Choose to think: Nudging towards privacy informed decisions at the app download stage

IF 12.2 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL
Computers in Human Behavior Pub Date : 2026-04-01 Epub Date: 2025-12-19 DOI:10.1016/j.chb.2025.108895
Jennifer Klütsch , Verena Zimmermann , Sabine J. Schlittmeier
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引用次数: 0

Abstract

Downloading apps can pose significant privacy risks to users. While users are aware that their data is privacy-sensitive, they often do not read the privacy information provided. To support informed privacy decisions at the app download stage, we evaluated a two-stage nudge intervention in our scenario-based online study with 209 German-speaking Clickworker participants. In Stage 1, we examined whether nudges (color, reminder, social minority, social majority), compared to a control condition, can increase users’ engagement with privacy information in the app store. Once they have decided to engage, we examined how the recommendation of friends (vs. the app store) and the privacy rating (low vs. high) of a hybrid nudge with additional privacy information affected the subsequent download decision in Stage 2. Due to almost perfect separation in Stage 2, Bayesian logistic regressions were conducted. Our results found no evidence that any particular type of nudge increased the likelihood of users to engage with privacy information in Stage 1. Yet, all nudges, including the control condition, led high percentages of participants to click more about data protection (between 48.81% and 64.13%), with the subsequent privacy information in Stage 2 being considered a particularly important decision criterion for them. A “mere-exposure” and “foot-in-the-door” effect in our two-stage approach are discussed as possible explanations. Based on our findings, we derive recommendations for the design of privacy nudges that can be implemented by the app store or personal privacy assistants to promote informed privacy decisions.
选择思考:在应用下载阶段对隐私做出明智的决定
下载应用程序可能会给用户带来重大的隐私风险。虽然用户知道他们的数据是隐私敏感的,但他们通常不会阅读所提供的隐私信息。为了在应用下载阶段支持知情的隐私决策,我们在基于场景的在线研究中评估了两阶段的助推干预,研究对象是209名讲德语的Clickworker参与者。在第一阶段,我们检验了与控制条件相比,轻推(游戏邦注:如颜色、提醒、社交少数派、社交多数)是否能够提高用户对应用商店隐私信息的参与度。一旦他们决定参与其中,我们便会在第二阶段检查好友推荐(相对于应用商店)以及带有额外隐私信息的混合推动的隐私评级(低与高)是如何影响随后的下载决定的。由于阶段2几乎完全分离,因此进行了贝叶斯逻辑回归。我们的研究结果没有发现任何证据表明,在第一阶段,任何特定类型的轻推都会增加用户参与隐私信息的可能性。然而,所有的推动,包括控制条件,导致高百分比的参与者点击更多关于数据保护(48.81%至64.13%),在第二阶段的后续隐私信息被认为是一个特别重要的决策标准。在我们的两阶段方法中,“仅仅暴露”和“脚踏实地”效应作为可能的解释进行了讨论。根据我们的研究结果,我们得出了隐私推动设计的建议,这些建议可以由应用商店或个人隐私助理实施,以促进知情的隐私决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
19.10
自引率
4.00%
发文量
381
审稿时长
40 days
期刊介绍: Computers in Human Behavior is a scholarly journal that explores the psychological aspects of computer use. It covers original theoretical works, research reports, literature reviews, and software and book reviews. The journal examines both the use of computers in psychology, psychiatry, and related fields, and the psychological impact of computer use on individuals, groups, and society. Articles discuss topics such as professional practice, training, research, human development, learning, cognition, personality, and social interactions. It focuses on human interactions with computers, considering the computer as a medium through which human behaviors are shaped and expressed. Professionals interested in the psychological aspects of computer use will find this journal valuable, even with limited knowledge of computers.
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