GITNUXSOFTWARE REVIEW
Education LearningTop 10 Best Online Math Software of 2026
Review a shortlist of online math software for schools and tutoring, comparing features and use cases to help choose the right platform.
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%
Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy
WebAssign is the best overall pick for large college math classes because it generates attempt-level feedback per randomized problem so students get guidance tied to their exact submission, while ALEKS is a strong alternative for classrooms that need adaptive practice and concept mastery checks driving what learners see next.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
WebAssign
Attempt-level feedback generated per randomized problem instance, with correction pathways tied to each student submission.
Best for: Fits when large classes need automated math assessment with controlled problem randomization.
ALEKS
Editor pickContinuous knowledge-state adaptation that reselects practice topics based on concept-level checks throughout learning.
Best for: Fits when classrooms need adaptive assessments and concept mastery reporting across cohorts.
Mathcha
Editor pickStructured problem sets with attempt-level feedback, built to support instructor diagnosis of wrong-answer patterns.
Best for: Fits when classrooms need worksheet-style practice with fast correctness checks and instructor error review.
Comparison Table
WebAssign
higher-educationOnline homework and assessment platform widely used for college mathematics courses.
Attempt-level feedback generated per randomized problem instance, with correction pathways tied to each student submission.
WebAssign is built around creating and deploying math assignments where each problem can be parameterized, randomized, and automatically graded. Instructors can manage multiple sections, assign homework deadlines, and review student submissions tied to individual problem instances. Response checking supports multiple input formats and staged feedback so students can correct errors within the same assignment flow.
A tradeoff is limited fit for open exploration workflows that rely on unrestricted plotting or free-form whiteboard interaction. WebAssign works best when a course needs consistent problem behavior across many students, with automated feedback that stays aligned to the expected solution strategy. It is a stronger match for guided practice and assessment than for research-style problem solving with tool-heavy CAS workspaces.
- +Randomized problem instances enable consistent practice across large cohorts
- +Automatic feedback ties directly to student attempt steps and entry errors
- +Problem authoring supports reusable templates for repeated course structures
- +Section management keeps assignments aligned across multiple classes
- –Authoring complex response logic can require additional training time
- –Interactive exploration tools are not the primary workflow focus
- –Customization outside assignment templates is limited for niche pedagogy
- –Deep integration with external math editors is not the central design goal
Secondary math instructors
Weekly homework with auto-graded steps
Faster feedback cycles
College math departments
Multi-section common assessment
Comparable student results
Show 2 more scenarios
Tutoring programs
Targeted practice on error types
Higher practice efficiency
Use problem sets to target recurring mistakes using feedback tied to wrong entries.
Instructional designers
Reusable homework structures
Less content duplication
Build templates and problem banks that standardize assignments across terms.
Best for: Fits when large classes need automated math assessment with controlled problem randomization.
ALEKS
educationAdaptive online learning system for math placement, practice, and course support.
Continuous knowledge-state adaptation that reselects practice topics based on concept-level checks throughout learning.
ALEKS starts sessions with an initial placement assessment and then continuously adapts practice to target unmet concepts. Practice items emphasize guided problem solving and concept checks rather than static worksheets. Teacher views support tracking of topic mastery and progress across assignments for class-level decision making.
A key tradeoff is that the adaptive path can limit teacher control over exact problem order and coverage sequences. ALEKS fits well when consistent assessment-to-practice mapping matters more than choosing every item in the order a lesson plan expects.
- +Adaptive practice sequence tied to ongoing knowledge checks
- +Cohort management supports classroom-wide progress monitoring
- +Diagnostic-to-practice mapping reduces manual topic assignment work
- +Learner reports focus on concept mastery instead of only completion
- –Teacher control over exact item order is limited by adaptation
- –Item-level customization for bespoke lessons is not the primary workflow
Secondary math teachers
Assign mastery-targeted practice sets
Fewer off-target practice sessions
Math intervention coordinators
Diagnose gaps and route practice
Faster gap closure cycles
Show 1 more scenario
District program admins
Manage multi-class adoption rollout
Consistent monitoring at scale
Cohort enrollment and progress views support oversight across multiple classroom groups.
Best for: Fits when classrooms need adaptive assessments and concept mastery reporting across cohorts.
Mathcha
specialistOnline math editor with equation writing, graphing, and diagram tools.
Structured problem sets with attempt-level feedback, built to support instructor diagnosis of wrong-answer patterns.
Mathcha is an online math software solution built around interactive practice, auto-evaluation, and teacher-ready reporting. It uses a structured problem editor to turn worksheets into assignable activities with immediate student feedback.
The system supports equation authoring with LaTeX and text math input formats, plus workflow features for grouping problems into sets. Results reporting is designed around instructor review of attempts and errors, not just final correctness.
- +Problem authoring supports LaTeX-based equation rendering for math-first worksheets
- +Attempt histories help instructors diagnose common student error patterns
- +Works well for structured practice sequences with immediate feedback loops
- +Assessment sets can be reused across classes and repeated assignments
- –Advanced problem logic requires more careful authoring discipline
- –Limited built-in support for interactive geometry and graphing compared with specialized tools
- –Custom integrations need work since the automation surface is not the main focus
- –Live lesson projection needs extra classroom setup to match display ergonomics
Teachers and presenters
Share math documents with diagrams
Math concepts show supporting visuals
Math teachers and students
Test function parameters on plots
Parameter changes become visible
Show 2 more scenarios
Web publishers and documentation teams
Reuse rendered equations in HTML
Math content moves into publishing
Publish equations into web pages using reusable rendered output and source formatting for external content.
Education content teams
Package math activities for courses
Course exercises reuse more easily
Author consistently rendered course math content that can be reused across digital learning modules.
Best for: Fits when classrooms need worksheet-style practice with fast correctness checks and instructor error review.
MathType
educationEquation editor for writing mathematical notation across web apps and documents.
MathType’s editor produces LaTeX-aligned markup and rendering suited for classroom publishing pipelines.
MathType supports WYSIWYG equation building with LaTeX rendering and export, which helps teams keep math content consistent across authoring and LMS delivery. The editor workflow supports structured math input patterns that reduce friction when users type common symbols and operators into lessons or problem banks. Integration depth tends to come from Wiris embedding options, which fit environments that need controlled math rendering rather than a standalone math canvas.
- +LaTeX-compatible authoring and export for consistent equation publishing
- +WYSIWYG editing that reduces formatting errors in classroom materials
- +Editor output stays predictable across common equation authoring patterns
- +Embedding-oriented design for consistent rendering inside learning experiences
- –Limited step-by-step CAS workflows compared with dedicated solver platforms
- –Advanced customization needs more integration effort than standalone editors
- –Not a full dynamic-geometry environment for interactive geometry tasks
- –Complex symbolic workflows can require external systems for computation
Instructional designers
Build consistent equation content
Fewer display and formatting issues
Assessment teams
Render equations in item banks
Stable equation presentation
Show 2 more scenarios
LMS integration engineers
Embed equation editing in workflows
Controlled equation authoring
Integrates MathType into learning pages where math entry must match existing formats.
Tutoring platform builders
Standardize equation input UI
More reliable student submissions
Provides a consistent equation editor for student responses and feedback materials.
Best for: Fits when instructional teams need consistent equation rendering and LaTeX output inside LMS or assessments.
GeoGebra
educationOnline mathematics platform for graphing, geometry, algebra, calculus, and statistics.
One construction can drive linked coordinate graphs and symbolic results through shared, constraint-based objects.
GeoGebra pairs a dynamic geometry environment with a graphing calculator workflow and an embedded symbolic computation engine. It supports interactive construction inputs, equation editing, and export paths for classroom-ready materials, while keeping mathematical objects linked across representations.
- +Dynamic geometry and graphing share the same underlying objects
- +Geometric constraints update in real time during construction edits
- +Activity sharing supports repeatable classroom workflows
- +Multiple math input styles reduce friction for equation entry
- –Classroom administration and governance controls are limited
- –Deep extensibility relies on the platform’s authoring conventions
- –Advanced automation needs more setup than script-driven alternatives
- –Large interactive scenes can slow on lower-end devices
Teachers and curriculum designers
Package reusable interactive worksheet activities
Lessons and practice reuse faster
Mathematics teachers and tutors
Build equation changes with linked graphs
Symbolic changes match visuals
Show 2 more scenarios
Geometry teachers and students
Drag points to test relationships
Learners investigate conjectures visually
Construct figures and move defining elements while checking whether constraints preserve the relationships.
Students and exploratory modelers
Interactively test models and parameters
Assumptions test through interaction
Connect formulas to interactive objects for geometric, trajectory, constraint, or optimization modeling.
Best for: Fits when classrooms need one workspace linking geometry, graphs, and expressions during instruction.
Brilliant
consumerInteractive online learning platform with mathematics courses and problem solving.
Step-based problem authoring that validates specific reasoning steps and ties each step to targeted feedback.
Brilliant is an online math learning environment focused on interactive, step-based problem solving with immediate feedback. Lessons and activities use dynamic inputs that grade learner moves, not just final answers, using math-aware checks.
- +Step-based assessment checks intermediate moves, not only final results
- +Interactive equation inputs provide tight feedback loops during practice
- +Lesson authoring supports guided hints tied to specific solution steps
- +Teacher views show learner progress across assigned activities
- –Classroom pacing can be rigid when curriculum paths are fixed
- –Advanced customization can require workflow discipline to map objectives
Independent math learners
Practice algebra and calculus problems
More consistent practice
Teachers and tutors
Route students to prerequisite gaps
Focused review of gaps
Show 2 more scenarios
Visual learners
Learn with interactive visual problems
Better concept to visual mapping
Explore functions, graphs, geometry, and quantitative relationships through interactive visual exercises.
Math and STEM teachers
Assign short concept reinforcement sequences
Structured independent practice
Distribute short interactive lesson sequences that learners complete independently and teachers can review.
Best for: Fits when instructors need step-graded math practice with teacher visibility for classroom progress tracking.
Maple Calculator
educationOnline and mobile math calculator with symbolic engine and step support.
Maple’s symbolic computation engine powers online step-style solving, keeping algebraic transformations aligned with final answers.
Maple Calculator provides an online CAS-backed workspace for defining, evaluating, and visualizing math expressions in an interface designed for mixed symbolic and numeric workflows. It supports interactive equation editing with math-notation rendering, and it can produce step-style solution output for classroom-style problem walkthroughs.
- +CAS computation stays consistent across simplification and solving tasks
- +Step-oriented solution output supports instruction and teacher review
- +Math notation input reduces errors versus plain-text equation entry
- +Symbolic results convert cleanly into numeric evaluation for checks
- –Classroom management features are not as feature-dense as dedicated platforms
- –Worksheet creation and reuse can feel heavier than lightweight graphing tools
- –Some workflows require tighter instructor guidance to avoid wrong problem setup
- –Export and sharing options are less streamlined than note-centric learning tools
High school math teachers
Create step-by-step equation walkthroughs
Consistent classroom solution formatting
University calculus instructors
Verify symbolic and numeric results
Reduced grading computation errors
Show 2 more scenarios
Engineering lab students
Model expressions and analyze curves
Faster iteration on models
Students define equations and visualize outcomes during experiments without installing desktop CAS software.
Data science analysts
Validate algebra before numerical workflows
More reliable downstream computations
Analysts simplify symbolic expressions and confirm numeric behavior before encoding calculations in scripts.
Best for: Fits when classrooms need CAS-grade computation with browser access and teacher-directed walkthroughs.
SageMathCell
open-sourceOnline interface for executing SageMath code in a browser.
Shareable SageMathCells that execute uploaded code on a shared backend with math rendering.
SageMathCell runs SageMath code directly in your browser, which makes it distinct from graphing-first tools by executing full symbolic and numerical workflows on the server. It supports interactive evaluation of Sage worksheets through a publish-and-run model and renders mathematical output using standard web formats like LaTeX.
- +Server-side execution of SageMath code for real symbolic computation
- +LaTeX output rendering for equations and computed expressions
- +Simple shareable cells for distributing assignments and sample runs
- +Works well for reproducible lab workflows using copy-paste Sage code
- –Code-first interface requires programming familiarity
- –No built-in classroom-grade RBAC or section management
- –Limited WYSIWYG equation editing compared with interactive equation editors
- –Interactive step-by-step solving depends on what SageMath code exposes
Math instructors
Share runnable Sage examples in class
Consistent student computation
Students learning SageMath
Test expressions and scripts instantly
Faster homework feedback
Show 2 more scenarios
Researchers prototyping models
Run reproducible symbolic workflows online
Lower setup overhead
Researchers validate derivations and numerical checks without setting up local Sage environments.
STEM tutors
Generate step-by-step computation outputs
Clearer explanations
Tutors run Sage computations and display results with equations for guided problem solving.
Best for: Fits when instructors need browser-run Sage computations and repeatable lab outputs without building custom tooling.
Photomath
consumerMath solving app and web product with step explanations for school mathematics.
Camera and handwriting parsing that converts captured equations into step-by-step solutions in the same session.
Photomath turns a photo of math into a step-by-step solution using an OCR and problem recognition workflow. It supports handwriting and printed text inputs and then renders worked steps with equation formatting suitable for study.
- +Photo-based input reduces typing friction during classroom practice
- +Step-by-step explanations focus on the next actionable algebra move
- +Handles both printed and handwritten math expressions
- +Clear equation rendering makes intermediate steps readable
- –Best results depend on image clarity and crop alignment
- –Multi-step word problem understanding is less consistent than equation solving
- –Limited classroom management tooling for teacher workflows
- –Works mainly as a consumer solver rather than an assessment engine
Independent math learners
Study unfamiliar methods from examples
Understand procedures better
Teachers and tutors
Clarify a single step during a lesson
Step guidance for one question
Show 2 more scenarios
Students without a computer
Check handwritten equations from photos
Fast feedback on handwriting
Scan notebook or handwritten work to compare it quickly with a generated solution.
Students completing worksheets
Get worked solutions from photos
Solution path without retyping
Photograph a printed or handwritten worksheet problem to receive a readable solution path.
Best for: Fits when classrooms need fast, photo-driven worked steps for individual homework checks.
Microsoft Math Solver
consumerFree online solver for arithmetic, algebra, calculus, and word problems.
Camera-to-solution flow with step-by-step formatting, designed for worksheets without retyping.
Microsoft Math Solver pairs a web step-by-step solver with equation input via camera capture and typed entry, which reduces friction for classroom use. It renders answers with formatting support for mathematical notation and can show intermediate steps for common algebra through calculus workflows.
- +Camera capture and typed entry speed up problem intake during class
- +Step-by-step explanations cover many common algebra and calculus patterns
- +Mathematical notation stays readable in the solution view
- +Browser-first interface avoids local installs for student devices
- –Step breakdown can become verbose on multi-step word problems
- –Input formats like MathML or ASCIIMath are not the main workflow
- –Limited visibility into internal reasoning when results are uncertain
- –Works best for standard problem forms instead of highly customized tasks
Students working from notebooks
Enter handwritten problems by camera
Recognized equation from images
Teachers and tutors
Compare intermediate steps to spot errors
Locate possible step errors
Show 2 more scenarios
Students and teachers
Compare graphs to equation solutions
Visual check for equation work
Graph a function or equation to visually compare its behavior with the solution.
Students studying linear algebra
Verify matrix transformations stepwise
Step check for matrix work
Solve matrix expressions and inspect intermediate transformations with step-based results.
Best for: Fits when classrooms need fast, student-facing step explanations from camera or typed input.
Conclusion
After evaluating 10 online math software, WebAssign 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 Online Math Software
Online math software in classrooms and labs spans adaptive practice platforms, step-by-step equation solvers, and dynamic workspaces used for instruction and assessment. This guide covers ALEKS, GeoGebra Classroom, and Desmos Classroom, plus eight additional tools that handle equation rendering, practice delivery, and feedback workflows.
Coverage focuses on how tools move from input to feedback through automated attempt checks, linked learning representations, and instructor-controlled content formats. Each section highlights the integration surface that supports classroom deployment, including editor workflows like MathType and assessment delivery systems like WebAssign.
Online Math Software for classroom delivery, step solving, and interactive assessment
Online math software provides browser-based math authoring, equation rendering, and student interaction for practice, assessment, and instruction. Tools in this category often route student work through randomized problem instances, step validation, or computation backends to generate feedback tied to the learning flow.
ALEKS emphasizes continuous knowledge-state adaptation that reselects practice topics based on concept-level checks throughout learning. GeoGebra and Desmos Classroom instead center on linked instructional representations where the same underlying objects update graphs and expressions during interactive construction or graph editing.
Evaluation criteria for classroom-ready Online Math Software
Classroom and lab deployments depend on how quickly a tool turns student input into feedback through attempt validation, randomized problem instances, or computation backends. Strong tools keep the feedback loop consistent across cohorts so instructors can review patterns instead of manually interpreting work.
The most decisive differentiators show up in integration surface and control depth. These include how each platform supports instruction delivery, how much the authoring model is constrained versus customizable, and how workflow automation reduces instructor workload.
Adaptive assessment tied to knowledge-state checks
ALEKS continuously adapts practice selection using concept-level checks that reselect topics during learning. This supports cohort-wide mastery reporting when students move through different sequences.
Attempt-level feedback generated per randomized problem instance
WebAssign generates attempt-level feedback tied to each student submission and correction pathway for the underlying randomized problem instance. This design fits large classes that need consistent practice distribution across cohorts.
Dynamic linking across geometry, graphs, and expressions
GeoGebra links one construction to coordinate graphs and symbolic results through shared constraint-based objects. The same edits update the connected representations in real time for classroom instruction.
CAS-grade step-style solving with teacher walkthroughs
Maple Calculator uses Maple’s symbolic computation engine to keep algebraic transformations consistent with final answers. Step-oriented output supports instructor review in a browser workflow.
Equation authoring and LaTeX-aligned publishing for classroom materials
MathType provides WYSIWYG editing with LaTeX-compatible authoring and export so instructional teams can keep equation rendering consistent. This fits LMS and assessment publishing pipelines that require consistent formatting.
Step-graded reasoning checks and instructor visibility during practice
Brilliant validates specific reasoning steps and ties each step to targeted feedback instead of grading only final results. This supports step-level assessment visibility for classroom progress tracking.
How to choose Online Math Software for classrooms and labs
The first decision is the learning loop: adaptive mastery pathways versus problem-instance assessment versus interactive construction workflows. Tools like ALEKS and WebAssign center on automated practice and feedback, while GeoGebra centers on linked representations that update together.
The second decision is instructor control over what is assessed and how it is presented. Some platforms bias toward structured authoring and fixed progression, while others prioritize equation authoring or browser-run computation blocks that support lab workflows.
Choose the feedback loop model: adaptive knowledge paths or randomized attempt grading
If continuous concept checks should reselect practice topics during learning, ALEKS supports that adaptive re-selection mechanism. If consistent problem randomization and attempt-to-feedback mapping are the priority for large cohorts, WebAssign supports randomized instances with feedback tied to student entry steps.
Choose representation-first instruction or equation-first publishing
If one workspace must keep geometry, graphs, and expressions synchronized during instruction, GeoGebra Classroom fits because linked objects update under constraint-based edits. If instructional materials require consistent equation formatting with LaTeX-compatible rendering, MathType supports WYSIWYG authoring and export for classroom publishing pipelines.
Decide whether browser CAS steps are required or camera-to-step intake is enough
If browser CAS computation must produce aligned transformations and step-style solution output for teacher review, Maple Calculator provides CAS-grade solving. If fast student-facing intake matters more than CAS-grade teacher walkthrough depth, Microsoft Math Solver uses camera capture and step-by-step formatting for worksheets.
Match instructor review needs to attempt history and step grading depth
If instructors need structured worksheets with attempt histories for diagnosing wrong-answer patterns, Mathcha supports worksheet-style practice with attempt-level history. If grading should validate intermediate reasoning steps and return targeted feedback per step, Brilliant supports step-graded assessment.
Select lab sharing and compute model for repeatable outputs
If instructors need shareable compute blocks running SageMath code on a shared backend, SageMathCell provides SageMathCell execution with LaTeX output rendering. If the lab workflow depends on interactive geometry, SageMathCell does not include classroom-grade section management.
Who benefits from these Online Math Software options
Different tools fit different classroom operating models. Some platforms prioritize adaptive assessment across cohorts, others prioritize linked interactive representations during teaching, and others focus on step-by-step equation solving for quick feedback.
Teams with strong instructional publishing needs should look for LaTeX-compatible authoring, while labs that run computation should focus on browser-run code execution and repeatable outputs.
District math teams managing many cohorts with adaptive practice goals
ALEKS fits when classrooms require continuous knowledge-state adaptation and mastery reporting that stays aligned to concept checks across different student sequences.
High-enrollment programs that need automated assessment with controlled randomization
WebAssign supports large classes that need attempt-level feedback generated per randomized problem instance, with correction pathways attached to student steps.
Teachers teaching from a single interactive workspace during instruction
GeoGebra Classroom fits when lessons require one construction that updates linked coordinate graphs and symbolic results during edits.
Instructional designers producing classroom materials with consistent equation formatting
MathType fits teams that need WYSIWYG equation editing with LaTeX-compatible export for LMS pages and assessment items.
Math labs that run repeatable computations and share the same outputs
SageMathCell fits when instructors need browser-run Sage computations with shareable cells and consistent LaTeX output rendering.
Common pitfalls when deploying Online Math Software in classrooms
Misalignment between the platform’s authoring model and classroom pedagogy leads to friction during instruction. Some tools bias toward adaptive selection, others toward randomized assessment logic, and others toward interactive construction that depends on constraint-based objects.
Another frequent failure comes from expecting solver-grade step logic or classroom governance controls in tools that prioritize a different workflow. Teams should match evaluation depth to the actual classroom process that will be used each day.
Choosing an adaptive assessment tool but expecting full control over exact item order for every lesson
ALEKS adapts practice selection based on concept checks, so teacher control over exact item order is limited by adaptation.
Relying on browser presentation tools for deep step-validation logic
MathType focuses on LaTeX-aligned authoring and export, while its step-by-step CAS workflows are limited compared with dedicated solver platforms.
Assuming every step solver supports multiple input formats like MathML or ASCIIMath
Microsoft Math Solver speeds worksheet intake with camera capture and typed entry, but input formats like MathML or ASCIIMath are not the main workflow.
Expecting code-first lab tools to handle classroom section management out of the box
SageMathCell provides server-side SageMath code execution, but it does not include built-in classroom-grade RBAC or section management.
Using an image-based solver when students need consistent word problem understanding
Photomath can convert captured equations into step-by-step solutions, but multi-step word problem understanding is less consistent than equation solving.
How We Selected and Ranked These Tools
We evaluated each option on feature coverage for classroom workflows, ease of daily use for students and instructors, and value for typical deployment patterns. Feature coverage carried 40% weight because tools must reliably turn student inputs into feedback through attempt checks, randomized instances, or computation backends.
Ease and value each carried 30% weight because classroom adoption depends on fast intake and low friction during lesson time. ALEKS received top ranking because continuous knowledge-state adaptation reselects practice topics through concept-level checks, and its cohort-focused progress monitoring supports instructor visibility across different student learning paths.
Frequently Asked Questions About Online Math Software
How do GeoGebra and Desmos Classroom differ for linked geometry and algebra workflows?
When does ALEKS fit better than WebAssign for assessments and mastery coverage?
Which tool is more suitable for photo-based student problem input with step-by-step output, Photomath or Microsoft Math Solver?
What breaks if student work needs step-level reasoning checks rather than final-answer grading?
How do MathType and GeoGebra handle math formatting when sharing classroom content across systems?
Which integration path supports LMS assignments more directly, ALEKS or Mathcha?
How does SageMathCell compare with Maple Calculator when lab workflows require CAS computation in the browser?
What security and admin controls typically matter most for classroom management in GeoGebra Classroom and ALEKS?
How can teachers avoid data model mismatches when migrating existing math content into WebAssign or Mathcha?
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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