WeAreDevelopers LIVE • Nov 3, 2023

Data Mining Accessibility

Carl Groves proves most accessibility failures aren't complex edge cases, but repeating basic structural mistakes. Break the endless audit-fix cycle by shifting your testing left.

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#1 about 5 min

Analyzing web accessibility data at scale

An automated review of millions of web pages reveals patterns in how organizations code accessible interfaces.

#2 about 3 min

Primary content types causing automated accessibility failures

The vast majority of automatically discovered compliance errors stem from just five fundamental content categories like missing structural labels.

#3 about 3 min

Breaking down automated issues by compliance principles

A large percentage of discovered web defects fail baseline compliance criteria tied to basic perceivable sensory characteristics.

#4 about 3 min

Understanding the density of accessibility code bugs

Analyzing page-level error density reveals how granular unit tests identify hundreds of specific compliance failures per source file.

#5 about 5 min

Assessing limits of automated accessibility test coverage

A breakdown of software accessibility criteria highlights why only a specific subset of requirements can be verified using binary tool assertions.

#6 about 7 min

Common patterns discovered in manual accessibility audits

Representative sample testing reveals a high prevalence of severe obstacles blocking keyboard navigation and complex structural commands.

#7 about 6 min

Correlating manual testing findings with automated results

Comparing human audits with machine logs demonstrates a near-perfect overlap in discovering the most frequent interface failure patterns.

#8 about 3 min

Timing impact on deployed website accessibility issues

Integrating test suites before code deployment cuts the average number of live accessibility bugs by more than half.

#9 about 9 min

Escaping the continuous accessibility audit and fix cycle

Engineering teams can maintain permanent accessibility standards by integrating functional checks into continuous integration workflows and pair programming habits.

#10 about 9 min

Dealing with false positives and developer linting resistance

Resolving early compliance alerts inside development environments requires balancing opinionated testing logic against contextual scenarios.

#11 about 8 min

Navigating third-party tracking scripts and community perfectionism

Achieving incremental accessibility wins requires protecting validated code from injected marketing analytics tags and avoiding counterproductive gatekeeping dynamics.

Matching moments

2:56 min

Verifying accessibility compliance utilizing automated auditing and user testing

Ire Aderinokun · World Congress 2022

4:30 min

Addressing web accessibility challenges in development teams

Anuradha Kumari · World Congress 2023

1:23 min

Integrating robust accessibility practices into agile development workflows

Chris Heilmann +2 · LIVE

1:08 min

Reviewing key learnings for continuous accessibility integration

Jörg Jakoby

Jörg Jakoby · World Congress 2026 Europe

1:27 min

Evolving automated accessibility testing as a quality node

Serge Baumberger

Serge Baumberger · Europe 2026 Virtual

50 sec

Defining the goals of continuous accessibility testing

Jörg Jakoby

Jörg Jakoby · World Congress 2026 Europe

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Upcoming sessions on this topic

World Congress 2026 North America

September 25, 2026 · 09:40–10:10

Stage 5

Vibe Coding Accessibility

Karl Groves

Focused on actively fixing accessibility

Karl Groves

World Congress 2026 North America

September 25, 2026 · 11:00–11:30

Stage 6

Secure-by-Inclusion: Preventing Accessibility Barriers from Becoming Security Vulnerabilities

Radostina (Ina) Tsvetkova

Norwegian Directorate of Labour and Welfare (NAV), Senior Advisor in Digital Accessibility and Inclusive Design

Radostina (Ina) Tsvetkova

World Congress 2026 North America

September 25, 2026 · 11:40–12:10

Stage 2

Reinventing Testing Practices in the AI Era

Eric Deandrea

Java Champion & Senior Principal Software Engineer at IBM

Eric Deandrea

World Congress 2026 North America

September 25, 2026 · 14:50–15:20

Tech Leaders Stage

Keeping Code Quality at AI Speed

Daksh Gupta, Arthur Hicken, Brian Mann

Daksh Gupta

Arthur Hicken

Brian Mann

World Congress 2026 North America

September 24, 2026 · 16:50–17:20

Stage 6

Who Tests the AI? Building Trustworthy AI Systems at Enterprise Scale

Him Raj Singh

Manager, Software Engineer at PayPal

Him Raj Singh

World Congress 2026 North America

September 24, 2026 · 11:10–11:15

Outdoor Stage

Architecting the 100X SDLC: Building Production Trust into AI-Assisted Delivery

Ranjan Parthasarathy

Founder, CPTO/CEO at AXIOMSTUDIO.AI

Ranjan Parthasarathy

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