# Negotiating Privacy with Smart Voice Assistants: Risk-Benefit and Control-Acceptance Tensions

arXiv: https://arxiv.org/abs/2604.06235 · HTML: https://mlsanity.com/paper/2604.06235/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 4 of its 30 references that are in the map.
- First posted on arXiv 4 Apr 2026.

## Builds on (most cited first, 4 of 4)

- [Privacy Ethics Alignment in AI: A Stakeholder-Centric Framework for Ethical AI](https://mlsanity.com/paper/2503.11950/) (2025)
- [Convenience vs. Control: A Qualitative Study of Youth Privacy with Smart Voice Assistants](https://mlsanity.com/paper/2601.04399/) (2026)
- [Balancing Usability and Compliance in AI Smart Devices: A Privacy-by-Design Audit of Google Home, Alexa, and Siri](https://mlsanity.com/paper/2601.04403/) (2026)
- [Privacy by Voice: Modeling Youth Privacy-Protective Behavior in Smart Voice Assistants](https://mlsanity.com/paper/2602.10142/) (2026)

## Abstract (arXiv)

Smart Voice assistants (SVAs) are widely adopted by youth, yet privacy decision-making in these environments is often characterized by competing considerations rather than clear-cut preferences. While our prior research has examined privacy risks, benefits, trust, and self-efficacy as distinct predictors of behavior, less attention has been paid to how these factors combine into higher-level tension that shapes privacy outcomes. This study introduces a negotiation-based framework for understanding youth privacy decision-making with SVAs by operationalizing two composite indices: the Risk-Benefit Tension Index (RBTI) and the Control-Acceptance Tension Index (CATI), using survey data from 469 Canadian youth aged 16-24. We examine the distribution of these indices and their relationship with privacy-protective behavior and SVA usage. Results show that both indices are meaningfully associated with protective action. Frequent SVA usage exhibits more benefit-dominant and acceptance-leaning negotiation profiles, suggesting that convenience-driven engagement may come at the expense of perceived control. By reframing privacy decision-making as a process of negotiation rather than inconsistency, this study offers a complementary perspective on the privacy paradox and provides a compact measurement approach for capturing how youth navigate competing privacy pressures in voice-enabled ecosystems.