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Quantifying reciprocal relationships between poverty and health: combining a causal loop diagram with longitudinal
Laurens Reumers1, Niels Hameleers2, Henk Hilderink3
1Department of Health Services Research, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, The Netherlands. l.reumers@maastrichtuniversity.nl.
Poverty and health have a complex relationship, with income and wealth showing weak effects on health for most people in the Netherlands. However, physical capability significantly boosts income and wealth, suggesting its importance in poverty reduction strategies.
Area of Science:
- Socioeconomic Determinants of Health
- Longitudinal Data Analysis
- Causal Loop Modeling
Background:
- Investigates the intricate causal relationship between poverty and health using longitudinal data from the Netherlands.
- Addresses the challenge of quantifying complex socioeconomic and health interdependencies.
- Emphasizes methodological transparency for replication and advancement.
Purpose of the Study:
- To quantify the bidirectional effects between poverty and health indicators over time.
- To analyze the influence of socioeconomic factors on health outcomes and vice versa.
- To provide a robust methodological framework for similar research.
Main Methods:
- Adapted a stakeholder-developed causal loop diagram.
- Employed longitudinal structural equation modeling with a cross-lagged panel design (2015-2019).
- Estimated Granger-causal effects, including direct and total effects over multiple years, with sensitivity analyses.
Main Results:
- Income and financial wealth exhibit weak direct effects on overall population health.
- Effects of income and wealth on health are more pronounced for lower-income and lower-wealth individuals.
- Physical capability demonstrates substantial positive effects on income and financial wealth.
Conclusions:
- Socioeconomic status has a limited impact on the general population's health in the Netherlands.
- Individuals near the poverty threshold may experience stronger effects of socioeconomic status on health.
- Enhancing physical capability is a promising strategy for improving income and financial wealth, with potential indirect health benefits.
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