"I tend to view ads almost like a pestilence": On the Accessibility Implications of Mobile Ads for Blind Users
Ziyao He, Syed Fatiul Huq, Sam Malek
Abstract
Ads are integral to the contemporary Android ecosystem, generating revenue for free-to-use applications. However, injected as third-party content, ads are displayed on native apps in pervasive ways that affect easy navigation. Ads can prove more disruptive for blind users, who rely on screen readers for navigating an app. While the literature has looked into either the accessibility of web advertisements or the privacy and security implications of mobile ads, a research gap on the accessibility of mobile ads remains, which we aim to bridge. We conduct an empirical study analyzing 500 ad screens in Android apps to categorize and examine the accessibility issues therein. Additionally, we conduct 15 qualitative user interviews with blind Android users to better understand the impact of those accessibility issues, how users interact with ads and their preferences. Based on our findings, we discuss the design and practical strategies for developing accessible ads.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 2394f928-def5-479c-9978-48cea4f77476Cited by top-tier papers1
Ask how each one uses itBuilds on12
- Accessibility issues in Android apps: state of affairs, sentiments, and ways forwardAbdulaziz Alshayban, Iftekhar Ahmed, Sam MalekICSE 2020 · 130 citations
- Unblind your apps: predicting natural-language labels for mobile GUI components by deep learningJieshan Chen, Chunyang Chen, Zhenchang Xing, Xiwei Xu et al.ICSE 2020 · 101 citations
- Latte: Use-Case and Assistive-Service Driven Automated Accessibility Testing Framework for AndroidNavid Salehnamadi, Abdulaziz Alshayban, Jun-Wei Lin, Iftekhar Ahmed et al.CHI 2021 · 52 citations
- Data-driven accessibility repair revisited: on the effectiveness of generating labels for icons in Android appsForough Mehralian, Navid Salehnamadi, Sam MalekFSE 2021 · 47 citations
- MadDroid: Characterizing and Detecting Devious Ad Contents for Android AppsTianming Liu, Haoyu Wang, Li Li, Xiapu Luo et al.WWW 2020 · 44 citations
Related papers
- Bridging the Gap between Automated Intervention and Actual User Experience: A Mixed-Methods Study on Mobile Accessibility Issues for Screen Reader UsersSyed Fatiul Huq, Ziyao He, Yirui He, Sam MalekCHI 2026 · 1 citation
- Automated Accessibility Analysis of Dynamic Content Changes on Mobile AppsForough Mehralian, Ziyao He, Sam MalekICSE 2025 · 2 citations
- AccessDroid: Detecting Screen Reader Accessibility Issues in Android Applications via Semantics TreesHan Zhou, Wei SongFSE 2026
- “You Are Deceived in the Pocket”: An Exploratory Study of Intrusive Advertisements in Mobile ApplicationsMiaoying Cai, Dongsun Kim, Lingling Fan, Xiangyu Zhang et al.ISSTA 2026
- A Probabilistic Model and Metrics for Estimating Perceived Accessibility of Desktop Applications in Keystroke-Based Non-Visual InteractionsMd. Touhidul Islam, Donald E. Porter, Syed Masum BillahCHI 2023 · 7 citations
