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Accepted for/Published in: JMIR Human Factors

Date Submitted: Mar 1, 2026
Date Accepted: Jun 16, 2026

The final, peer-reviewed published version of this preprint can be found here:

Designing a Trauma-Informed Safety by Design Framework for Nonconsensual Intimate Image Removal Platforms: A 2-Phase Sequential Exploratory Study

Lee Jy, Koh Y

Designing a Trauma-Informed Safety by Design Framework for Nonconsensual Intimate Image Removal Platforms: A 2-Phase Sequential Exploratory Study

JMIR Hum Factors 2026;13:e94438

DOI: 10.2196/94438

PMID: 42574242

Designing for Victim-Survivors: A Trauma-Informed, Safety-by-Design Framework for NCII Removal Platforms

  • Ji-yeon Lee; 
  • Yejun Koh

ABSTRACT

Background:

Removal platforms for non-consensual intimate images (NCII) are essential, as they have become the recourse for victims of such abuse; yet their interfaces are not designed around the cognitive and emotional realities of trauma. Safety by Design directs platforms to protect vulnerable users but not how; Trauma-Informed Care (TIC) defines what that protection requires, while usability heuristics keep interfaces usable but are not themselves trauma-sensitive. However, no framework integrates them into design guidance that is both usable and protective for NCII removal platforms.

Objective:

This study develops Trauma-Informed Design (TID), a cohesive framework that integrates trauma-informed care with established usability heuristics under Safety by Design, so that NCII removal platforms protect trauma-affected users while remaining realistically usable; a preliminary, domain-informed evaluation provides initial supporting evidence.

Methods:

We used a two-phase sequential exploratory design drawing on a globally accessible NCII removal platform as an illustrative case. Phase 1 developed trauma-differentiated personas and mapped each persona’s user journey to surface pain points that varied by level of trauma. Phase 2 analyzed a focus group of 8 female Counseling-UX Psychology students who had completed coursework in user psychological safety with Consensual Qualitative Research (CQR) methodology. Participants assessed the plausibility of the personas and the proposed framework with respect to perceived emotional safety and perceived usability.

Results:

Mapping each persona’s journey surfaced pain points that differed by level of trauma, which were synthesized into a six-guideline TID framework: emotional scaffolding, process transparency, self-pacing mechanisms, institutional trust signals, context-aware support, and grounding tools. In Phase 2, domain-informed evaluators judged the personas plausible and the framework directions emotionally safer and potentially more usable.

Conclusions:

Integrating trauma principles into UX evaluation can help identify and address psychological barriers in NCII removal platforms. The framework provides the preliminary, domain-informed foundation that trauma-sensitive design of such platforms require. Because the framework was not tested with NCII victim-survivors or users actively seeking image-removal support, findings represent preliminary plausibility and acceptability evidence rather than ecological validation or real-world effectiveness.


 Citation

Please cite as:

Lee Jy, Koh Y

Designing a Trauma-Informed Safety by Design Framework for Nonconsensual Intimate Image Removal Platforms: A 2-Phase Sequential Exploratory Study

JMIR Hum Factors 2026;13:e94438

DOI: 10.2196/94438

PMID: 42574242

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