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Top 10 Best Staff Allocation Software of 2026

GITNUXSOFTWARE REVIEW

HR In Industry

Top 10 Best Staff Allocation Software of 2026

Staff allocation software comparison covering common features and fit for teams, with Deputy, Wrike, and Float options to review.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Staff allocation software matters when hourly and shift-driven teams need demand coverage, capacity visibility, and controlled scheduling changes across locations. This comparison helps operators and technical evaluators weigh automation depth, integration and API fit, and governance controls such as RBAC and audit logs, using tools like Deputy as a reference point for day-to-day shift execution.

Deputy is the best pick for mid-size teams that need approval-based shift changes with manager control, since its approval and audit trails on schedule edits stay tied to what actually gets captured in timekeeping, while Wrike fits project-driven organizations rebalancing capacity across work statuses thanks to workload planning that follows work items and automates reassignment as they change.

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

Deputy

Approval and audit trails for schedule edits so managers can control changes before employees clock in.

Best for: Fits when mid-size teams need approval-based shift changes and consistent time capture.

2

Wrike

Editor pick

Allocation and workload planning tied to work items, with automation rules that adjust assignments as statuses change.

Best for: Fits when project managers must rebalance capacity across multiple teams with governed workflows.

3

Float

Editor pick

Real-time updates propagate from assignment changes into the published schedule and approval workflow.

Best for: Fits when mid-size teams need staff allocation with approvals and integration-ready scheduling changes.

Comparison Table

1
DeputyBest overall
SMB
9.0/10
Overall
2
enterprise
8.7/10
Overall
3
8.6/10
Overall
4
8.4/10
Overall
5
8.2/10
Overall
6
enterprise
7.8/10
Overall
7
7.5/10
Overall
8
7.2/10
Overall
9
enterprise
6.8/10
Overall
10
enterprise
6.5/10
Overall
#1

Deputy

SMB

Employee scheduling and shift management platform for hourly workforce allocation.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Approval and audit trails for schedule edits so managers can control changes before employees clock in.

Deputy centralizes staffing demand and availability into shift planning screens, then drives execution with employee clock-in and clock-out records. Approvals and audit trails make schedule edits traceable for managers who need sign-off before employees act on updated shifts. Integration via REST API and CSV exchange supports moving rosters and time data into payroll and reporting systems.

A key tradeoff is that advanced optimization stays workflow-focused rather than math-engine-first for constraint-heavy resource leveling across many sites. Deputy fits teams that need fast real-time schedule updates, manager approvals, and consistent time capture for attendance ledger reconciliation.

Pros
  • +Shift-change approvals with traceable audit trails for manager sign-off
  • +Tight coupling between scheduling and clock-in capture for execution accuracy
  • +REST API and CSV exchange for attendance and roster data moves
  • +Employee self-service views for availability and swap requests
Cons
  • –Optimization depth can lag constraint-heavy resource leveling engines
  • –Governance across many locations requires disciplined role and permission setup
  • –Complex reporting often needs exports plus external BI transformations
  • –Exception management workflows depend on configuration and manager process
Use scenarios
  • Restaurant operations managers

    Replace no-shows with approvals

    Fewer unplanned labor gaps

  • Multi-site HR coordinators

    Reconcile schedules to attendance

    Lower correction effort

Show 2 more scenarios
  • Workforce analytics teams

    Export rosters and time records

    Faster reporting cycles

    CSV exports and API access support variance reporting across planned versus actual coverage.

  • IT automation owners

    Sync staffing data to HR systems

    Less manual data entry

    REST API integration enables automated roster and time sync into downstream systems.

Best for: Fits when mid-size teams need approval-based shift changes and consistent time capture.

#2

Wrike

enterprise

Project management platform with dedicated resource allocation and utilization tracking features.

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

Allocation and workload planning tied to work items, with automation rules that adjust assignments as statuses change.

Wrike targets teams that need cross-project planning with explicit allocation signals across roles, teams, and work items. Its planning views connect work intake, assignment, and status so managers can rebalance capacity during a schedule window.

Wrike supports automation via rules and integrates with external systems through an API for resource and status synchronization. Admin controls cover user permissions, workflow configuration, and audit visibility for operational changes.

Pros
  • +Resource allocation stays tied to work status, not separate spreadsheets
  • +Workflow rules reduce manual reassignments during schedule changes
  • +REST API supports programmatic sync of assignments and work metadata
  • +Audit visibility helps track who changed planning configuration
Cons
  • –Staff allocation modeling can take setup work for consistent role mapping
  • –Advanced allocation reporting depends on correctly structured project templates
  • –Capacity scenarios require careful workflow discipline to avoid stale assumptions
  • –Some workforce scheduling details need add-on integrations to complete the picture
Use scenarios
  • Program and implementation teams

    Plan multi-phase schedules with dependencies

    Improved schedule visibility and risk clarity

  • Governed delivery teams

    Run approval stages for deliverables

    Traceable decisions and fewer handoffs

Show 2 more scenarios
  • Distributed project teams

    Collaborate inside tasks and projects

    More contextual communication

    Keep mentions, files, and discussions attached to relevant work items and initiatives.

  • Marketing operations teams

    Coordinate campaign briefs and approvals

    Better delivery tracking

    Manage campaign calendars, creative tasks, and approval gates for launches in one workspace.

Best for: Fits when project managers must rebalance capacity across multiple teams with governed workflows.

#3

Float

SMB

Resource scheduling and planning software for visualizing team capacity and assignments.

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

Real-time updates propagate from assignment changes into the published schedule and approval workflow.

Float is a staff allocation software that centers scheduling, shift planning, and capacity awareness in one workflow. It supports role-based scheduling with availability inputs and request handling, so managers can plan staffing against coverage needs.

Float also provides automation hooks for rebalancing work and updating schedules when assignments change. Integration support includes an API plus export options for connecting time and attendance data to allocation outcomes.

Pros
  • +Strong staff allocation view that ties headcount to planned coverage needs
  • +Availability and assignment requests reduce manual schedule edits
  • +API supports custom integrations beyond exports and templates
  • +Audit trails track schedule approvals and changes at the workflow level
Cons
  • –Advanced automation requires configuration discipline to avoid conflicting rules
  • –Complex multi-location governance needs extra process for approvals
  • –Some workforce planning views depend on consistent role and availability tagging
  • –CSV-based workflows can limit automation depth versus API-driven updates
Use scenarios
  • HR and workforce planners

    Plan coverage for recurring shift roles

    Fewer schedule conflicts

  • Operations managers

    Rebalance staffing after late callouts

    Lower unfilled shifts

Show 2 more scenarios
  • Time and attendance coordinators

    Sync allocation with attendance records

    Cleaner workforce reporting

    Exports and API connections link time data to staffing plans for accurate workforce reporting.

  • Project staffing leads

    Allocate roles by capacity constraints

    More reliable resourcing

    Role-based scheduling maps assignments against capacity so teams meet workload targets.

Best for: Fits when mid-size teams need staff allocation with approvals and integration-ready scheduling changes.

#4

Sling

SMB

Shift scheduling and workforce management tool for staff allocation in hospitality and retail.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Manager-grade shift change workflows with approvals and audit trails that cover swaps and roster edits.

Sling’s staff allocation workflow centers on roster creation with recurring shifts, then ongoing assignment management through change and approval steps. Teams can coordinate availability and enforce assignment rules so staffing stays consistent during daily edits. Integration depth matters for deployment, and Sling offers an automation surface via REST API and webhook mechanisms for roster and attendance related events.

Pros
  • +Roster editing and approvals keep day-to-day staffing changes controlled
  • +Availability-aware assignment reduces manual back-and-forth
  • +REST API and webhooks support automated roster synchronization
  • +Employee shift swap workflows reduce manager churn
Cons
  • –Advanced multi-constraint optimization is limited versus dedicated engines
  • –Complex governance needs may require careful configuration discipline
  • –Data export formats can require mapping work for payroll systems
  • –Skill-based routing depth is not as granular as enterprise scheduling suites
Use scenarios
  • Restaurant operations managers

    Handle last-minute shift swaps

    Fewer coverage gaps

  • Multi-location HR coordinators

    Standardize shift templates across sites

    Lower schedule variance

Show 2 more scenarios
  • Workforce operations teams

    Sync schedules to attendance ledgers

    Faster reconciliation

    REST API and webhooks support automated handoff of roster and attendance events to downstream systems.

  • Compliance-focused scheduling leads

    Track approval sign-off trails

    Clear audit trail

    Change workflows record who approved exceptions and edits to support internal governance.

Best for: Fits when staffing managers need fast roster changes, approval trails, and API sync to attendance systems.

#5

monday.com

SMB

Work operating system with workload management and resource allocation views.

8.2/10
Overall
Features8.2/10
Ease of Use8.1/10
Value8.3/10
Standout feature

Approval-driven scheduling using status changes, plus automations that synchronize assignment updates across multiple views.

monday.com can manage staff allocation through scheduling boards that track availability, planned assignments, and change approvals. Team members can update workloads directly in board views, while managers use automation to propagate edits and notify stakeholders.

Pros
  • +Board-based scheduling views make workload changes traceable by status
  • +Automations can enforce assignment workflows with conditional notifications
  • +REST API and webhooks support external scheduling tools and integrations
  • +Calendar import and export supports iCalendar-driven staffing cycles
Cons
  • –Rule-based constraint scheduling requires careful board and automation design
  • –High-volume staffing changes can hit automation throughput limits
  • –Role and skill matching depends on column modeling rather than native matrices
  • –Deep audit log analysis needs disciplined configuration across boards
Use scenarios
  • Project managers

    Assign staff across active project timelines

    Fewer scheduling conflicts

  • Resource planning teams

    Run recurring staffing cycles with templates

    Faster cycle planning

Show 2 more scenarios
  • HR operations teams

    Coordinate capacity with calendar-driven workflows

    Clear capacity visibility

    Teams exchange schedules using iCalendar imports and exports and keep board views synchronized.

  • Operations analysts

    Automate allocation updates via API sync

    Reduced manual rework

    REST API and webhooks push workload edits into monday.com and trigger downstream notifications.

Best for: Fits when teams need staff allocation workflows with approvals and integrations without building custom scheduling software.

#6

Shiftboard

enterprise

Workforce scheduling platform for complex shift-based staff allocation across large teams.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

Workflow-based scheduling governance that tracks approvals and schedule changes for multi-location planners.

For operations teams managing many locations, Shiftboard’s value concentrates on centralized scheduling governance, location-level assignment logic, and workflow controls around who can change a published schedule. The product supports availability management and staffing constraints so planners can assign people to open shifts using consistent policies instead of manual spreadsheet edits. Integration via API and common import and export patterns helps connect scheduling inputs with external workforce records and downstream systems.

Pros
  • +Rule-based scheduling keeps assignments consistent across locations
  • +Approval and sign-off workflows support controlled schedule changes
  • +API and data exchange options enable integration with workforce systems
  • +Availability-driven assignment reduces manual match work
Cons
  • –Constraint and policy setup can be time-consuming at scale
  • –Exception workflows can feel planner-heavy when changes are constant
  • –Advanced matching depends on clean upstream workforce and skill data
Use scenarios
  • Workforce management teams

    Automate coverage with controlled exceptions

    Fewer uncovered shifts

  • Operations managers

    Manage last-minute swaps safely

    Faster schedule corrections

Show 2 more scenarios
  • HR and labor analysts

    Reconcile staffing demand and supply

    Lower labor variance

    Review schedule outcomes versus staffing needs to adjust policies and staffing templates.

  • Systems integration teams

    Sync shifts and workforce data

    More accurate allocations

    Use API-driven data exchange to connect scheduling inputs to external systems for records accuracy.

Best for: Fits when retail operations need governed shift planning with frequent schedule changes.

#7

Ganttic

SMB

Resource planning software for scheduling people, equipment, and facilities on a Gantt timeline.

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

Multi-resource schedule planning with drag and drop assignment tied to capacity visibility.

Ganttic supports staff allocation by turning resource availability, role requirements, and assignment rules into visual plans across teams and time. The tool centers on schedule-driven allocation, with drag and drop adjustments plus workload and capacity views for managers who need quick variance checks.

Pros
  • +Visual schedule editing for allocation changes across multiple teams
  • +Capacity and workload views to spot over-allocation during planning
  • +Import and export workflows for moving schedules between tools
  • +Rule-based assignment behavior to reduce manual rework
Cons
  • –Complex rule sets can be harder to maintain without planning discipline
  • –Advanced scenario simulation for overtime impact is limited compared to niche optimizers
  • –Cross-system governance features like audit trails may require extra integration work
  • –Live webhook-driven updates depend on the integration design of the connected systems
Use scenarios
  • Project managers in agencies

    Plan billable staff across client projects

    Fewer scheduling conflicts

  • Resource planners in enterprises

    Allocate teams for recurring delivery cycles

    Repeatable staffing plans

Show 2 more scenarios
  • Operations leaders

    Balance workload against capacity targets

    Improved resource utilization

    Use workload and variance views to spot over-allocation and adjust assignments before execution.

  • HR and workforce coordinators

    Coordinate role requirements and staffing

    Clear staffing coverage

    Align staffing requirements to available skills and assignments while sharing schedules downstream.

Best for: Fits when staffing managers need fast visual allocation edits and capacity checks across recurring shifts.

#8

Teamdeck

SMB

Resource scheduling, time tracking, and leave management in one platform.

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

Approval-driven staffing requests connect allocation changes to manager sign-off and traceability in one planning workspace.

Teamdeck is a staff allocation tool built for visual planning of who is assigned to what work across time. It focuses on scenario planning and schedule visibility so managers can shift capacity and review the impact of allocation changes.

Pros
  • +Visual allocation views make schedule changes easy to review
  • +Approval flows add sign-off trails for staffing requests
  • +Change history supports investigation after real-time assignment edits
  • +Spreadsheet import supports bulk updates from existing planning files
Cons
  • –Complex constraint modeling needs more structured setup than basic allocation
  • –Timekeeping alignment and payroll sync depend on integration maturity
  • –Automation depth may lag teams seeking heavy API-driven planning logic
  • –Cross-site governance features for large orgs require careful role design
Use scenarios
  • Project managers

    Visual staffing scenarios across delivery timelines

    Fewer schedule surprises

  • Resource planning teams

    Rebalance allocation after demand changes

    Better capacity alignment

Show 2 more scenarios
  • HR and workforce coordinators

    Coordinate staffing approvals with audit trail

    Clear sign-off history

    Approval workflows track allocation changes to support staffing governance and handoffs.

  • Operations analysts

    Import rosters and sync data to plans

    Faster plan updates

    Analysts ingest spreadsheet data and use connectivity to keep allocation inputs consistent.

Best for: Fits when mid-size teams need visual staffing allocations plus approval workflows for schedule changes.

#9

Saviom

enterprise

Enterprise resource management and workforce planning software with configurable allocation rules.

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

Request-to-allocation workflows that connect workforce mobility changes to updated assignments with approval trails.

Saviom is a staff allocation solution built around workforce planning workflows that connect demand, capacity, and assignment decisions. It supports rule-based assignment with role and skill constraints, and it provides schedule-adjacent reporting that highlights coverage gaps and allocation variance.

Pros
  • +Rule-based staff assignment using skill and role constraints
  • +Allocation variance reporting helps explain coverage gaps
  • +Approval workflows support controlled staffing changes
  • +API and CSV exchange support integration with upstream systems
Cons
  • –Complex constraint setup needs careful governance discipline
  • –Exception handling workflows are not as fine-grained as niche schedulers
  • –Cross-team planning visuals take time to configure for large orgs
  • –Requires integration mapping work for attendance and payroll reconciliation
Use scenarios
  • Workforce planning analysts

    Plan headcount against demand forecasts

    Improved staffing accuracy

  • Operations managers

    Manage schedule-adjacent allocation variance

    Fewer manual exceptions

Show 2 more scenarios
  • HR mobility coordinators

    Approve and process internal mobility requests

    Faster change approvals

    Uses structured request flows to route mobility changes through governance and approvals.

  • Talent assignment leads

    Assign staff using constraints rules

    Constraint-compliant staffing

    Applies role and skill constraints to generate assignments that meet operational requirements.

Best for: Fits when workforce planners need constrained staff allocation, governed approvals, and reporting for coverage variance.

#10

Planview

enterprise

Portfolio and resource management platform for enterprise capacity planning and staff allocation.

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

End-to-end allocation governance that ties resource bookings to initiative plans and execution visibility.

Planview applies portfolio and value management to resource allocation decisions, then connects those plans to execution tracking. Staff allocation support is anchored in role and capacity planning workflows that let teams model demand, assign capacity, and manage booking changes.

Pros
  • +Governance-oriented planning links staff assignments to initiatives
  • +Capacity and demand modeling supports systematic allocation decisions
  • +API and import/export options support connecting external scheduling tools
  • +Role-based assignment workflows fit structured workforce planning
Cons
  • –Setup requires disciplined configuration of roles, capacities, and rules
  • –Real-time shift changes are not the primary workflow focus
  • –Skill-based routing depth can be limited outside structured role models
  • –Workforce analytics depend on consistent upstream data alignment
Use scenarios
  • Portfolio managers and PMO staff

    Plan capacity across initiatives and demands

    Improved allocation governance

  • Professional services resource planners

    Rebook staff when demand shifts

    Faster schedule adjustments

Show 2 more scenarios
  • Enterprise operations analytics teams

    Integrate allocation data into scheduling

    Consistent resource reporting

    Exports and exchanges allocation inputs through API and imports for downstream attendance and scheduling systems.

  • Delivery leaders and program managers

    Connect staffing plans to execution tracking

    Better project visibility

    Links role and capacity planning to execution status to show which work supports each initiative.

Best for: Fits when enterprise teams need allocation governance and initiative rollups across shared capacity pools.

Conclusion

After evaluating 10 staff allocation software, Deputy 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
Deputy

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 Staff Allocation Software

How do Sling and Deputy handle approval trails for schedule changes?
Sling includes approval workflows that wrap shift swaps and roster edits in a change trail managers can review before updates go live. Deputy ties schedule edits to approvals and audit visibility so changes are controlled prior to employee clock-in events.
Which tool supports role or skill matching when assigning staff to shifts?
Shiftboard assigns employees using rule-driven templates that can encode staffing constraints per shift. Saviom applies skill and role constraints in its workforce planning workflow to produce assignments aligned with demand and capacity.
How do staff allocation tools sync with attendance and payroll systems?
Sling supports attendance capture and export paths that fit payroll system integration routines. Deputy and monday.com provide data exchange mechanisms via integrations and import or export workflows that connect scheduling outcomes to downstream time and attendance processing.
When mid-week availability changes, how do Shiftboard and Float propagate updates?
Shiftboard uses availability capture and governed shift planning workflows to update staffing decisions when changes arrive during a planning window. Float propagates assignment changes into the published schedule and its approval workflow so shift updates reflect new availability with reduced manual rework.
What breaks if a team needs API-first integration instead of file-based data exchange?
monday.com can use REST API and webhooks for scheduling board synchronization, which reduces reliance on manual CSV updates. Planview can exchange allocation data through API access and file-based imports, but teams that require only API-driven, near-real-time sync may need deeper integration coverage.
How do Wrike and Planview differ when allocation decisions span multiple teams and initiatives?
Wrike centers cross-project planning by connecting work intake, assignment, and status so managers rebalance capacity as work items move. Planview anchors allocation governance in initiative rollups and capacity planning workflows, which aligns resource bookings to portfolio-level planning and execution visibility.
Which systems provide iCalendar import or export for shift planning workflows?
monday.com supports iCalendar exports and imports so calendar-driven staffing workflows can round-trip schedules. Teamdeck focuses on visual planning with spreadsheet-based imports and REST-style connectivity, so calendar file formats may require a separate data exchange step.
Where do admin controls and user governance differ across tools like Shiftboard and Teamdeck?
Shiftboard targets scheduling governance for retail and frontline planners, with approval tracking that supports controlled multi-location changes. Teamdeck adds approval workflows and change tracking inside its planning workspace so sign-off trails connect specific allocation requests to resulting schedule updates.
How do Ganttic and Teamdeck handle visual scenario planning for capacity and variance checks?
Ganttic provides drag-and-drop multi-resource schedule planning with workload and capacity views that surface variance across time. Teamdeck focuses on scenario planning in a visual workspace so managers can shift capacity and review the impact of allocation changes before committing approvals.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Staff Allocation Software

We separate staff allocation tools by how well they model real work constraints and move updates through the workflow. The biggest difference you’ll feel shows up in availability management and approval and sign-off trails.

Availability management with real constraints

Why it matters

Availability management with real constraints determines whether the plan respects who can work, when, and under what rules. If it treats availability as a suggestion, the schedule will break as soon as conditions change.

How to check

In a demo scenario, block one team member for a few dates and then create an allocation for those days. Ask the system what it does next: does it re-plan, flag exceptions, or allow conflicts?

Exception management workflows for gaps

Why it matters

Exception management workflows for gaps tell you how the tool handles understaffing, conflicts, and missing coverage. Good workflows reduce manual back-and-forth when allocations don’t fully fit.

How to check

Create a staffing demand that can’t be met with current availability. Check whether the tool surfaces the exact shortage, routes it to the right people, and records what gets changed to close the gap.

Automation and API for updates

Why it matters

Automation and API for updates matters when staffing inputs change often. Without a dependable automation surface, you’ll spend time re-exporting and re-entering data instead of managing decisions.

How to check

Ask for documentation on its REST API and the supported fields for staff allocation changes. Then run a small automation demo (even a sandbox script) that updates allocations and verify what gets recalculated and what stays as-is.

Data model that matches your workforce

Why it matters

A data model that matches your workforce determines whether the system can represent teams, roles, and constraints without workarounds. When the model is off, reports and allocation outcomes become hard to trust.

How to check

Build a sample data set that reflects your reality (teams, roles, availability windows, and exceptions). Review the resulting allocation view and reports to see if the tool uses your concepts directly instead of forcing confusing substitutes.

Real-time schedule changes handling

Why it matters

Real-time schedule changes handling is where staff allocation tools earn trust during churn. If updates don’t propagate predictably, managers will avoid using the system during the day-to-day cycle.

How to check

In the demo, change availability after an allocation is published and observe what updates. Ask whether it recalculates affected assignments, creates exceptions, and keeps an audit trail of what shifted and why.

Approval and sign-off trails

Why it matters

Approval and sign-off trails matter when multiple managers touch allocations. Clear trails help you understand who approved changes and what version of the plan teams are working from.

How to check

Simulate a change that requires approval and then check who approved it, when, and what the before/after looked like. Verify whether the system locks the right steps and preserves the history through subsequent edits.

Red flags

  • Conflicts get resolved silently instead of creating actionable exceptions
  • Updates require manual re-entry even for basic staffing changes
  • Approvals don’t show what changed or who approved the final version

Fit by situation

  • If your coverage often misses the target at certain times, prioritize exception management workflows for gaps.
  • If managers need control over what ships each day, prioritize approval and sign-off trails.
  • If availability shifts mid-cycle, prioritize real-time schedule changes handling.
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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