GITNUXSOFTWARE REVIEW
Data Science AnalyticsTop 10 Best Map Making Software of 2026
Compare map making software options and tradeoffs for creating maps, with tool notes for choosing the right fit for different workflows.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Felt is the best pick for web map builders who want to iterate quickly from spreadsheet data, because its attribute-driven thematic styling and interactive layer setup happen directly from tables while keeping collaboration simple. Carto is the alternative for GIS teams needing repeatable publishing, thanks to SQL-backed spatial querying that cuts ETL before web layers go live.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Felt
Attribute-driven thematic styling and interactive map configuration directly from tabular inputs.
Best for: Fits when web map builders need fast interactive thematic maps from spreadsheet data.
Visme
Editor pickTemplate-based map composition and embed publishing for repeatable map packs with consistent styling.
Best for: Fits when teams need interactive thematic maps embedded on the web without GIS client requirements.
Flourish
Editor pickTemplate-driven interactive map stories that combine map styling with chart-like interactivity for web embeds.
Best for: Fits when teams need interactive, publish-ready web maps from GeoJSON without deep GIS analysis.
Comparison Table
Felt
SMBCollaborative web map maker for real-time team editing.
Attribute-driven thematic styling and interactive map configuration directly from tabular inputs.
Felt is a map-making tool for publishing interactive web maps from spreadsheet-like data, with cartographic styling built around templates. It generates shareable map links with choropleth-like styling workflows, marker layers, and interactive hover and click behaviors driven by your attributes.
Felt focuses on fast iteration from tabular inputs rather than full desktop-GIS editing or custom geoprocessing pipelines. Map publishing is handled through its web editor and sharing controls rather than through direct OGC service management.
- +Rapid map iteration from tabular data with minimal geospatial preprocessing
- +Interactive layer behaviors with consistent hover and click event mapping
- +Style-first workflow for thematic maps using attribute-driven colors
- +Shareable map outputs designed for stakeholders without GIS tooling
- –Limited depth for advanced spatial analysis and topology workflows
- –Geospatial format support is narrower than desktop GIS ecosystems
- –Custom geoprocessing requires workarounds instead of built-in scripting
- –Layer styling flexibility can be constrained compared with full web GIS stacks
Communications and research teams
Publish findings with interactive web layers
Accessible interactive map stories
GIS coordinators and multi-teams
Standardize layer styles across departments
More consistent web maps
Show 2 more scenarios
Stakeholders and consultants
Review shared maps for feedback
Aligned spatial decisions
Teams publish common review links so stakeholders can inspect layers, annotations, and changes.
Urban planners and local government
Create annotated planning maps for discussion
Shareable planning maps
Planners build shareable spatial views to evaluate places, projects, and community impacts with others.
Best for: Fits when web map builders need fast interactive thematic maps from spreadsheet data.
Visme
SMBDesign platform including map templates for visual communication.
Template-based map composition and embed publishing for repeatable map packs with consistent styling.
Visme is a strong fit for map making where thematic visuals and interactivity matter more than deep spatial analysis. Data preparation typically starts from spreadsheets, and the editor then maps fields to visual encodings that drive tooltips and legends. Published maps are delivered as web embeds, which supports internal reviews and stakeholder handoffs without a GIS client.
A key tradeoff is the limited coverage of advanced GIS tooling like custom coordinate reference systems, spatial joins, and topology checks inside the authoring step. Visme works best when teams can finalize geometry and projections upstream, then use Visme to render choropleth and point-based views consistently for a recurring publishing cadence.
- +Editor-driven map styling with consistent legends and tooltips
- +Embed-first publishing for web pages and stakeholder sharing
- +Template workflows help standardize recurring map layouts
- +Spreadsheet-to-map workflows reduce friction for non-GIS teams
- –Advanced spatial analysis workflows are not covered in-authoring
- –Projection control and CRS customization are limited
- –Layer extensibility beyond the built-in map components is constrained
- –Large datasets can hit responsiveness ceilings during editing
Marketing analytics teams
Monthly choropleth reporting for regions
Faster map production cycles
Research communications teams
Interactive data-driven map stories
Higher engagement in sharing
Show 2 more scenarios
Web map builders
Embed thematic maps in product pages
Less custom front-end work
Publishes interactive map embeds for pages that need consistent brand presentation.
Operations analysts
Point-based dashboards from spreadsheets
Quick situation awareness updates
Creates point maps with visual encodings and legends from prepared CSV inputs.
Best for: Fits when teams need interactive thematic maps embedded on the web without GIS client requirements.
Flourish
SMBData visualization platform with map templates for interactive graphics.
Template-driven interactive map stories that combine map styling with chart-like interactivity for web embeds.
Flourish focuses on publishing-driven map storytelling rather than desktop-style GIS workflows. It provides a browser publishing pipeline for interactive, thematically styled maps built from common geospatial inputs like GeoJSON.
The tooling emphasizes chart and map layout control for web output, including animation and interactivity tied to user actions. Integration is strongest when map content can be authored in Flourish and then embedded or linked into web pages for stakeholder review.
- +Fast authoring of interactive web maps with layout-level control
- +GeoJSON-based workflows support thematic styling and choropleth mapping
- +Embed-friendly outputs for stakeholder-facing publishing without custom UI work
- +Built-in interactivity patterns like hover, filtering, and linked views
- –Limited support for advanced desktop GIS analysis and geoprocessing steps
- –CRS and map projection control is constrained versus full GIS toolchains
- –Automation and API surface are not designed for heavy geodata pipelines
- –Data governance controls like audit logs and RBAC are not built for large teams
GIS and communications teams
Publish choropleths and symbol maps quickly
Consistent thematic map publishing
Researchers and publishers
Embed interactive hover-based geospatial stories
Audience inspects location attributes
Show 2 more scenarios
Marketing and reporting teams
Reuse templates for recurring map updates
Faster repeatable map production
Teams apply chart and map layout templates to produce consistent visuals across refreshed campaign and report pages.
Editorial and public-sector comms
Combine maps with annotations and charts
Context-rich interactive stories
Teams build editorial story layouts that integrate maps, charts, and annotations for stakeholder review.
Best for: Fits when teams need interactive, publish-ready web maps from GeoJSON without deep GIS analysis.
Scribble Maps
SMBBrowser-based tool for drawing and annotating custom maps.
Real-time drawing and attribute popups inside a single project that publishes as an embeddable web map.
Scribble Maps suits cartographers and web map builders who need fast map drafts without standing up a full desktop GIS session. Map creation centers on point markers, lines, and polygons, then packaging layers into a published project view for embedding in other pages.
- +Sketch-to-map workflow for fast drafts and stakeholder-ready views
- +GeoJSON and CSV imports reduce manual rework when updating features
- +Layer styling with popups and labels for readable interactive maps
- +Project-based sharing and embedding for consistent map distribution
- –Limited support for advanced GIS analysis and geoprocessing
- –Geometry editing and topology checking are not designed for precision GIS editing
- –Small governance surface for large multi-team production environments
- –API and automation options are weaker than developer-first mapping stacks
Field operations teams
Create site contact maps
Fewer missed site visits
Marketing and community teams
Publish event and venue maps
Faster campaign map updates
Show 2 more scenarios
Web map builders
Embed stakeholder-ready drafts
Reduced custom front-end work
Published project views embed directly, keeping viewer experience consistent across pages.
Small GIS teams
Iterate quickly on vector edits
Shorter map production cycles
Sketching and importing GeoJSON support rapid iteration for location-focused vector maps.
Best for: Fits when teams need interactive web map sharing from sketched layers with minimal GIS processing.
Carto
enterpriseCloud platform for spatial analytics and interactive data visualization.
In-database spatial querying with SQL-backed visualization reduces ETL steps before publishing interactive layers.
Carto makes it possible to create and publish web map visualizations by connecting datasets to map layers and styling rules. Its core workflow centers on ingestion, spatial querying, and rendering maps from hosted data rather than building everything in a desktop GIS.
- +SQL-first workflow turns datasets into interactive web layers quickly
- +Layer styling is repeatable across maps through parameterized configuration
- +Automation-friendly publishing supports scheduled dataset refreshes
- +Role-based access supports splitting author and admin responsibilities
- –Advanced cartographic workflows can require external tooling for heavy styling logic
- –Large spatial joins may hit performance ceilings without data preparation
- –Some enterprise governance needs extra operational process around workspaces
- –Custom app behavior often depends on integrating Carto maps into a separate frontend
GIS analysts and reporting teams
Refresh thematic choropleths from updated datasets
Consistent maps after data updates
Data engineers and developers
Programmatically update datasets and map layers
Repeatable map layer publishing
Show 2 more scenarios
Operations and BI teams
Run interactive spatial dashboards for monitoring
Shared geographic monitoring view
Combine map layers, filters, and drill-through interactions for ongoing location-based activity review.
Territory planners and commercial teams
Evaluate sales and service territories
Map-based territory planning
Build territory map layers from spatial data to support review and iterative planning cycles.
Best for: Fits when GIS teams need a governed path from spatial data to production web maps with repeatable updates.
MapChart
consumerWeb application for creating custom color-coded maps of world regions.
Template-driven choropleth cartography in the browser with direct styling controls for thematic output.
MapChart centers on thematic and choropleth map creation with a browser workflow that avoids desktop GIS setup.
- +Quick choropleth creation from templates and value tables
- +Fine control over fills, strokes, and legends for thematic cartography
- +Label and layout controls suited for report-style maps
- +Simple sharing via export and embed-friendly outputs
- –Limited GIS analysis and spatial processing compared with desktop GIS
- –Geodata handling is narrower than full support for advanced formats
- –No native automation workflow for batch map generation
- –No documented API surface for programmatic map publishing
Researchers and educators
Color world regions by numeric values
Shareable thematic world map
Report producers
Repeat styling workflow across regions
Visually consistent static maps
Show 2 more scenarios
Local regional analysts
Show values across states or provinces
Localized thematic regional map
Use predefined administrative boundaries to map categories and numeric attributes quickly.
Consultants and presenters
Generate labeled maps for slides
Slide-ready map graphic
Produce presentation-ready static graphics without desktop GIS setup.
Best for: Fits when teams need fast thematic maps and shareable outputs without GIS processing workflows.
Google Earth Pro
consumerDesktop application for viewing and creating maps with satellite imagery.
KML tour authoring with camera paths and timed stops for narrated location walkthroughs.
Google Earth Pro provides a direct-to-globe workflow for map-making tasks such as placing coordinates, tracing boundaries with polygons and paths, and capturing elevations with measurements. Layer control includes switching between imagery, borders, and other reference layers, plus adding user content through KML overlays. Exports work best when the deliverable is a KML-based artifact, because symbology and tour structure follow the KML model.
- +Fast globe navigation for placing and verifying coordinates
- +KML and KMZ import support for map artifacts and overlays
- +Tour authoring for guided reviews and stakeholder walkthroughs
- +Image capture and measurement tools for quick mapping outputs
- –Limited topology validation and advanced editing compared with desktop GIS
- –Analysis depth is thin for spatial joins and geoprocessing
- –Automation via API is not a primary workflow for repeatable map production
- –Complex styling and batch production depend on KML workflow discipline
Project managers and planners
Share narrated site tours in KML
Faster stakeholder alignment
GIS teams for field markup
Annotate sites from imagery quickly
Cleaner location handoffs
Show 2 more scenarios
Cartographers for visual baselining
Generate accurate screenshots for layouts
Less rework in drafts
Capture view-based imagery and measure distances to support early cartographic drafts.
Web map builders
Provide KML layers for prototypes
Quicker iteration cycles
Export KML overlays to seed mapping drafts and iterate on placement with stakeholders.
Best for: Fits when teams need quick, coordinate-accurate visual mapmaking and KML-based sharing for review.
Esri ArcGIS StoryMaps
enterpriseWeb platform for creating map-based narrative stories.
Story sections with map and media placement create an integrated narrative publishing workflow around ArcGIS web maps.
Esri ArcGIS StoryMaps is a web publishing tool for map-centric narratives that mixes embeds, layout templates, and interactive map components into a single shareable page. It is distinct for its tight ArcGIS integration, including map and layer embedding from ArcGIS Online and ArcGIS Enterprise, plus StoryMap-specific configuration for media, sections, and reader flow.
- +ArcGIS map and layer embedding fits existing ArcGIS Online and Enterprise workflows
- +Section-based authoring aligns narrative structure with interactive map placements
- +Template-driven layouts reduce styling work across multi-map story pages
- +Shareable web story pages publish without requiring custom front-end builds
- –Authoring centers on narrative layouts, not granular cartographic control
- –External data styling via GeoJSON and KML is limited compared with full web GIS builders
- –Advanced interactivity often depends on ArcGIS content rather than custom widgets
- –Governance relies on ArcGIS content permissions, not StoryMap-level RBAC controls
City communications teams
Publish interactive project updates for residents
Faster public understanding
NGO advocacy staff
Share mapping stories about environmental impact
Higher engagement on findings
Show 2 more scenarios
Education geography instructors
Assign guided map-based lessons
Improved lesson comprehension
Instructors build reader flow with section layouts so students navigate map content alongside explanations.
GIS analysts for storytelling
Deliver stakeholder briefings using ArcGIS content
Clear stakeholder decision support
Analysts reuse ArcGIS web maps and layers inside StoryMaps to package cartography for non-technical audiences.
Best for: Fits when GIS teams need narrative, map-first web publishing from ArcGIS maps for stakeholders.
Mapbox Studio
API-firstWeb platform for designing custom vector maps with developer APIs.
Visual style editing that directly produces Mapbox style configurations for vector tile maps.
Mapbox Studio targets cartographers and web map builders who need a full workflow from style design to publishing, with tight coupling to Mapbox vector tile rendering. It supports layer styling and map design through a visual style editor that maps directly onto the Mapbox styling model.
- +Style editor maps cleanly to production vector tile rendering behavior
- +Layer styling controls cover typography, color ramps, and rule-based visualization
- +API integration supports programmatic updates to styles in CI workflows
- +Publishing and version management streamline sharing styles across web map projects
- –Governance controls are limited compared with enterprise GIS authoring suites
- –Advanced workflows often require comfort with Mapbox-specific styling concepts
- –Non-Mapbox basemap and tile pipelines need extra engineering work
- –Geoprocessing and spatial analysis are not a focus of the Studio workflow
Game developers
Style vector maps for location game UI
Customized map presentation for gameplay
Mapping teams and product groups
Review and publish coordinated style updates
Shared process for releases
Show 2 more scenarios
Web developers
Produce interactive map styles and layers
Map assets for web experiences
They build map styles and configure data layers for interactive websites and location-aware web apps.
Trail and outdoor publishers
Create tile and map views for routes
Specialized trail maps with layers
They craft trail-focused styles and emphasize route layers for parks, trails, and recreation products.
Best for: Fits when cartographers and web map teams need repeatable style publishing with API-driven updates.
Datawrapper
SMBWeb tool for creating charts and locator maps from data.
Region-bound choropleth mapping with interactive editor styling and web publishing controls, without GIS desktop workflows.
Datawrapper turns structured data into choropleth maps, symbol maps, and other chart types with a spreadsheet-like editing workflow. Map creation focuses on attribute joins to regions plus publish-ready styling for web output.
- +Choropleth and symbol map builder uses data joins without GIS desktop steps
- +Styling controls produce publish-ready maps inside the chart editor
- +Built-in embedding and share links simplify web publishing workflows
- +Exportable visuals fit reporting and content pipelines
- –Limited support for advanced cartographic workflows versus desktop GIS tooling
- –Less control over map projections and coordinate reference systems than GIS stacks
- –Spatial analysis and geoprocessing require external GIS steps
- –API and automation surface do not cover full GIS dataset lifecycle
Research and analysis teams
Build choropleth maps from regional data
Publishable distribution visuals
Web editors and publishers
Embed interactive maps into content pages
Interactive embedded graphics
Show 2 more scenarios
Journalism newsroom teams
Create map graphics for reporting projects
Faster graphics production
Produce choropleths and tables for articles with consistent updates from shared data inputs.
Communications and report authors
Export map visuals for documents and slides
Reusable static map assets
Export publish-ready static assets for presentations, printed reports, and design reviews.
Best for: Fits when teams need fast, web-published thematic maps from tabular region data.
Conclusion
After evaluating 10 map making software, Felt 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 Map Making Software
These ten map making software tools cover distinct workflows, from Google Earth Pro’s KML tour authoring and Scribble Maps’ real-time sketching to Visme’s template-based embeds and Mapbox Studio’s vector-tile style configuration. The ranking weighs cartographic control, web publishing, spatial analysis coverage, data handling, automation surfaces, and editing limits across Google Earth Pro, Scribble Maps, Visme, Mapbox Studio, Carto, Datawrapper, Flourish, MapChart, Felt, and Esri ArcGIS StoryMaps.
Google Earth Pro leads with fast coordinate verification, KML and KMZ support, and camera paths for narrated location walkthroughs. Carto and Mapbox Studio serve production web map workflows, while Datawrapper, Flourish, MapChart, Felt, and Esri ArcGIS StoryMaps prioritize focused thematic or narrative publishing.
What Map Making Software Handles: Data, Styling, and Map Publishing
Map making software converts geographic or region-based data into static graphics, interactive web maps, or narrated map presentations. Desktop tools support coordinate verification and spatial editing, while browser tools such as Datawrapper and MapChart focus on thematic outputs from tables and templates.
Google Earth Pro uses KML and KMZ layers for coordinate-accurate maps and camera-based tours. Mapbox Studio converts visual styling decisions into Mapbox style configurations for vector tile rendering and repeatable web publication.
Map making capabilities that determine publish quality and reuse
Map making software earns its place when it can carry real map artifacts from authoring into shareable outputs with predictable behavior. Teams also need editing limits to be explicit so cartographic intent does not break between drafting and publishing.
Format-native interchange for layers and story artifacts
Google Earth Pro moves KML tours and KMZ layers for coordinate-accurate walkthroughs and reviewable map artifacts. Scribble Maps and Flourish rely on GeoJSON workflows to publish interactive maps from sketches or story layouts.
Styling that matches production rendering behavior
Mapbox Studio turns visual style decisions into Mapbox style configurations for vector tile rendering and repeatable web publication. Carto provides parameterized layer styling driven by SQL-first layer generation.
GIS-grade analysis and editing depth
Google Earth Pro focuses on map placement verification and tour authoring, with thin support for topology validation and spatial joins. Carto targets governed production web layers, while tools like Datawrapper and MapChart keep analysis shallow for quick thematic output.
Interactive web map composition with embed-ready outputs
Scribble Maps combines real-time drawing with attribute popups in a single project that publishes as an embeddable web map. Visme and Esri ArcGIS StoryMaps support embed-first publishing, with Visme emphasizing template-based map packs and StoryMaps centering narrative sections around ArcGIS maps.
Thematic mapping workflows from tabular inputs
Datawrapper builds choropleth and symbol maps from region-bound data joins and publishes inside its chart editor. Felt creates interactive thematic maps from spreadsheet-like tabular inputs with hover and click behaviors wired to layer interactions.
Cartography control versus governance and performance ceilings
Mapbox Studio offers fine-grained styling controls for typography, color ramps, and rule-based visualization, while governance controls stay limited versus enterprise GIS authoring suites. Carto can hit performance ceilings on large spatial joins unless data preparation is handled outside the workflow.
Select by publishing target, data origin, and tolerance for GIS-depth limits
The choice should start with the publishing target and end with the analysis depth required for the map’s cartographic claims. Tools that look similar in interface terms diverge sharply in how they handle spatial joins, topology checks, and projection control.
Choose the authoring output shape: KML tour, sketch-to-embed, or template map pack
If narrated walkthroughs with camera paths are the deliverable, Google Earth Pro supports KML tour authoring with timed stops and coordinate-accurate verification. If the deliverable is an embeddable interactive web map built from sketches and quick attributes, Scribble Maps provides real-time drawing with attribute popups that publish directly.
Choose styling control based on whether the workflow is vector-tile production or editor templates
For vector tile production style control, Mapbox Studio maps styling decisions directly to Mapbox style configurations and layer rules that match web rendering behavior. For repeatable thematic presentation packs, Visme uses template-based composition with consistent legends and tooltips that keep styling consistent across embeds.
Pick GIS-depth tolerance: require spatial processing or accept thematic-only workflows
If spatial joins, geoprocessing, and topology validation must be part of the authoring workflow, Google Earth Pro’s analysis depth stays thin and Carto is better positioned for governed production layers backed by SQL-first querying. If the map is primarily thematic output from region or tabular inputs, Datawrapper, MapChart, and Felt deliver choropleth and symbol mapping without desktop-style analysis.
Route around projection and CRS constraints when map projections are a deliverable requirement
If CRS customization and projection control are critical, Visme limits projection control and CRS customization compared with full GIS toolchains. If projection management must be flexible beyond template behavior, these constraints are a deciding factor versus a workflow that keeps projection handling outside the authoring tool.
Demand governance only when multiple authors ship shared map layers
For governed production pipelines with SQL-first layer generation and repeatable updates, Carto targets a governed path from spatial data to interactive web maps. For small-team style iteration and publishing, Mapbox Studio provides repeatable style publishing but governance controls remain limited compared with enterprise GIS authoring suites.
Lock the data format early based on what the authoring tool accepts without heavy conversion
When the workflow is already KML or KMZ, Google Earth Pro reduces rework for map artifacts and overlays. When the workflow starts as GeoJSON plus attribute tables, Scribble Maps, Flourish, and Felt align to GeoJSON-based interactive publishing and minimize manual transformation steps.
Who benefits from specific map making workflows
Different map making teams succeed when the tool matches the deliverable format and the required spatial rigor. The following profiles map to concrete workflow differences across authoring, analysis depth, and publish-ready interaction.
GIS teams shipping governed web layers from spatial datasets
Carto’s SQL-first workflow turns datasets into interactive web layers and supports repeatable styling across maps for controlled publishing. Carto also brings governed update paths that minimize ad hoc ETL work at the point of publication.
Cartographers and web map builders producing vector-tile style systems
Mapbox Studio provides a visual style editor that produces Mapbox style configurations aligned to vector tile rendering behavior. Layer styling controls for typography, color ramps, and rule-based visualization support consistent map system outputs.
Web map makers building interactive sketches and stakeholder-ready embeds
Scribble Maps supports a sketch-to-map workflow with real-time drawing and attribute popups in a single project. It publishes embeddable web maps directly without requiring desktop GIS-grade editing.
Editorial teams producing map-first narrative web pages
Esri ArcGIS StoryMaps ties story section authoring to embedding ArcGIS maps for stakeholder narrative structure. It aligns narrative placement with interactive map embeddings but keeps granular cartographic control secondary to the narrative layout.
Analytics teams generating thematic outputs from region or spreadsheet-like data
Datawrapper builds choropleth and symbol maps using region-bound data joins and provides styling controls inside the chart editor for publish-ready output. Felt and MapChart similarly focus on thematic mapping from tabular inputs and constrain advanced spatial processing.
How We Selected and Ranked These Tools
We evaluated map making software tools across cartographic control, web publishing fit, spatial analysis coverage, and data handling behavior. Features account for 40% of the score by weighting KML or GeoJSON workflow support, styling control surface, and the presence of analysis-grade capabilities in the authoring loop.
Ease and value each account for 30% by comparing how quickly each tool turns source data into publish-ready interactive outputs. Google Earth Pro ranked highest because KML tour authoring with camera paths and timed stops pairs with fast coordinate verification through KML and KMZ import support, while it remains oriented to precise map placement rather than deep GIS processing.
Frequently Asked Questions About Map Making Software
Which tool fits KML-based stakeholder sharing with guided walkthroughs and camera paths?
How do web map builders connect programmatic workflows to published map style changes?
When does a template-driven map editor outperform GIS desktop workflows?
What breaks when switching from GeoJSON-first web publishing to chart-centric mapping tools?
Which tool supports governance with role-based access for map authors and data managers?
How should teams plan data migration from CSV or spreadsheets into map publishing workflows?
Where does OGC service management fit, and where does it fall short for map publishing?
What tradeoff occurs when choosing narrative publishing over standalone layer authoring?
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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