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Title: Detection of Anomalous User Activity for Home IoT Devices [Detection of Anomalous User Activity for Home IoT Devices]
Award ID(s):
1822118
PAR ID:
10318774
Author(s) / Creator(s):
; ;
Date Published:
Journal Name:
6th International Conference on Internet of Things, Big Data and Security (IoTBDS)
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
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  1. Internet-of-Things (IoT) devices are ubiquitous, but little attention has been paid to how they may incorporate dark patterns despite consumer protections and privacy concerns arising from their unique access to intimate spaces and always-on capabilities. This paper conducts a systematic investigation of dark patterns in 57 popular, diverse smart home devices. We update manual interaction and annotation methods for the IoT context, then analyze dark pattern frequency across device types, manufacturers, and interaction modalities. We find that dark patterns are pervasive in IoT experiences, but manifest in diverse ways across device traits. Speakers, doorbells, and camera devices contain the most dark patterns, with manufacturers of such devices (Amazon and Google) having the most dark patterns compared to other vendors. We investigate how this distribution impacts the potential for consumer exposure to dark patterns, discuss broader implications for key stakeholders like designers and regulators, and identify opportunities for future dark patterns study. 
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  2. null (Ed.)