Frontiers in Public Health · 2021 · 25 citations · 22 references
Public AffairsHealth PolicyInsuranceHealth InsurancePoverty PolicyPublic Health PolicyHealth Insurance Plan TypesHealth Insurance SystemsInsurance CoverageInsurance PolicyPovertySocioeconomic Determinants Of HealthHousehold Income DistributionInsurance Coverage ExpansionLow-income Household VulnerabilityPoverty Alleviation PolicyPoverty Reduction ImpactVicious Cycles
Disease is the primary cause of poverty in China. Health insurance is an essential mechanism for managing health risks and addressing the risk of financial loss. Using data from the China Family Panel Studies (CFPS) waves from 2010 to 2016, this study develops a random forest method to assess households' vulnerability to poverty and then examines the impact of major illness insurance on vulnerability to poverty by focusing on the rollout period of a major illness insurance scheme. The research also examines the impact of increased major illness insurance coverage on poverty reduction by focusing on the change from low- to high-coverage health insurance. The findings indicate that major illness insurance and improvements in the degree of coverage significantly reduce vulnerability to poverty. In addition, major illness insurance is found to alleviate the vicious cycle of poverty and disease through the mechanism of increasing household income, and its effect has strengthened over time. Compared to other poverty reduction policies, major illness insurance has a greater influence on poverty alleviation.
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Poverty: An Ordinal Approach to Measurement
Amartya Sen · Econometrica · 1976 · 3K citations
The Oregon Health Insurance Experiment: Evidence from the First Year*
Amy Finkelstein, Sarah Taubman, Bill Wright et al. · The Quarterly Journal of Economics · 2012 · 1.7K citations · Full text
Conceptualizing Chronic Poverty
David Hulme, Andrew Shepherd · World Development · 2003 · 827 citations
Human Decisions and Machine Predictions
Jon Kleinberg, Himabindu Lakkaraju, Jure Leskovec et al. · The Quarterly Journal of Economics · 2017 · 760 citations · Full text
Computing, Criminology, Data Science +14