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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…

Cryptography and Security · Computer Science 2024-06-18 Mir Masood Ali , David G. Balash , Monica Kodwani , Chris Kanich , Adam J. Aviv

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…

Cryptography and Security · Computer Science 2022-05-10 Konrad Kollnig , Anastasia Shuba , Max Van Kleek , Reuben Binns , Nigel Shadbolt

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…

Cryptography and Security · Computer Science 2023-06-16 Akshath Jain , David Rodriguez , Jose M. del Alamo , Norman Sadeh

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…

Cryptography and Security · Computer Science 2022-06-22 Yue Xiao , Zhengyi Li , Yue Qin , Xiaolong Bai , Jiale Guan , Xiaojing Liao , Luyi Xing

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…

Software Engineering · Computer Science 2024-04-24 Feiyang Tang , Bjarte M. Østvold

Nowadays, privacy has become a very serious issue with smart and mobile platforms. Users tend to allow intrusive apps access much sensible information without really knowing the potential threats. To solve this issue several solutions (e.g.…

Computers and Society · Computer Science 2018-09-05 Alan Ferrari , Silvia Giordano

In December of 2020, Apple started to require app developers to self-report privacy label annotations on their apps indicating what data is collected and how it is used.To understand the adoption and shifts in privacy labels in the App…

Cryptography and Security · Computer Science 2025-04-16 David G. Balash , Mir Masood Ali , Monica Kodwani , Xiaoyuan Wu , Chris Kanich , Adam J. Aviv

In today's mobile application marketplace, the ability of consumers to make informed choices regarding their privacy is extremely limited. Consumers largely rely on privacy policies and app permission mechanisms, but these do an inadequate…

Computers and Society · Computer Science 2015-01-05 Steven C. Isley

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…

Cryptography and Security · Computer Science 2022-12-20 Konrad Kollnig , Anastasia Shuba , Reuben Binns , Max Van Kleek , Nigel Shadbolt

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…

Human-Computer Interaction · Computer Science 2022-10-11 Amel Bourdoucen , Janne Lindqvist

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…

Cryptography and Security · Computer Science 2021-07-29 Saad Sajid Hashmi , Nazar Waheed , Gioacchino Tangari , Muhammad Ikram , Stephen Smith

The age of technology has created a huge market for smartphones and Apps usage and a new generation has been created based on knowledge sharing. Now knowledge has been made easily accessible by Apps but; are users even aware of the…

Computers and Society · Computer Science 2018-04-19 Akosua Boakyewaa Teye , Ezer Osei Yeboah-Boateng

With the rapid growth of mobile apps, users' concerns about their privacy have become increasingly prominent. Android app logs serve as crucial computer resources, aiding developers in debugging and monitoring the status of Android apps,…

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…

Human-Computer Interaction · Computer Science 2024-01-09 Yanzi Lin , Jaideep Juneja , Eleanor Birrell , Lorrie Faith Cranor

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…

Software Engineering · Computer Science 2023-03-14 Feiyang Tang , Bjarte M. Østvold

As technology and technology companies have grown in power, ubiquity, and societal influence, some companies -- and notably some mobile apps -- have come to be perceived as privacy threats. Prior work has considered how various factors…

Human-Computer Interaction · Computer Science 2022-11-15 Jenny Tang , Hannah Shoemaker , Leah Teffera , Eleanor Birrell , Ada Lerner

With smartphone technologies enhanced way of interacting with the world around us, it has also been paving the way for easier access to our private and personal information. This has been amplified by the existence of numerous embedded…

Cryptography and Security · Computer Science 2020-07-10 Tanusree Sharma , Masooda Bashir

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…

Human-Computer Interaction · Computer Science 2026-02-24 Varun Shiri , Charles Liu , Keyu Yao , Jin L. C. Guo , Jinghui Cheng

The major mobile platforms, Android and iOS, have introduced changes that restrict user tracking to improve user privacy, yet apps continue to covertly track users via device fingerprinting. We study the opportunity to improve this dynamic…

Cryptography and Security · Computer Science 2026-04-01 Alex Berke , Güliz Seray Tuncay , Michael Specter , Mihai Christodorescu

Mobile applications (apps) have become deeply personal, constantly demanding access to privacy-sensitive information in exchange for more personalized user experiences. Such privacy-invading practices have generated major multidimensional…

Software Engineering · Computer Science 2019-10-10 Fahimeh Ebrahimi , Miroslav Tushev , Anas Mahmoud
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