Comparative Judgement Modeling to Map Forced Marriage at Local Levels

Fuente: arXiv
Guardado en:
Detalles Bibliográficos
Autores principales: Seymour, R. G., Nyarko-Agyei, A., McCabe, H. R., Severn, K., Kypraios, T., Sirl, D., Taylor, A.
Formato: Preprint
Publicado: 2022
Materias:
Acceso en línea:
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
_version_ 1866917959552729088
author Seymour, R. G.
Nyarko-Agyei, A.
McCabe, H. R.
Severn, K.
Kypraios, T.
Sirl, D.
Taylor, A.
author_facet Seymour, R. G.
Nyarko-Agyei, A.
McCabe, H. R.
Severn, K.
Kypraios, T.
Sirl, D.
Taylor, A.
contents Forcing someone into marriage against their will is a violation of their human rights. In 2021, the county of Nottinghamshire, UK, launched a strategy to tackle forced marriage and violence against women and girls. However, accessing information about where victims are located in the county could compromise their safety, so it is not possible to develop interventions for different areas of the county. Comparative judgement studies offer a way to map the risk of human rights abuses without collecting data that could compromise victim safety. Current methods require studies to have a large number of participants, so we develop a comparative judgement model that provides a more flexible spatial modelling structure and a mechanism to schedule comparisons more effectively. The methods reduce the data collection burden on participants and make a comparative judgement study feasible with a small number of participants. Underpinning these methods is a latent variable representation that improves on the scalability of previous comparative judgement models. We use these methods to map the risk of forced marriage across Nottinghamshire thereby supporting the county's strategy for tackling violence against women and girls.
format Preprint
id arxiv_https___arxiv_org_abs_2212_01202
institution arXiv
publishDate 2022
record_format arxiv
spellingShingle Comparative Judgement Modeling to Map Forced Marriage at Local Levels
Seymour, R. G.
Nyarko-Agyei, A.
McCabe, H. R.
Severn, K.
Kypraios, T.
Sirl, D.
Taylor, A.
Applications
Computation
Methodology
62G05, 62P25, 62-08
Forcing someone into marriage against their will is a violation of their human rights. In 2021, the county of Nottinghamshire, UK, launched a strategy to tackle forced marriage and violence against women and girls. However, accessing information about where victims are located in the county could compromise their safety, so it is not possible to develop interventions for different areas of the county. Comparative judgement studies offer a way to map the risk of human rights abuses without collecting data that could compromise victim safety. Current methods require studies to have a large number of participants, so we develop a comparative judgement model that provides a more flexible spatial modelling structure and a mechanism to schedule comparisons more effectively. The methods reduce the data collection burden on participants and make a comparative judgement study feasible with a small number of participants. Underpinning these methods is a latent variable representation that improves on the scalability of previous comparative judgement models. We use these methods to map the risk of forced marriage across Nottinghamshire thereby supporting the county's strategy for tackling violence against women and girls.
title Comparative Judgement Modeling to Map Forced Marriage at Local Levels
topic Applications
Computation
Methodology
62G05, 62P25, 62-08
url https://arxiv.org/abs/2212.01202