teamdeck uses template-based schedule configuration plus rule-driven assignment behavior so recurring shift and appointment patterns stay consistent across teams. That emphasis on repeatable configuration contrasts with dependency rollups in Wrike that update dates and rollups when tasks change.
Task-linked planning that ties scheduled time to the same work items
Paymo keeps scheduled time tied to task records so teams can plan and track reminders using the same underlying work items. This linkage differs from ClickUp’s timeline dependency updates where Gantt planning is driven by task status and date propagation.
Baseline capture and schedule variance checks during active planning
Smartsheet supports baseline tracking with schedule variance reporting inside timeline views so changes remain auditable over ongoing planning cycles. Tools that focus on dependency-linked rollups, like Wrike, typically emphasize consistency across rollups rather than variance against a captured baseline.
Cross-tool integration patterns built around calendar, timeline, and work records
Scoro integrates scheduling with project status and time tracking inside the same work record, which reduces context switching when planning and operational reporting move together. Microsoft Planner instead centers scheduling handoffs inside Teams and Outlook workflows for Microsoft 365 group task planning.
How to choose Planning Scheduling Software for your operating model
Start by matching the scheduling philosophy to the planning risk your team manages, because some systems protect live schedules with scenario modeling while others only update what already exists. Next, align the automation approach with the source of truth your teams rely on, since task status workflows behave differently from rule-driven recomputation tied to capacity changes.
Pick scenario isolation if staffing changes must be tested without schedule corruption
Choose Runn when planning requires testing alternative staffing before committing those changes to the live schedule. Runn’s planning view keeps capacity, availability, skills, and allocations visible while changes remain isolated from live execution updates.
Choose rule-driven recomputation when assignments must respond to changing capacity
Choose Saviom when assignments need to recompute automatically as demand, capacity, and availability shift across many teams. Saviom’s rules recompute schedules and propagate updates through its integrations, which is different from systems that only move dates based on task events.
Choose template-based recurring scheduling when shifts and appointments repeat
Choose Teamdeck when recurring schedules must be consistent across teams using templates plus rule-driven assignment behavior. This reduces repeated manual setup compared with general task-linked timeline approaches like ClickUp.
Choose task-linked time planning when execution tracking and planning must share the same work items
Choose Paymo when teams schedule time inside projects and need reminders tied to the same tasks used for execution tracking. This differs from Smartsheet where baseline capture and schedule variance checks are a primary workflow alongside timeline edits.
Choose baseline variance workflows when planners must prove change over time
Choose Smartsheet when schedule variance reporting against baselines is needed during ongoing planning cycles. This suits planning governance more directly than dependency rollups in Wrike that synchronize rollups when task dates and statuses change.
Who Planning Scheduling Software fits best
Teams typically fall into two buckets, those that plan like project managers and those that plan like operations schedulers. The tools in this guide map to those buckets through scenario modeling, rule recomputation, template-driven recurring calendars, and task-linked planning tied to execution records.
Professional services and utilization-focused project teams
Runn fits teams that forecast staffing using time tracking and allocations, while testing staffing changes through scenario planning without altering the live project schedule.
Enterprises with many teams and changing capacity signals
Saviom fits when capacity and availability changes must trigger rule-driven recomputation and controlled propagation across integrations for managed governance.
Operations teams running recurring shift and appointment patterns
Teamdeck fits when recurring schedules must be configured via templates and stabilized using rule-driven assignment behavior that stays consistent across teams.
Project delivery teams that want scheduling inside the same record as execution updates
Scoro fits when timeline and calendar planning need to sit inside the same work record as time tracking and project status for client-facing delivery scheduling.
Microsoft 365 teams prioritizing Teams and Outlook handoffs
Microsoft Planner fits when planning and task status tracking should align with Microsoft 365 group workflows and move through Teams and Outlook channels.
Common mistakes when buying Planning Scheduling Software
Most buying failures come from selecting the wrong automation trigger and then trying to force it into a finite-capacity or execution-proof workflow. Another frequent issue is choosing a timeline-first tool when the planning governance needs baseline variance tracking or scenario isolation for change control.
Assuming a project timeline tool will provide capacity-aware planning depth
Asana, ClickUp, and Wrike focus on timeline and dependency-driven date propagation and rollups, so capacity-aware assignment optimization needs extra process work or configuration.
Treating recurring scheduling as one-off edits instead of template configuration
Teamdeck’s template-based recurring scheduling prevents repeated manual setup, while manually rebuilding calendars can create inconsistent outcomes when rules interact.
Skipping governance requirements like baseline variance or scenario isolation
Smartsheet supports baseline tracking with schedule variance reporting, and Runn supports scenario planning that isolates changes from the live project schedule, so these governance features should be matched to the team’s audit and change-control needs.
How We Selected and Ranked These Tools
We evaluated each tool by scheduling and planning features that control how changes propagate across records, including scenario isolation in Runn and rule-driven recomputation in Saviom, because these behaviors decide whether planning edits stay safe. Features accounted for 40% of scoring by comparing workflow strength across timeline planning, recurring templates, automation triggers, and baseline or variance visibility where provided.
Ease and value each accounted for 30% by comparing how quickly teams can configure the planning workflow without creating manual rework, and by weighing how well scheduling output aligns with execution tracking such as time entries or task state changes. Runn separated itself with scenario planning that tests staffing changes against the live project schedule while keeping capacity, availability, skills, and allocations visible in one planning view.
Frequently Asked Questions About Planning Scheduling Software
How do Runn and Saviom handle what-if scenario planning without breaking live schedules?
Which tool is better for drag-and-drop schedule editing with recurring templates: Teamdeck or Asana?
When teams need task-linked time planning, how do Paymo and ClickUp differ?
What breaks if calendar sync is treated as a one-way update instead of a synchronized data model?
How do integrations and APIs support automation for scheduling workflows in Scoro and Smartsheet?
What admin controls and audit visibility matter for schedule governance in Smartsheet and Wrike?
How do ClickUp and Wrike differ in dependency management for rolling schedules across teams?
Which tool fits constraint-based scheduling expectations: Saviom or Microsoft Planner?
How should data migration be planned when moving schedule history and baselines into a new system?
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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