Using Machine Learning Prediction to Create a 15-question IPV Measurement Tool

J Interpers Violence. 2024 Jan;39(1-2):11-34. doi: 10.1177/08862605231191187. Epub 2023 Aug 20.

Abstract

Domestic violence, especially intimate partner violence (IPV), is an important issue worldwide, especially in India. Those that experience it may not always be able to come forward or have access to the required social support to act against it. We use National Family Health Survey data (n = 66,013 women) to create machine learning models which can predict IPV instances with a recall of 78%. We use the top 15 best predicting questions that avoid sensitive issues to create a field tool that frontline health workers can use to identify women with a high risk of IPV and provide the support they need.

Keywords: domestic violence; perceptions of domestic violence; predicting domestic violence.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Domestic Violence*
  • Female
  • Health Personnel
  • Humans
  • India
  • Intimate Partner Violence*
  • Risk Factors
  • Social Support