Clustering of health, crime and social-welfare inequality in 4 million citizens from two nations
Open accessAbstract
Health and social scientists have documented the hospital revolving-door problem, the concentration of crime, and long-term welfare dependence. Have these distinct fields identified the same citizens? Using administrative databases linked to 1.7 million New Zealanders, we quantified and monetized inequality in distributions of health and social problems and tested whether they aggregate within individuals. Marked inequality was observed: Gini coefficients equalled 0.96 for criminal convictions, 0.91 for public-hospital nights, 0.86 for welfare benefits, 0.74 for prescription-drug fills and 0.54 for injury-insurance claims. Marked aggregation was uncovered: a small population segment accounted for a disproportionate share of use-events and costs across multiple sectors. These findings were replicated in 2.3 million Danes. We then integrated the New Zealand databases with the four-decade-long Dunedin Study. The high-need/high-cost population segment experienced early-life factors that reduce workforce readiness, including low education and poor mental health. In midlife they reported low life satisfaction. Investing in young people’s education and training potential could reduce health and social inequalities and enhance population wellbeing. Using administrative data on 4 million citizens from two nations, Richmond-Rakerd et al. find that multiple health and social problems cluster in a population segment with low workforce readiness, including low education and poor early-life mental health.
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References 39 · Cited by 93
Research works printed but not linked: 3
- [1]Alvaredo F Chancel L Piketty T Saez E Zucman C World Inequality Report 2018 Belknap Press 2018
- [32]Shonkoff JP Phillips D Keilty B Early Childhood Intervention: Views from the Field: Report of a Workshop National Academy Press 2000
- [35]The World Bank World Bank Group President Jim Yong Kim Opening Remarks at the 2018 Annual Meetings Press Conference https://www.worldbank.org/en/news/speech/2018/10/11/world-bank-group-president-jim-yong-kim-opening-remarks-at-the-2018-annual-meetings-press-conference
- Authors
- Richmond-Rakerd, L. S., D’Souza, S., Andersen, S. H., Hogan, S., Houts, R. M., Poulton, R., Ramrakha, S., Caspi, A., Milne, B. J., & Moffitt, T. E.
- Affiliations
- University of Auckland (NZ)
- Rockwool Foundation (DK)
- University of Otago (NZ)
- Duke University (US)
- ORCID
- Venue
- Nature Human Behaviour
- Published
- 2020-01-20
- Volume
- 4
- Issue
- 3
- Pages
- 255-264
- ISSN
- 2397-3374 (ISSN-L)
- PMC
- PMC7082196
- OpenAlex
- W3002500652
- Semantic Scholar
- 33be470d8f19d2b8526fae8c4f21e037f9a3ca84
- Cited by
- 93
- References
- 39
- Citations by year
- 2026: 7 · 2025: 10 · 2024: 19 · 2023: 15 · 2022: 18 · 2021: 14 · 2020: 10
- FWCI
- 7.86
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- Locations
- Nature Human Behaviour (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Research Portal (King's College London) (submittedVersion, other-oa)
- ResearchSpace (University of Auckland) (submittedVersion)
- Funders
- New Zealand Health Research Council; New Zealand Ministry of Business, Innovation and Employment
- Rockwool Foundation
- U.S. Department of Health & Human Services | NIH | Eunice Kennedy Shriver National Institute of Child Health and Human Development (T32-HD007376, HD077482)
- Jacobs Foundation
- U.S. Department of Health & Human Services | NIH | National Institute on Aging (AG032282, AG049789, P30AG034424)
- RCUK | Medical Research Council (P005918, G1002190)
- Avielle Foundation
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Health › Public Health and Social Inequalities
- Social Sciences › Sociology and Political Science › Income, Poverty, and Inequality
- Keywords
- health disparities, criminal conviction, welfare dependency, prescription drug use, Gini coefficient, career readiness, life satisfaction, Dunedin Study, New Zealand, Denmark, cross-national comparison, administrative health data
- MeSH terms
- Adolescent, Adult, Aged, Child, Child, Preschool, Crime, Denmark, Educational Status, Female, Hospitalization, Hospitals, Public, Humans, Infant, Insurance, Health, Longitudinal Studies, Male, Mental Health, Middle Aged, New Zealand, Personal Satisfaction, Drug Prescriptions, Social Welfare, Socioeconomic Factors, Wounds and Injuries, Cluster Analysis, Databases, Factual, Young Adult
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