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Apple introduced privacy labels in Dec. 2020 as a way for developers to report the privacy behaviors of their apps. While Apple does not validate labels, they also require developers to provide a privacy policy, which offers an important…

密码学与安全 · 计算机科学 2024-06-18 Mir Masood Ali , David G. Balash , Monica Kodwani , Chris Kanich , Adam J. Aviv

Privacy policies are long, complex documents that end-users seldom read. Privacy labels aim to ameliorate these issues by providing succinct summaries of salient data practices. In December 2020, Apple began requiring that app developers…

密码学与安全 · 计算机科学 2023-06-16 Akshath Jain , David Rodriguez , Jose M. del Alamo , Norman Sadeh

Privacy labels -- standardized, compact representations of data collection and data use practices -- are often presented as a solution to the shortcomings of privacy policies. Apple introduced mandatory privacy labels for apps in its App…

人机交互 · 计算机科学 2024-01-09 Yanzi Lin , Jaideep Juneja , Eleanor Birrell , Lorrie Faith Cranor

As a key supplement to privacy policies that are known to be lengthy and difficult to read, Apple has launched the app privacy labels, which purportedly help users more easily understand an app's privacy practices. However, false and…

密码学与安全 · 计算机科学 2022-06-22 Yue Xiao , Zhengyi Li , Yue Qin , Xiaolong Bai , Jiale Guan , Xiaojing Liao , Luyi Xing

Contemporary mobile applications (apps) are designed to track, use, and share users' data, often without their consent, which results in potential privacy and transparency issues. To investigate whether mobile apps have always been…

密码学与安全 · 计算机科学 2021-07-29 Saad Sajid Hashmi , Nazar Waheed , Gioacchino Tangari , Muhammad Ikram , Stephen Smith

Privacy nutrition labels provide a way to understand an app's key data practices without reading the long and hard-to-read privacy policies. Recently, the app distribution platforms for iOS(Apple) and Android(Google) have implemented…

计算机与社会 · 计算机科学 2023-04-26 Rishabh Khandelwal , Asmit Nayak , Paul Chung , Kassem Fawaz

Data protection law, including the General Data Protection Regulation (GDPR), usually requires a privacy policy before data can be collected from individuals. We analysed 15,145 privacy policies from 26,910 mobile apps in May 2019 (about…

密码学与安全 · 计算机科学 2021-11-29 Konrad Kollnig

Tracking is a highly privacy-invasive data collection practice that has been ubiquitous in mobile apps for many years due to its role in supporting advertising-based revenue models. In response, Apple introduced two significant changes with…

密码学与安全 · 计算机科学 2022-05-10 Konrad Kollnig , Anastasia Shuba , Max Van Kleek , Reuben Binns , Nigel Shadbolt

The digital age has brought a world of opportunity to children. Connectivity can be a game-changer for some of the world's most marginalized children. However, while legislatures around the world have enacted regulations to protect…

密码学与安全 · 计算机科学 2023-03-17 Ruoxi Sun , Minhui Xue , Gareth Tyson , Shuo Wang , Seyit Camtepe , Surya Nepal

As mobile app usage continues to rise, so does the generation of extensive user interaction data, which includes actions such as swiping, zooming, or the time spent on a screen. Apps often collect a large amount of this data and claim to…

软件工程 · 计算机科学 2024-04-24 Feiyang Tang , Bjarte M. Østvold

The rise of mobile apps has brought greater convenience and many options for users. However, many apps use analytics services to collect a wide range of user interaction data, with privacy policies often failing to reveal the types of…

软件工程 · 计算机科学 2024-01-17 Feiyang Tang , Bjarte M. Østvold

Privacy in apps is a topic of widespread interest because many apps collect and share large amounts of highly sensitive information. In response, China introduced a range of new data protection laws over recent years, notably the Personal…

计算机与社会 · 计算机科学 2023-03-03 Konrad Kollnig , Lu Zhang , Jun Zhao , Nigel Shadbolt

The rise of mobile apps has brought greater convenience and customization for users. However, many apps use analytics services to collect a wide range of user interaction data purportedly to improve their service, while presenting app users…

软件工程 · 计算机科学 2023-03-14 Feiyang Tang , Bjarte M. Østvold

While many studies have looked at privacy properties of the Android and Google Play app ecosystem, comparatively much less is known about iOS and the Apple App Store, the most widely used ecosystem in the US. At the same time, there is…

密码学与安全 · 计算机科学 2022-12-20 Konrad Kollnig , Anastasia Shuba , Reuben Binns , Max Van Kleek , Nigel Shadbolt

Privacy concerns have long been expressed around smart devices, and the concerns around Android apps have been studied by many past works. Over the past 10 years, we have crawled and scraped data for almost 1.9 million apps, and also stored…

密码学与安全 · 计算机科学 2021-12-30 Alexander Yu , Yuvraj Agarwal , Jason I. Hong

Privacy policies are intended to inform users about how software systems collect and handle data, yet they often remain vague or incomplete. This paper presents an empirical study of patterns in log-related statements within privacy…

密码学与安全 · 计算机科学 2026-05-04 Zhiyuan Chen , Love Jayesh Ahir , Ahmad Suleiman , Kundi Yao , Yiming Tang , Weiyi Shang , Daqing Hou

Users need to configure default apps when they first start using their devices. The privacy configurations of the default apps do not always match what users think they have initially enabled. We first systematically evaluated the privacy…

人机交互 · 计算机科学 2022-10-11 Amel Bourdoucen , Janne Lindqvist

Despite having growing awareness and concerns about privacy, technology users are often insufficiently informed of the data practices of various digital products to protect themselves. Privacy policies and privacy labels, as two…

人机交互 · 计算机科学 2026-02-24 Varun Shiri , Charles Liu , Keyu Yao , Jin L. C. Guo , Jinghui Cheng

The prevalent engagement with mobile apps underscores the importance of understanding their data practices. Transparency plays a crucial role in this context, ensuring users to be informed and give consent before any data access occurs.…

软件工程 · 计算机科学 2025-11-04 Liu Wang , Dong Wang , Shidong Pan , Zheng Jiang , Haoyu Wang , Yi Wang

The difficulty of large scale monitoring of app markets affects our understanding of their dynamics. This is particularly true for dimensions such as app update frequency, control and pricing, the impact of developer actions on app…

社会与信息网络 · 计算机科学 2018-02-09 Rahul Potharaju , Mizanur Rahman , Bogdan Carbunar
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