GITNUXSOFTWARE REVIEW
Art & DesignTop 10 Best 2D Character Animation Software of 2026
Compare 2d character animation software options like Synfig Studio, Rive, and Krita, focusing on workflows and where each fits for teams.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Synfig Studio is the best pick for small teams and single-seat animators who want parameter-driven character motion without redrawing every frame, thanks to its vector-focused deformation with editable curve interpolation, while Rive fits teams building interactive characters since state-machine animation reacts to runtime variables instead of manual keyframe branching.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Synfig Studio
Vector-oriented shape deformation built on editable scene parameters, with automatic interpolation driven by animation curves.
Best for: Fits when a single-seat or small team needs parameter-driven 2D character animation without heavy frame-by-frame redraw.
Rive
Editor pickState machine controllers that drive vector character animations from variables at runtime.
Best for: Fits when character motion must respond to UI state changes and app events without heavy animation branching.
Krita
Editor pickNon-destructive layer masks and styles can be keyed through the timeline for consistent per-frame character finishing.
Best for: Fits when animation is mostly drawn or layered frames, and painting iteration speed matters most.
Comparison Table
Synfig Studio
SMBAn open-source 2D animation application built around vector artwork, interpolation, and skeletal animation.
Vector-oriented shape deformation built on editable scene parameters, with automatic interpolation driven by animation curves.
Synfig Studio is a 2D animation tool designed around vector-like workflows and automatic interpolation from editable shapes. It uses a scene-based timeline with keyframes for parameters, then renders output through its built-in renderer.
Character motion can be built with bone-based rigs and deformation controls that update shapes over time rather than redrawing every frame. Exports include common 2D delivery formats like image sequences and video-ready output for animation pipelines.
- +Shape parameter keyframing reduces redraw work for consistent motion
- +Bone-based deformation rigging supports articulated character movement
- +Timeline editor ties animation curves to controllable scene parameters
- +Built-in renderer outputs animation-friendly image sequences
- –Interface and node-style controls can slow first-time rigging work
- –Advanced character pipelines often require careful rig parameter planning
- –Fewer production collaboration features than studio-oriented authoring tools
- –High-resolution output can be time-consuming during iterative renders
2D animators and small teams
Produce character motion with interpolated shapes
Fewer redrawn in-betweens
Indie game creators
Render vector sprites for engine import
Ready-to-use animation assets
Show 2 more scenarios
Explainer content creators
Animate illustrated scenes and characters
Exported explainer video frames
Create short instructional sequences with editable illustrated elements and pre-rendered image sequences.
Rotoscoping and compositing artists
Create vector mattes from traced footage
Editable vector mattes
Trace spline shapes and animate geometry over time for adjustable matte handoff to compositing.
Best for: Fits when a single-seat or small team needs parameter-driven 2D character animation without heavy frame-by-frame redraw.
Rive
API-firstA real-time interactive animation platform for vector characters, state machines, and embedded experiences.
State machine controllers that drive vector character animations from variables at runtime.
Rive targets 2D character and UI motion through a timeline-and-state approach that blends vector art with interactive rig-style behavior. The core workflow centers on an editor for animations that can be driven by state changes, variables, and controller logic rather than only by frame stepping.
Rive also supports export paths for embedding into apps, plus runtime animation control patterns that map well to interactive character systems. Compared with traditional frame-by-frame or bone-centric character suites, Rive prioritizes reuse of animation assets and parameter-driven playback for interactive experiences.
- +State-driven animation lets characters react to variables without manual keyframe branching
- +Vector-first workflow keeps character shapes crisp across scaling and export targets
- +Animation assets can be structured for reuse across multiple character behaviors
- +Interactive control patterns map well to app events and UI state changes
- –Bone deformation workflows are not the primary strength versus dedicated rigging tools
- –Complex lip-sync and phoneme pipelines need more manual setup than in some animation suites
- –Large frame-by-frame character scenes can feel slower than exposure-sheet-centric tools
- –Advanced integration often depends on writing app-side logic to drive parameters
Game character animators
State-driven rigged character animations
Behavior changes from player inputs
App designers
Mobile vector animations for app events
Scalable animations across screens
Show 2 more scenarios
Frontend developers
Navigation and onboarding UI motion
Reusable UI motion components
Build responsive interface animations that react to user navigation and state transitions.
Game HUD designers
Gameplay feedback for HUD states
HUD reflects gameplay events
Implement runtime-ready heads-up animations for menus, status changes, and gameplay feedback.
Best for: Fits when character motion must respond to UI state changes and app events without heavy animation branching.
Krita
SMBA digital painting application with frame-by-frame animation tools and an integrated 2D art workflow.
Non-destructive layer masks and styles can be keyed through the timeline for consistent per-frame character finishing.
Krita’s animation workflow centers on a timeline editor that drives layer visibility, keyframes, and frame rendering. Layer styles and masks carry through animation work, so changes like cleanup passes, lighting tweaks, and character swaps can be contained to layers rather than external assets. Frame handling is practical for traditional hand-drawn animation because the same brush and selection toolset edits every frame.
A tradeoff appears in rigging depth, since bone-based deformation and advanced controller rig features are not its core emphasis. Krita fits best when animation is mainly produced as drawn or layered frames, and when teams want tight authoring control for backgrounds, FX overlays, and character redraws.
- +Layer masks and styles stay editable across animated timelines
- +Painting tools transfer directly into frame-by-frame animation work
- +Image sequence export supports handoff to compositors and editors
- +Non-destructive layer workflow helps revision-heavy character work
- –Rigging and deformation workflows are not the primary focus
- –Complex multi-rig character systems need external tooling
- –Automation and API surface for pipeline scripting is limited
- –Large asset scenes can feel heavy without careful layer organization
Independent animators
Hand-drawn character sequences with revisions
Faster redraw iterations
Small VFX teams
FX overlays and compositing passes
Cleaner compositing handoff
Show 1 more scenario
Studio pre-production
Animatics and shot planning frames
Quicker shot approvals
Consistent brush workflow produces quick shot variations with layered changes.
Best for: Fits when animation is mostly drawn or layered frames, and painting iteration speed matters most.
Spine
vertical specialistA 2D skeletal animation tool for game characters, runtime integration, and sprite-based production.
Event tracks tied to animation timelines for deterministic triggers during playback in real-time runtimes.
Spine is a 2D character animation tool focused on bone-based rigging for sprites and characters built from layered images. It provides a timeline editor with keyframes, animation blending, and deformation controls for rig poses, not traditional cutout compositing.
- +Bone and skinning workflow that keeps character assets editable after animation
- +Timeline keyframes with curve controls for consistent motion timing
- +Event tracks that can drive non-visual gameplay triggers during playback
- +Attachment swapping for modular outfits and reusable character parts
- –Frame-by-frame drawing is not the primary authoring model
- –Rig setup takes discipline to avoid deformation artifacts and foot sliding
- –Advanced mesh deformation workflows can become time-consuming on complex characters
Game developers and 2D animators
Build skeletal motion for game actors
Runtime-ready animation clips
Mobile app animation teams
Author animations for supported runtimes
Interactive app animation assets
Show 2 more scenarios
Sprite artists and game developers
Animate sprite attachments with bones
Smooth animated sprites
Use bones, slots, skins, and deformable meshes to animate sprites without redrawing frames.
Animation teams and gameplay developers
Reuse consistent action motion sets
Consistent reusable motions
Create repeatable move libraries for character actions and poses across multiple clips.
Best for: Fits when studios need reusable 2D character rigs with animation-driven events for runtime playback in games.
OpenToonz
SMBAn open-source 2D animation package with scanning, drawing, cleanup, compositing, and effects tools.
Toonz project format keeps scene structure editable for iterative shot revisions and pipeline reuse.
For 2D character animation, OpenToonz provides a timeline workflow with peg-bar and node-based drawing tools for building shots from frames. Painting and line tools support layers and scanning-friendly routines used in traditional production. Batch rendering supports scene sets and exports image sequences suited for downstream compositing. Pipeline fit is strongest when shots need repeatable export outputs and consistent layer handling across revisions.
- +Timeline and exposure-sheet style shot control
- +Layered drawing workflow with traditional handoff-friendly exports
- +Node-based and reusable scene elements for shot iteration
- +Batch rendering supports production throughput
- –Character rigging setup takes more time than character-first tools
- –Deformation controller workflows require studio-specific conventions
- –Advanced pipeline automation needs scripting and integration work
Animation production teams
Hand-drawn shorts with compositing handoff
Faster revision cycles
Studio pipeline engineers
Custom render and export automation
Higher throughput
Show 1 more scenario
Independent animators
Long-form series episode production
More predictable delivery
Creators use layer-based drawing and structured projects to manage many frames consistently.
Best for: Fits when teams need frame-by-frame animation with repeatable render and compositing handoff.
TupiTube
SMBA 2D animation application for creating hand-drawn cartoons with a simplified production workflow.
Pose and part rigging workflow designed for reusing character layouts shot to shot in a single project.
TupiTube is a 2D character animation tool focused on rig-based cutout workflows and timeline control for building reusable characters. It provides rigging features for attaching parts, animating poses, and reusing those poses across scenes, which reduces repeat work.
- +Rig-driven character parts make pose reuse practical across multiple shots
- +Timeline playback and keyframe workflow support fast iteration during layout
- +Sprite oriented export fits sprite sheet and game rendering pipelines
- +Onion-skin style drawing feedback helps consistent animation timing
- –Extensibility and third-party integration options are limited for enterprise pipelines
- –Advanced deformation workflows are less granular than dedicated high-end rig tools
- –Character data reuse depends heavily on project format compatibility
- –Layer and rig complexity can slow navigation on larger scenes
Small animation teams
Animate layered cutout character parts
Editable character scene assembled
Students and educators
Practice timing with short exercises
Playable practice exercise
Show 2 more scenarios
Sprite-focused game artists
Export frames for sprite projects
Animation frames for pipelines
Artists produce short sequences and export sprite-oriented frames for downstream game and editing workflows.
Animators and storyboard teams
Turn sketches into timed animatics
Rough timed sequence
Teams convert sketches into timed sequences to check pacing before committing to full production.
Best for: Fits when small teams need cutout-style character animation with repeatable rigs and lightweight exports.
Callipeg
SMBA tablet-focused 2D animation application for frame-by-frame drawing and timeline production.
Turntable-style character setup with reusable pose states and timeline-driven iteration for fast shot variations.
Callipeg is a 2D character animation tool focused on turntable-ready character setup and repeatable pose iteration using its timeline and rig workflow. Its core strength is turning imported character artwork into controllable animation states with reusable poses, then rendering animation as image sequences or spritesheets.
- +Pose iteration stays fast through a purpose-built timeline workflow
- +Layered character parts can be animated without frame-by-frame redraw
- +Character exports are production-friendly for sprite or sequence pipelines
- +Rig controls reduce rework when reusing the same character across shots
- –Advanced deformation and high-end rig depth lag behind tier-1 suites
- –Complex lip-sync workflows need manual sequencing rather than automation
- –Multi-character scenes become harder to manage as layers and controls grow
- –Collaboration controls and governance features are limited for larger teams
Cartoon artists and small teams
Repeat poses across short character scenes
Consistent layered character sequences
Mobile designers and technical artists
Create reusable sprite-based animation assets
Reusable mobile animation assets
Show 2 more scenarios
Animators timing dialogue clips
Align character motion to audio
Audio-synced animation timing
Audio placement in the project supports checking dialogue, beats, and visual timing before export.
Independent animators and illustrators
Edit hand-drawn short sequences
Completed short animation clip
Frame timing lets solo creators refine drawn 2D sequences into a finished short animation clip.
Best for: Fits when indie teams need repeatable 2D character animation output without deep rig-engine customization.
Pencil2D
SMBA lightweight open-source tool for hand-drawn 2D animation using raster and vector workflows.
Excessively responsive frame-by-frame drawing tied to onion skinning for clean iteration on traditional animation timing.
Pencil2D is a lightweight 2D character animation editor focused on traditional hand-drawn workflows.
- +Fast hand-drawn frame-by-frame workflow with onion skinning and timeline control
- +Exclusively focused UI reduces overhead for sketch to animation iteration
- +Bitmap and vector stroke styles support mixed look styles in one project
- +Sprite sheet and image sequence export fit game and offline compositing pipelines
- –Limited character rigging depth compared with bone and controller-based systems
- –Deformation workflows and advanced rig controls are not production-industry complete
- –Smaller toolchain around lip-sync and phoneme-specific automation for dialogue
- –Extensibility and automation surface are narrow for studio pipeline integration
Cartoon creators and small teams
Build layered episodes with frame-by-frame timing
Episode scenes ready for iteration
Animation students and beginners
Practice cel animation fundamentals
Competent cel animation practice
Show 2 more scenarios
Independent animators
Time hand-drawn shorts one frame at time
Finished hand-drawn short
Lets animators draw and schedule poses frame-by-frame for controlled short-form shorts creation.
Designers and motion learners
Prototype motion graphics with simple keyframes
Quick visual motion studies
Enables frame-level drawing and basic animation to study motion without heavy compositing steps.
Best for: Fits when small teams need editable 2D frame-by-frame animation with lightweight production tooling.
RoughAnimator
SMBA hand-drawn animation application for desktop, tablet, and mobile workflows.
RoughAnimator’s rough-first drawing workflow keeps sketches editable while building a timeline for keyframe and rig-driven motion.
RoughAnimator is a 2D animation tool focused on rough-to-final workflows for character and scene animation. It provides frame-by-frame drawing, a timeline editor, and keyframe interpolation controls for motion planning and cleanup.
- +Fast sketch-to-timeline workflow for early blocking and revisions
- +Bone-based rigging tools for deforming characters without full frame redraws
- +Onion skinning helps maintain pacing during in-between creation
- +Animation curves support direct tuning of timing and motion feel
- –Keyframe interpolation controls are limited for advanced motion refinement
- –Rigging and deformation tools require practice to avoid artifacts
- –Export options are less flexible than dedicated production compositor pipelines
- –Project organization tooling is thinner than in larger studio animation suites
Audio-led animators and editors
Time dialogue animation to audio cues
Dialogue clips aligned to sound
Traditional cartoon artists
Revise hand-drawn motion via timeline
Editable cartoon animation sequence
Show 2 more scenarios
Independent animators and teams
Plan poses in rough animatics
Reviewable rough with clearer timing
Artists create quick poses and update motion timing across a frame-by-frame sequence.
Mobile sketch animators
Draft character motion while traveling
On-the-go animation drafts
Animators develop and revise frame-by-frame drawings across supported devices for portable workflows.
Best for: Fits when small teams need quick character animation passes with basic rigging and timeline control.
Blender Grease Pencil
SMBA 2D and 2.5D drawing and animation system inside Blender's 3D production environment.
Grease Pencil objects can be rigged to armatures and deformed with bone influence while preserving editable stroke layers.
Grease Pencil works as editable stroke geometry stored per object, so a character can mix sketch lines, fills, and styled strokes on separate layers. Animation can be handled through standard timeline keyframes, dope-sheet style editing, and onion skinning for both sketch and posed frames. Layer effects like opacity, blending, and material-driven coloring make it practical for clean hand-drawn looks with controlled variation.
- +Single-scene workflow for 2D strokes, rig deformation, and rendering
- +Layer stack supports controlled styling and non-destructive edits
- +Dope-sheet timeline editing enables precise frame control
- +Batch export scripts can generate shot-based image sequences
- –Character-centric 2D UI workflows take time to learn inside Blender
- –Strict 2D-only pipelines require more export and reformat steps
- –Heavy scenes can slow viewport playback for dense stroke animation
- –Cutout rig conventions may feel less direct than dedicated 2D packages
Studios mixing 2D and 3D
Stylized characters moving through scenes
Consistent motion across 2D and 3D
Animation teams batching exports
Frame-accurate shot rendering
Fewer manual export mistakes
Show 2 more scenarios
R&D teams testing pipelines
Procedural stroke and pose generation
Faster iteration on workflows
Scripting can modify Grease Pencil properties and populate frames for repeatable experiments.
Freelance animators
2D animation with scene integration
Less round-tripping between tools
Onion-skin drawing and layer modifiers support clean hand-drawn motion with 3D placement.
Best for: Fits when a studio needs 2D characters integrated with Blender camera and rendering.
Conclusion
After evaluating 10 2d character animation software, Synfig Studio 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 2d Character Animation Software
2D character animation software spans stroke-based drawing, bone and controller rigs, and timeline-first shot control for production pipelines. This guide covers Blender Grease Pencil, OpenToonz, Krita, Spine, Synfig Studio, Pencil2D, Callipeg, TupiTube, RoughAnimator, and Rive.
The differences show up in how character motion is represented during authoring, how rigs deform strokes or vector shapes, and how timeline events behave at playback. Tool selection also depends on whether studios need a Blender-centric end-to-end workflow, a Toonz-style scene format for iterative shot revisions, or parameter-driven shape animation for lighter redraw.
2D Character Animation Software for Rig, Timeline Control, and Production Handoff
2D character animation software is used to build characters from layered artwork, then drive motion with timeline keyframes, exposure-sheet style shot control, or rig parameters. In Blender Grease Pencil, grease pencil objects can be rigged to armatures and deformed with bone influence while keeping editable stroke layers for controlled non-destructive edits. In Spine, bone and skinning workflow plus animation timelines with curve controls support deterministic event triggers tied to playback.
Production depth depends on deformation model and authoring structure rather than just drawing speed. OpenToonz uses a Toonz project format that keeps scene structure editable for iterative shot revisions and pipeline reuse, while Krita emphasizes non-destructive layer masks and styles that can be keyed through the timeline for consistent per-frame character finishing.
Decision framework for selecting a 2D character animation workflow model
Start by identifying how character motion should be represented during authoring. Blender Grease Pencil and Krita center on editable stroke and layer finishing, while Spine, Synfig Studio, and Rive center on rig or state-driven motion that is designed to behave predictably at playback.
Then choose the revision style that matches the production process. Some tools keep shot structure editable for iterative revisions, while others prioritize deterministic runtime triggers or parameter-based deformation that reduces redraw.
Pick the primary motion representation: rig edits, frame drawing, or parameter curves
If characters must stay editable as strokes after rig motion, Blender Grease Pencil can rig grease pencil objects to armatures and preserve editable stroke layers with bone-influenced deformation. If characters should be authored through deterministic playback and event-driven behavior, Spine uses bone and skinning plus animation timelines with curve controls.
Choose the revision mechanism: editable scene structure or timeline-driven finishing
If shot updates must preserve scene structure for pipeline reuse, OpenToonz uses a Toonz project format that keeps scene structure editable for iterative shot revisions. If finishing changes are layer-centric, Krita keeps layer masks and styles editable and lets them be keyed through the timeline for consistent per-frame output.
Validate how playback behaviors must trigger runtime or app state
When character behavior must react to variables without manual keyframe branching, Rive uses state machine controllers that drive vector character animations from variables at runtime. When runtime triggers must fire deterministically from the animation timeline, Spine provides event tracks tied to playback.
Select the rig depth tradeoff based on deformation complexity
If the studio needs bone-based deformation workflows plus consistent curve control for timing, Spine’s bone and skinning workflow is the central authoring model. If the goal is shape parameter keyframing that reduces redraw, Synfig Studio drives vector deformation from editable scene parameters and animation curves.
Confirm the authoring cadence for early blocking versus refined animation
If the workflow needs quick sketch-to-timeline passes with basic rigging for early blocking, RoughAnimator keeps sketches editable while building a timeline for keyframe and rig-driven motion. If the workflow prioritizes traditional frame-by-frame drawing with onion skinning, Pencil2D focuses on an exclusively streamlined sketch-to-animation loop.
Ensure the lip-sync workflow matches the level of automation expected
If automatic mouth replacement is required in production, Rive’s focus on state-driven vector motion means complex lip-sync and phoneme pipelines need more manual setup than dedicated animation suites. If lip-sync automation depth is not a primary requirement, Callipeg’s timeline-driven pose workflow is geared toward fast shot variations with manual sequencing for more complex cases.
Who benefits from each 2D character animation workflow model
Selection depends on whether the team’s character work is primarily stroke-layer finishing, rig deformation, or parameter-driven shape changes. The right match becomes clear when the production demands deterministic runtime behaviors, editable shot structure, or low-redraw iteration.
Teams also differ in how they handle rig complexity. Some tools demand studio conventions for deformation controllers, while others keep the authoring model narrow and fast for iteration.
Blender-centric studios building 2D characters inside a 3D pipeline
Blender Grease Pencil supports rig deformation through armature-linked grease pencil objects while preserving editable stroke layers for non-destructive edits that fit Blender camera and rendering.
Animation teams that iterate shot timing and need a stable scene structure
OpenToonz keeps scene structure editable in its Toonz project format, which supports iterative shot revisions and pipeline reuse with timeline and exposure-sheet style shot control.
Studios shipping runtime character behavior with strict playback timing
Spine provides event tracks tied to animation timelines so triggers fire deterministically during runtime playback and can be driven by curve-controlled keyframes.
Smaller teams focused on parameterized motion to minimize redraw
Synfig Studio uses vector-oriented shape deformation driven by editable scene parameters and animation curves, which shifts work toward planning shape keyframes instead of redrawing frames.
Teams needing state-responsive animation driven by app variables
Rive uses state machine controllers that drive vector character animations from variables at runtime, which supports UI-state driven character motion without manual keyframe branching.
Common selection and production pitfalls in 2D Character Animation Software
Misalignment usually appears when a studio selects a tool optimized for one authoring model but expects another model’s revision behavior. Rig-centric tools can require more setup discipline to avoid deformation artifacts, and frame-first tools can require additional planning to reach production-grade character systems.
Another frequent issue is overestimating rig depth or lip-sync automation from timeline features alone. Some tools support fast pose iteration or event triggers but require manual sequencing for complex phoneme workflows.
Choosing a rig-first tool but building deformation without studio conventions
Spine rig setup requires practice to avoid deformation artifacts and foot sliding, so animation tests should include walk cycles before locking the pipeline.
Overestimating frame-first or sketch-first tools for complex character systems
Pencil2D has limited character rigging depth compared with bone and controller-based systems, so character deformation needs must be mapped before committing to a full production.
Assuming a stroke or layer tool will provide production-grade deformation depth
Krita is strong in non-destructive masks and styles keyed through the timeline, but rigging and deformation workflows are not its primary focus, so external tooling may be required for complex multi-rig characters.
Ignoring how lip-sync automation differs across animation models
Rive’s state-driven animation model means complex lip-sync and phoneme pipelines need more manual setup than in some animation suites, so mouth-shape coverage should be validated early.
How We Selected and Ranked These Tools
We evaluated each tool on features, ease, and value with features at 40%, ease at 30%, and value at 30%. We prioritized character-authoring mechanics that directly affect production throughput, including whether stroke layers remain editable after rig deformation, whether timeline control supports deterministic playback events, and whether shot structure stays editable for iterative revisions.
We also checked how each tool’s authoring model maps to rig-driven characters versus frame-by-frame or parameter-driven workflows. Blender Grease Pencil set the ranking because grease pencil objects can be rigged to armatures and deformed with bone influence while preserving editable stroke layers in a single-scene workflow for 2D strokes, rig deformation, and rendering.
Frequently Asked Questions About 2d Character Animation Software
How do Blender Grease Pencil and Pencil2D differ for frame-by-frame character work?
Which tool is better for bone-based character rigs with deterministic triggers during playback?
When does Synfig Studio’s parameter-driven interpolation replace manual frame redraw?
What breaks if a team expects Toon Boom Harmony-style node authoring in OpenToonz or TVPaint Animation style?
How should studios plan data migration when switching from a traditional hand-drawn timeline to rig-driven assets in Spine or Rive?
Which workflow fits cutout character animation reuse across many shots: TupiTube, Callipeg, or Synfig Studio?
How do onion skinning and timeline controls differ between Pencil2D and RoughAnimator?
What integration or API expectations should teams set when using Rive versus Spine for app-driven characters?
When does OpenToonz outperform a bitmap-only approach for pipeline handoff?
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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