AI-replicas as ethical practice: introducing an alternative to traditional anonymisation techniques in image-based research

Research output: Journal PublicationsJournal Article (refereed)peer-review

Abstract

This article introduces the use of AI-replicas as an alternative to traditional anonymisation methods in image-based qualitative research. It emphasises the ethical and practical dilemmas posed by current anonymisation methods, such as distortion or loss of emotional and contextual information in images, and proposes the use of AI-replicas to preserve the integrity and authenticity of visual data while ensuring participant anonymity. The article outlines the technological foundations of generative artificial intelligence (AI) and the practical application of Stable Diffusion to generate AI-replicas for anonymisation and fictionalisation purposes. Furthermore, it discusses the potential biases present in generative AI to suggest ways to mitigate these biases through careful prompt engineering and participatory approaches. The introduced approach aims to enhance ethical practices in visual research by providing a method that ensures participant anonymity without compromising the data's qualitative richness and interpretative validity.

Original languageEnglish
Pages (from-to)1300-1325
Number of pages26
JournalQualitative Research
Volume25
Issue number6
Early online date2 Jan 2025
DOIs
Publication statusPublished - Dec 2025

Bibliographical note

Publisher Copyright:
© The Author(s) 2025.

Funding

The authors received no financial support for the research, authorship, and/or publication of this article.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure
  2. SDG 16 - Peace, Justice and Strong Institutions
    SDG 16 Peace, Justice and Strong Institutions

Keywords

  • ethics
  • generative AI
  • image anonymisation
  • privacy
  • qualitative research
  • research methodology
  • stable diffusion
  • visual research

Fingerprint

Dive into the research topics of 'AI-replicas as ethical practice: introducing an alternative to traditional anonymisation techniques in image-based research'. Together they form a unique fingerprint.

Cite this