mlsanityData to 14 Oct 2026

Covert Surveillance in Smart Devices: A SCOUR Framework Analysis of Youth Privacy Implications

arXiv 2510.24072 ↗First posted 28 Oct 2025cs.CR cs.AI cs.CYcited by 3

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Abstract (arXiv)

This paper investigates how smart devices covertly capture private conversations and discusses in more in-depth the implications of this for youth privacy. Using a structured review guided by the PRISMA methodology, the analysis focuses on privacy concerns, data capture methods, data storage and sharing practices, and proposed technical mitigations. To structure and synthesize findings, we introduce the SCOUR framework, encompassing Surveillance mechanisms, Consent and awareness, Operational data flow, Usage and exploitation, and Regulatory and technical safeguards. Findings reveal that smart devices have been covertly capturing personal data, especially with smart toys and voice-activated smart gadgets built for youth. These issues are worsened by unclear data collection practices and insufficient transparency in smart device applications. Balancing privacy and utility in smart devices is crucial, as youth are becoming more aware of privacy breaches and value their personal data more. Strategies to improve regulatory and technical safeguards are also provided. The review identifies research gaps and suggests future directions. The limitations of this literature review are also explained. The findings have significant implications for policy development and the transparency of data collection for smart devices.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 6 of its 73 references that are in the map. First posted on arXiv 28 Oct 2025.

Builds on

6 of 73 references.

References · 6

  1. 2020Measuring the Effectiveness of Privacy Policies for Voice Assistant Applicationscited by 7
  2. 2024Navigating AI to Unpack Youth Privacy Concerns: An In-Depth Exploration and Systematic Reviewcited by 5
  3. 2025Privacy Ethics Alignment in AI: A Stakeholder-Centric Framework for Ethical AIcited by 5
  4. 2022A Systematic Review of Ethical Concerns with Voice Assistantscited by 3
  5. 2020Strangers in the Room: Unpacking Perceptions of 'Smartness' and Related Ethical Concerns in the Homecited by 1
  6. 2022Smart speaker design and implementation with biometric authentication and advanced voice interaction capabilitycited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 3.

3 papers.