Algorithm awareness: Why user awareness is critical for personal privacy in the adoption of algorithmic platforms?
Algorithm awareness: Why user awareness is critical for personal privacy in the adoption of algorithmic platforms?
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算法意识：为什么用户意识在算法平台的采用中对个人隐私至关重要？
DOI：
10.1016/j.ijinfomgt.2022.102494
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发表时间：
2022
期刊：
影响因子：
--
通讯作者：
Emily Y. Shin
中科院分区：
文献类型：
--
作者：
Donghee Shin;Kerk F. Kee;Emily Y. Shin
了解算法如何塑造用户的在线体验是开发有效算法设计的先决条件。由于平台的快速算法化，现在是时候检查用户对在线平台上算法的意识，因为这些算法可以通过调解，把关和结构化用户交互来塑造日常决策和交互。针对算法感知（AA）在隐私演算过程中的作用，研究了用户在使用具有个性化算法的平台时泄露个人信息的意图。通过将AA与一系列理论和行为变量进行概念化，我们研究了用户的自我效能如何影响他们在采用、消费和与此类平台互动时的隐私问题。研究结果表明，AA导致用户设想，理解和互动的算法取决于他们的理解嵌入其中的信息流的控制。用户对算法的认识影响了算法过程的信任以及用户评估隐私问题和自我披露的方式。AA的认知用户过程提供了算法设计的概念框架和个性化算法设计的实用指南。
Understanding how algorithms shape users’ online experiences is a prerequisite to developing an effective algorithm design. Due to the rapid algorithmification of platforms, it is timely to examine users’ awareness of algorithms on online platforms because these algorithms can shape everyday decisions and interactions through mediating, gatekeeping, and structuring user interactions. Focusing on the role of algorithm awareness (AA) in the privacy calculus process, we investigate users’ intention to disclose personal information when using a platform with personalized algorithms. By conceptualizing AA with a range of theoretical and behavioral variables, we examine how users’ self-efficacy affects their privacy concerns when they adopt, consume, and interact with such platforms. The findings show that AA leads users to envisage, understand, and interact with algorithms depending on their understanding of the control of the information flow embedded within them. The awareness that users have regarding algorithms influences the trust of algorithmic processes and the way users evaluate privacy concerns and self-disclosures. The cognitive user processes of AA provide conceptual frameworks for algorithm design and a practical guideline for the design of personalized algorithms.
影响因子：
22.4
作者：
BENTLER, PM
通讯作者：
BENTLER, PM