2026
Research Corpus
A Scoping Review of Human–Computer Interaction Research on the Accessibility of Data Visualizations: New Technologies, Procedures, and Designs
280 papers published 1996–2026, searchable by title, author, venue, or keyword, and filterable by community, modality, and visualization type.
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2026
Visualizing and Sonifying Abstract Syntax Trees for Accessibility: Supporting Neurodiverse and Blind and Low-Vision Users in an Educational IDE
2026
Sound, Touch, or the Full Monty? A Comparative Study of Accessible Data Exploration Systems for Blind Users
2026
Using Tactile Charts to Support Comprehension and Learning of Complex Visualizations for Blind and Low-Vision Individuals
2026
Toward Inclusive Online Learning: AI-Driven Chart Description for Visually Impaired Learners
2026
From Vision to Touch: Bridging Visual and Tactile Principles for Accessible Data Representation
2026
"They Aren't Built for Me": An Exploratory Study of Strategies for Measurement of Graphical Primitives in Tactile Graphics
2026
Experiencing Data Visualization With Language Disability
2026
Non-visual Approaches to Present Live Data to Blind and Low-Vision People: A Systematic Literature Review
2026
Towards Inclusive Data Visualization: Investigating Accessibility in Scientific and Technical Charts
2025
Making Charts Accessible: Bar and Pie Chart Interpretations
2025
Bridging Chart Extraction and Accessibility in Data Visualization
2025
InTouch: Rethinking Annotation and Note-taking in Tactile Graphics and Visualizations
2025
Exploring Data Visualisation Barriers and Needs of Autistic Adults
2025
Enhancing Image Accessibility for Blind Students through Tactile Descriptions, NLP-based Simplification, and Improved Text-to-Speech
2025
TapNav: Adaptive Spatiotactile Screen Readers for Tactually Guided Touchscreen Interactions for Blind and Low Vision People
2025
Playing telephone with generative models: "verification disability," "compelled reliance," and accessibility in data visualization
2025
Towards softerware: Enabling personalization of interactive data representations for users with disabilities
2025
Speculating a Tactile Grammar: Toward Task-Aligned Chart Design for Non-Visual Perception
2025
A Descriptive Review of Image Datasets for Accessible Alternative Descriptions in STEM Domains
2025
Leveraging Dynamic Audio-Tactile UIs to Assist Visually Impaired Users in Exploring Line Charts through Tactile Graphic Readers
2025
Increasing Agency of Screen-Reader Users in Consuming Information From Online Data Visualizations
2025
Data Sonification for Screen-Reader Users: When and When Not to Use
2025
Explore, Listen, Inspect: Supporting Multimodal Interaction with 3D Surface and Point Data Visualizations
2025
Pioneering Inclusion: A Low-Cost, Low-Tech Approach to Educating Thailand's First Blind Engineering Student
2025
MatplotAlt: A Python Library for Adding Alt Text to Matplotlib Figures in Computational Notebooks
2025
How Can Haptic Feedback Assist People with Blind and Low Vision (BLV): A Systematic Literature Review.
2025
Chart Accessibility: A Review of Current Alt Text Generation
2025
Designing Accessible Tables: When Technical Communication Competencies Come into Conflict
2025
Tactile Vega-Lite: Rapidly Prototyping Tactile Charts with Smart Defaults
2025
Towards Enhancing Low Vision Usability of Data Charts on Smartphones
2025
MIUI: Make Interaction Usable on Information Visualization for People with Visual Impairments
2025
Accessible Text Descriptions for UpSet Plots
2025
When Refreshable Tactile Displays Meet Conversational Agents: Investigating Accessible Data Presentation and Analysis with Touch and Speech
2025
GenQA: A Method for Generating and Validating Question/Answer Pairs from Journalistic Data Material
2024
Enhancing statistical chart accessibility for people with low vision: insights from a user test
2024
Exploring the Effectiveness of Electrotactile Feedback for Data Visualization for Blind and Visually Impaired Users
2024
Tangible Stats: An Embodied and Multimodal Platform for Teaching Data and Statistics to Blind and Low Vision Students
2024
Experimenting with Dataphys, a Physicalization Toolkit for Representing Spatio-Temporal Environmental Data
2024
Revisiting visual accessibility with non-textual content: challenges and solutions for human-computer interaction
2024
Accessible SVG Charts with AChart
2024
Understanding the Visualization and Analytics Needs of Blind and Low-Vision Professionals
2024
Towards a Data Physicalization Toolkit for Non-Sighted Users
2024
Identifying the Information Gap for Visually Impaired Students during Lecture Talks
2024
Erie: A Declarative Grammar for Data Sonification
2024
Beyond Vision Impairments: Redefining the Scope of Accessible Data Representations
2024
Data Navigator: An Accessibility-Centered Data Navigation Toolkit
2024
Can we create accessible charts with Microsoft Excel?: a review of possibilities and limits, with a special focus to users with low vision
2024
Speech-based Mark for Data Sonification
2024
Open Your Ears and Take a Look: A State-of-the-Art Report on the Integration of Sonification and Visualization
2024
Beyond Sight: Empowering Visually Impaired Users with Audible Graphs
2024
How to promote descriptions in dynamic charts in light of transparency? A study on the accessibility barriers faced by citizens with severe visual impairment: Como promover descrições em gráficos dinâmicos à luz da transparência? Um estudo sobre as barreiras de acessibilidade enfrentadas por cidadãos com deficiência visual grave
2024
Health Data Visualization Literacy Skills of Young Adults with Down Syndrome and the Barriers to Inference-making
2024
Discovering Accessible Data Visualizations for People with ADHD
2024
"Customization is Key": Reconfigurable Textual Tokens for Accessible Data Visualizations
2024
AutoVizuA11y: A tool to automate screen reader accessibility in charts
2024
ChartA11y: Designing Accessible Touch Experiences of Visualizations with Blind Smartphone Users
2024
Understanding and Reducing the Challenges Faced by Creators of Accessible Online Data Visualizations
2024
Workshop as an Educational Intervention: Improving the Knowledge and Understanding of Data Visualization Accessibility for Visualization Creators
2024
Charting Beyond Sight with DataStory: Sensory Substitution and Storytelling in Visual Literacy Education for Visually Impaired Children
2024
Explaining Unfamiliar Genomics Data Visualizations to a Blind Individual through Transitions
2024
From Graphs to Words: A Computer-Assisted Framework for the Production of Accessible Text Descriptions
2024
AltGeoViz: Facilitating Accessible Geovisualization
2024
Braille on Mouse – Enhancing Accessibility of Digital Education for Visually Challenged
2024
‘Malicious’ pictorials: How alt text matters to screen reader users’ experience of image-dense media
2024
Designing a CURE for CS1
2024
Umwelt: Accessible Structured Editing of Multi-Modal Data Representations
2024
How Do Low-Vision Individuals Experience Information Visualization?
2024
Designing Unobtrusive Modulated Electrotactile Feedback on Fingertip Edge to Assist Blind and Low Vision (BLV) People in Comprehending Charts
2024
TactualPlot: Spatializing Data as Sound Using Sensory Substitution for Touchscreen Accessibility
2024
VizAbility: Enhancing Chart Accessibility with LLM-based Conversational Interaction
2024
Spatial Audio-Enhanced Multimodal Graph Rendering for Efficient Data Trend Learning on Touchscreen Devices
2024
MAIDR: Making Statistical Visualizations Accessible with Multimodal Data Representation
2024
FigurA11y: AI Assistance for Writing Scientific Alt Text
2024
Our Stories, Our Data: Co-designing Visualizations with People with Intellectual and Developmental Disabilities
2024
Chart4Blind: An Intelligent Interface for Chart Accessibility Conversion
2024
MAIDR Meets AI: Exploring Multimodal LLM-Based Data Visualization Interpretation by and with Blind and Low-Vision Users
2024
Grouping Effect for Bar Graph Summarization for People with Visual Impairments
2024
From Sight to Touch: Designing Tactile Data Physicalizations for Non-sighted Users
2024
Improving Usability of Data Charts in Multimodal Documents for Low Vision Users
2024
Enabling Tabular Data Exploration for Blind and Low-Vision Users
2024
TADA: Making Node-link Diagrams Accessible to Blind and Low-Vision People
2024
A Screen reader and Sonification Approach for non-sighted Users to explore Data Visualizations on the Internet
2024
Non-Visual Interfaces for Visual Learners: Multisensory Learning of Graphic Primitives
2023
Data Visualization Accessibility for Blind and Low Vision Audiences
2023
Authoring Web-Accessible Mathematical Diagrams
2023
Multimodal Presentation of Interactive Audio-Tactile Graphics Supporting the Perception of Visual Information by Blind People
2023
Notably Inaccessible — Data Driven Understanding of Data Science Notebook (In)Accessibility
2023
Cripping Data Visualizations: Crip Technoscience as a Critical Lens for Designing Digital Access
2023
VizAbility: Multimodal Accessible Data Visualization with Keyboard Navigation and Conversational Interaction
2023
Web tool for generating image maps with YOLO, OCR, Python and Angular based on the W3C Web Accessibility Initiative (WAI)
2023
A Systematic Mapping Study on Accessibility in Data Visualizations for Visually Impaired Users
2023
Empowering People with Intellectual and Developmental Disabilities through Cognitively Accessible Visualizations
2023
Line Harp: Importance-Driven Sonification for Dense Line Charts
2023
Automatic Chart Understanding: A Review
2023
Photosensitive Accessibility for Interactive Data Visualizations
2023
Me, My Health, and My Watch: How Children with ADHD Understand Smartwatch Health Data
2023
Chart Reader: Accessible Visualization Experiences Designed with Screen Reader Users
2023
Accessible Data Representation with Natural Sound
2023
Azimuth: Designing Accessible Dashboards for Screen Reader Users
2023
Wearable Haptic Sensing - Enriching Accessibility of Pictorial Information for Visually Impaired
2023
Wearable Haptic Braille Device for Enhancing Classroom Learning
2023
Haptics for Accessible Graphics in CS1
2023
Let’s Get Vysical: Perceptual Accuracy in Visual & Tactile Encodings
2023
SeeChart: Enabling Accessible Visualizations Through Interactive Natural Language Interface For People with Visual Impairments
2023
Exploring Chart Question Answering for Blind and Low Vision Users
2023
"Explain What a Treemap is": Exploratory Investigation of Strategies for Explaining Unfamiliar Chart to Blind and Low Vision Users
2023
The Accessibility of Data Visualizations on the Web for Screen Reader Users: Practices and Experiences During COVID-19
2023
Grapho: Bringing line chart accessibility to the visually impaired
2023
Understanding and Improving Drilled-Down Information Extraction from Online Data Visualizations for Screen-Reader Users
2023
Beyond Alternative Text and tables: Comparative Analysis of Visualization Tools and Accessibility Methods
2023
Conveying Uncertainty in Data Visualizations to Screen-Reader Users Through Non-Visual Means
2023
Data, Data, Everywhere: Uncovering Everyday Data Experiences for People with Intellectual and Developmental Disabilities
2023
Enabling People with Blindness to Distinguish Lines of Mathematical Charts with Audio-Tactile Graphic Readers
2022
A Dataset of Alt Texts from HCI Publications: Analyses and Uses Towards Producing More Descriptive Alt Texts of Data Visualizations in Scientific Papers
2022
Toward supporting quality alt text in computing publications
2022
Toward Inclusion and Accessibility in Visualization Research: Speculations on Challenges, Solution Strategies, and Calls for Action (Position Paper)
2022
Olli: An extensible visualization library for screen reader accessibility
2022
Making data tangible: A cross-disciplinary design space for data physicalization
2022
How accessible is my visualization? Evaluating visualization accessibility with Chartability
2022
Author Reflections on Creating Accessible Academic Papers
2022
Slide-Tone and Tilt-Tone: 1-DOF Haptic Techniques for Conveying Shape Characteristics of Graphs to Blind Users
2022
Interactive web-based image and graph analysis using Sonification for the Blind
2022
PSST: Enabling Blind or Visually Impaired Developers to Author Sonifications of Streaming Sensor Data
2022
Accessibility for Color Vision Deficiencies: Challenges and Findings of a Large Scale Study on Paper Figures
2022
Seeing Through Sounds: Mapping Auditory Dimensions to Data and Charts for People with Visual Impairments
2022
Validation of a heuristic set to evaluate the accessibility of statistical charts
2022
Accessible Visualization via Natural Language Descriptions: A Four-Level Model of Semantic Content
2022
Communicating Visualizations without Visuals: Investigation of Visualization Alternative Text for People with Visual Impairments
2022
Rich Screen Reader Experiences for Accessible Data Visualization
2022
What makes web data tables accessible? Insights and a tool for rendering accessible tables for people with visual impairments
2022
Beyond Visuals: Examining the Experiences of Geoscience Professionals With Vision Disabilities in Accessing Data Visualizations
2022
Towards understanding sensory substitution for accessible visualization: An interview study
2022
Supporting Accessible Data Visualization Through Audio Data Narratives
2022
Infosonics: Accessible Infographics for People Who Are Blind Using Sonification and Voice
2022
"What Makes Sonification User-Friendly?" Exploring Usability and User-Friendliness of Sonified Responses
2022
VoxLens: Making Online Data Visualizations Accessible with an Interactive JavaScript Plug-In
2022
Understanding and Improving Information Extraction From Online Geospatial Data Visualizations for Screen-Reader Users
2022
Visualization Accessibility in the Wild: Challenges Faced by Visualization Designers
2021
Screen Reader Accessibility Study of Interactive Maps
2021
Methodology for heuristic evaluation of the accessibility of statistical charts for people with low vision and color vision deficiency
2021
Technology Developments in Touch-Based Accessible Graphics: A Systematic Review of Research 2010-2020
2021
Using Web Standards to Design Accessible Data Visualizations in Professional Communication
2021
Towards the creation of accessible charts for the visually impaired
2021
Accessible Visualization: Design Space, Opportunities, and Challenges
2021
Towards Automatic Interpretation Of Statistical Graphs For The Visually Impaired
2021
Towards a universal cognitive tool: designing accessible visualization for people with intellectual and developmental disabilities
2021
Beyond "Alt-Text": Creating Accessible Data Visualizations with Code
2021
Inclusive data visualization for people with disabilities: a call to action
2021
A Fuzzy based naturalness preserving image color compensation method for colorblindness
2021
Interdependent Variables: Remotely Designing Tactile Graphics for an Accessible Workflow
2021
Understanding Screen-Reader Users’ Experiences with Online Data Visualizations
2021
Understanding Data Accessibility for People with Intellectual and Developmental Disabilities
2021
Tactile Fixations: A Behavioral Marker on How People with Visual Impairments Explore Raised-line Graphics
2021
Making Math Graphs More Accessible in Remote Learning: Using Sonification to Introduce Discontinuity in Calculus
2021
COVID-19 highlights the issues facing blind and visually impaired people in accessing data on the web
2020
Sonify: Making Visual Graphs Accessible
2020
AUDiaL: A Natural Language Interface to Make Statistical Charts Accessible to Blind Persons
2020
Accessibility Standards and Their Implementation in Custom Data-Driven Maps
2020
Reaching Broader Audiences With Data Visualization
2020
Accessible statistical charts guidelines for people with low vision
2020
PantoGuide: A haptic and audio guidance system to support tactile graphics exploration
2020
Improving Understanding of Data Structures for the Blind with Tactile Media and a User-Centered Iterative Approach
2020
Tactile presentation of network data: Text, matrix or diagram?
2020
Understanding what you feel: A mobile audio-tactile system for graphics used at schools with students with visual impairment
2020
Constructive visualization to inform the design and exploration of tactile data representations
2020
Tapsonic: One dimensional finger mounted multimodal line chart reader
2020
Non-visual access to graphical information on COVID-19
2020
Multi-Touch Gesture of Mobile Auditory Device for Visually Impaired Users
2019
AudioFunctions.web: Multimodal Exploration of Mathematical Function Graphs.
2019
Line recognition for generating accessible line plots
2019
Neural Caption Generation Over Figures
2019
Proposal and Evaluation of Textual Description Templates for Bar Charts Vocalization
2019
Development of Audio-Tactile Graphic System Aimed at Facilitating Access to Visual Information for Blind People
2019
A Glyph-based Multimodal Presentation of Multivariate Data
2019
Visualizing for the Non-Visual: Enabling the Visually Impaired to Use Visualization
2019
Sociotechnical Considerations for Accessible Visualization Design
2019
SVGPlott: an accessible tool to generate highly adaptable, accessible audio-tactile charts for and from blind and visually impaired people
2019
Tactile graphics exploration studies using fingertip tracking based on colour markers detection for visually impaired people
2019
Math Graphs for the Visually Impaired: Audio Presentation of Elements of Mathematical Graphs
2019
3D printed maps and icons for inclusion: Testing in the wild by people who are blind or have low vision
2019
Non-visual perception of lines on a multimodal touchscreen tablet
2019
Robographics: Dynamic tactile graphics powered by mobile robots
2019
Editing spatial layouts through tactile templates for people with visual impairments
2018
Techniques for Improved Speech-Based Access to Diagrammatic Representations
2018
evoGraphs — A jQuery plugin to create web accessible graphs
2018
Accessible data visualization in higher education
2018
Multimodal deep learning using images and text for information graphic classification
2018
Visually augmented audio-tactile graphics for visually impaired people
2017
Improve the Accessibility of Tactile Charts
2017
Producing Accessible Statistics Diagrams in R
2017
Towards accessible graphs in HTML-based scientific articles
2017
Analysis of tactile chart design
2017
TacTILE: A Preliminary Toolchain for Creating Accessible Graphics with 3D-Printed Overlays and Auditory Annotations
2017
Identifying how Visually Impaired People Explore Raised-line Diagrams to Improve the Design of Touch Interfaces
2017
Fluxmarker: Enhancing tactile graphics with dynamic tactile markers
2016
Drawing for blind learners: Assistive technology for graphical design
2016
Magic touch: interacting with 3d printed graphics
2016
Exploring Auditory Graphing Software in the Classroom: The Effect of Auditory Graphs on the Classroom Environment
2016
Individualization of 2D color maps for people with color vision deficiencies
2016
Enabling designers to foresee which colors users cannot see
2016
MapSense: Multi-Sensory Interactive Maps for Children Living with Visual Impairments
2016
Tangible Reels: Construction and Exploration of Tangible Maps by Visually Impaired Users
2015
Assistive Technologies for Second-Year Statistics Students who are Blind
2015
Opportunities and challenges for data physicalization
2015
Exploring new paradigms for accessible 3d printed graphs
2015
GraCALC: An Accessible Graphing Calculator
2015
The tactile graphics helper: providing audio clarification for tactile graphics using machine vision
2015
ChartMaster: A Tool for Interacting with Stock Market Charts using a Screen Reader
2014
Haptic Visualization of Real-World Environmental Data for Individuals with Visual Impairments
2014
Generation of accessible graphics
2014
Evaluating the Accessibility of Line Graphs through Textual Summaries for Visually Impaired Users
2014
Including blind people in computing through access to graphs
2014
Tactile graphics with a voice: using QR codes to access text in tactile graphics
2014
Haptic 3D Surface Representation of Table-Based Data for People With Visual Impairments
2014
Tracking @stemxcomet: teaching programming to blind students via 3D printing, crisis management, and twitter
2013
Implementing Disability Accommodations in a Widely Distributed Web Based Visualization and Analysis Platform – Weave
2013
Towards Designing Audio Assistance for Comprehending Haptic Graphs: A Multimodal Perspective
2013
Designing Accessible Visualizations: The Case of Designing a Weather Map for Blind Users
2013
Towards More Accessible Visualizations for Color-Vision-Deficient Individuals
2013
Access to multimodal articles for individuals with sight impairments
2013
Comparison of reading accuracy between tactile pie charts and tactile band charts
2013
Using Patterns to Encode Color Information for Dichromats
2013
Development and evaluation of two prototypes for providing weather map data to blind users through sonification
2013
Evaluating a tool for improving accessibility to charts and graphs
2012
Summarizing multimodal documents in popular media for people with visual impairments
2012
VizTouch: automatically generated tactile visualizations of coordinate spaces
2012
Learning Non-Visual Graphical Information Using a Touch-Based Vibro-Audio Interface
2011
MICOO (multimodal interactive cubes for object orientation) a tangible user interface for the blind and visually impaired
2011
Handscope: enabling blind people to experience statistical graphics on websites through haptics
2011
An Efficient Direct Volume Rendering Approach for Dichromats
2011
HapticRiaMaps: towards interactive exploration of web world maps for the visually impaired
2010
Tactile Diagrams: Worth Ten Thousand Words?
2010
Multimodal Presentation of Two-Dimensional Charts: An Investigation Using Open Office XML and Microsoft Excel
2010
Digitizer Auditory Graph: Making Graphs Accessible to the Visually Impaired
2010
Clutching at Straws: Using Tangible Interaction to Provide Non-Visual Access to Graphs
2010
Universal design of auditory graphs: A comparison of sonification mappings for visually impaired and sighted listeners
2010
Individual models of color differentiation to improve interpretability of information visualization
2009
Haptic Interaction Techniques for Exploring Chart Data
2009
Making Microsoft Excel™: multimodal presentation of charts
2008
Tactile chart generation tool
2008
Data sonification for users with visual impairment: A case study with georeferenced data.
2008
Using Haptic Cues to Aid Non-Visual Structure Recognition
2008
Refreshable tactile graphics applied to schoolbook illustrations for students with visual impairment
2007
Graph Builder: Constructing Non-visual Visualizations
2007
Graphical tactile displays for visually- impaired people
2007
Automated tactile graphics translation: in the field
2007
Where are we with Haptic Visualization?
2007
Improving accessibility to statistical graphs: the iGraph-Lite system
2007
Teaching data structures to students who are blind
2007
Visual to tactile conversion of vector graphics
2006
Teaching graphs to visually impaired students using an active auditory interface
2006
Non-visual overviews of complex data sets.
2006
Feeling what you hear: tactile feedback for navigation of audio graphs
2006
Tac-tiles: multimodal pie charts for visually impaired users
2006
SoundBar: Exploiting multiple views in multimodal graph browsing
2005
Haptic glyphs (hlyphs) - structured haptic objects for haptic visualization
2005
PLUMB: displaying graphs to the blind using an active auditory interface
2005
Accessibility of graphics in technical documentation for the cognitive and visually impaired
2005
iSonic: interactive sonification for non-visual data exploration
2005
"I hear the pattern": interactive sonification of geographical data patterns
2005
Automatic Production of Tactile Graphics from Scalable Vector Graphics
2005
Interactive sonification of choropleth maps: Design and evaluation.
2005
Automating tactile graphics translation
2004
Visualization equivalence for multisensory perception
2004
A path based model for sonification
2003
Evaluation of multimodal graphs for blind people
2003
Review of designs for haptic data visualization
2003
Pie chart sonification
2003
Assessing Haptic Properties for Data Representation
2002
SVG Linearization and Accessibility
2002
Comparing two haptic interfaces for multimodal graph rendering
2002
Multimodal virtual reality versus printed medium in visualization for blind people
2001
Exploring computer-generated line graphs through virtual touch
2000
Constructing sonified haptic line graphs for the blind student: First steps
1999
Design of a haptic data visualization system for people with visual impairments
1999
Tguide: A Guidance System for Tactile Image Exploration
1998
Three-Dimensional Tactile Display for the Blind.
1997
Automatic visual to tactile translation, Parts I: Human Factors, Access Methods and Image Manipulation
1996
Audio enhanced 3D interfaces for visually impaired users
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