Assessing the risk of endogeneity bias in health and mortality inequalities research using composite measures of multiple deprivation which include health-related indicators: a case study using the Scottish Index of Multiple Deprivation and population health and mortality data

Bradford, D.R.R. , Allik, M. , McMahon, A.D. and Brown, D. (2023) Assessing the risk of endogeneity bias in health and mortality inequalities research using composite measures of multiple deprivation which include health-related indicators: a case study using the Scottish Index of Multiple Deprivation and population health and mortality data. Health and Place, 80, 102998. (doi: 10.1016/j.healthplace.2023.102998) (PMID:36921377)

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Abstract

The inclusion of health-related indicators in composite measures of multiple deprivation introduces a risk of endogeneity bias when using the latter in health inequalities research. This bias may ultimately result in the inappropriate allocation of healthcare resources and maintenance of preventable health inequalities. Mitigation strategies to avoid this bias include removing the health-related indicators or using single constituent domains (such as income or employment class) in isolation. These strategies have not been widely validated. This study used population-level health and mortality data with a contemporary composite measure of multiple deprivation (Scottish Index of Multiple Deprivation; SIMD) to assess these mitigation strategies. The differences between deprivation methods (original, health excluded, and income domain) were negligible. The results of quantitative research on health inequalities are unlikely to be affected by endogeneity bias.

Item Type:Articles
Status:Published
Refereed:Yes
Glasgow Author(s) Enlighten ID:Brown, Dr Denise and Allik, Dr Mirjam and McMahon, Dr Alex and Bradford, Mr Daniel
Authors: Bradford, D.R.R., Allik, M., McMahon, A.D., and Brown, D.
College/School:College of Medical Veterinary and Life Sciences > School of Health & Wellbeing > MRC/CSO SPHSU
College of Medical Veterinary and Life Sciences > School of Medicine, Dentistry & Nursing > Dental School
College of Medical Veterinary and Life Sciences > School of Psychology & Neuroscience
Journal Name:Health and Place
Publisher:Elsevier
ISSN:1353-8292
ISSN (Online):1873-2054
Published Online:13 March 2023
Copyright Holders:Copyright © 2023 The Authors
First Published:First published in Health and Place 80: 102998
Publisher Policy:Reproduced under a Creative Commons License

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Project CodeAward NoProject NamePrincipal InvestigatorFunder's NameFunder RefLead Dept
3048230021Inequalities in healthAlastair LeylandMedical Research Council (MRC)MC_UU_00022/2HW - MRC/CSO Social and Public Health Sciences Unit
3048230071Inequalities in healthAlastair LeylandOffice of the Chief Scientific Adviser (CSO)SPHSU17HW - MRC/CSO Social and Public Health Sciences Unit
306624Comparing health outcomes for looked after children and children in the general population in Scotland using linked administrative dataMirjam AllikEconomic and Social Research Council (ESRC)ES/T000120/1SHW - MRC/CSO Social & Public Health Sciences Unit