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Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China
by
Wang, Ennan
, Lin, Yisha
, Xi, Xiaoyu
, Zhu, Minglai
in
Adult
/ Air pollution
/ Air Pollution - adverse effects
/ Air pollution effects
/ Analysis
/ China
/ Chronic illnesses
/ Cost analysis
/ Costs
/ Data analysis
/ Demographic aspects
/ Economic aspects
/ Economic growth
/ Employees
/ Environmental aspects
/ Equality and Human Rights
/ Expenditures
/ Female
/ Health aspects
/ Health Care Costs - statistics & numerical data
/ Health care disparities
/ Health care expenditures
/ Health care policy
/ Health disparities
/ Health equity
/ Health Expenditures - statistics & numerical data
/ Health insurance
/ Health Policy
/ Health Promotion and Disease Prevention
/ Health Services Research
/ Healthcare Disparities - economics
/ Heterogeneity
/ Household income
/ Humans
/ Income
/ Income inequality
/ Inflation
/ Insurance
/ Insurance, Health - economics
/ Labor force
/ Low income groups
/ Low income housing
/ Male
/ Medical care, Cost of
/ Medical personnel
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Multilevel medical insurance systems
/ Particulate matter
/ Particulate Matter - adverse effects
/ Personal expenditure
/ Physicians
/ Poverty - statistics & numerical data
/ Public Health
/ Residents
/ Social aspects
/ Social Justice
/ Social Policy
/ Socioeconomic Factors
/ Socioeconomic status
/ Socioeconomics
/ Surveys
2024
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Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China
by
Wang, Ennan
, Lin, Yisha
, Xi, Xiaoyu
, Zhu, Minglai
in
Adult
/ Air pollution
/ Air Pollution - adverse effects
/ Air pollution effects
/ Analysis
/ China
/ Chronic illnesses
/ Cost analysis
/ Costs
/ Data analysis
/ Demographic aspects
/ Economic aspects
/ Economic growth
/ Employees
/ Environmental aspects
/ Equality and Human Rights
/ Expenditures
/ Female
/ Health aspects
/ Health Care Costs - statistics & numerical data
/ Health care disparities
/ Health care expenditures
/ Health care policy
/ Health disparities
/ Health equity
/ Health Expenditures - statistics & numerical data
/ Health insurance
/ Health Policy
/ Health Promotion and Disease Prevention
/ Health Services Research
/ Healthcare Disparities - economics
/ Heterogeneity
/ Household income
/ Humans
/ Income
/ Income inequality
/ Inflation
/ Insurance
/ Insurance, Health - economics
/ Labor force
/ Low income groups
/ Low income housing
/ Male
/ Medical care, Cost of
/ Medical personnel
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Multilevel medical insurance systems
/ Particulate matter
/ Particulate Matter - adverse effects
/ Personal expenditure
/ Physicians
/ Poverty - statistics & numerical data
/ Public Health
/ Residents
/ Social aspects
/ Social Justice
/ Social Policy
/ Socioeconomic Factors
/ Socioeconomic status
/ Socioeconomics
/ Surveys
2024
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Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China
by
Wang, Ennan
, Lin, Yisha
, Xi, Xiaoyu
, Zhu, Minglai
in
Adult
/ Air pollution
/ Air Pollution - adverse effects
/ Air pollution effects
/ Analysis
/ China
/ Chronic illnesses
/ Cost analysis
/ Costs
/ Data analysis
/ Demographic aspects
/ Economic aspects
/ Economic growth
/ Employees
/ Environmental aspects
/ Equality and Human Rights
/ Expenditures
/ Female
/ Health aspects
/ Health Care Costs - statistics & numerical data
/ Health care disparities
/ Health care expenditures
/ Health care policy
/ Health disparities
/ Health equity
/ Health Expenditures - statistics & numerical data
/ Health insurance
/ Health Policy
/ Health Promotion and Disease Prevention
/ Health Services Research
/ Healthcare Disparities - economics
/ Heterogeneity
/ Household income
/ Humans
/ Income
/ Income inequality
/ Inflation
/ Insurance
/ Insurance, Health - economics
/ Labor force
/ Low income groups
/ Low income housing
/ Male
/ Medical care, Cost of
/ Medical personnel
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Multilevel medical insurance systems
/ Particulate matter
/ Particulate Matter - adverse effects
/ Personal expenditure
/ Physicians
/ Poverty - statistics & numerical data
/ Public Health
/ Residents
/ Social aspects
/ Social Justice
/ Social Policy
/ Socioeconomic Factors
/ Socioeconomic status
/ Socioeconomics
/ Surveys
2024
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Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China
Journal Article
Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China
2024
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Overview
Background
Air pollution affects residents’ health to varying extents according to differences in socioeconomic status. However, there has been a lack of research on whether air pollution contributes to unfair health costs.
Methods
In this research, data from the China Labour Force Dynamics Survey are matched with data on PM2.5 average concentration and precipitation, and the influence of air pollution on the health expenditures of residents is analysed with econometric methods involving a two-part model, instrument variables and moderating effects.
Results
The findings reveal that air pollution significantly impacts Chinese residents’ health costs and leads to low-income people face health inequality. Specifcally, the empirical evidence shows that air pollution has no significant influence on the probability of residents’ health costs (
β
= 0.021,
p
= 0.770) but that it increases the amount of residents’ total outpatient costs (
β
= 0.379,
p
< 0.006), reimbursed outpatient cost (
β
= 0.453,
p
< 0.044) and out-of-pocket outpatient cost (
β
= 0.362,
p
< 0.048). The heterogeneity analysis of income indicates that low-income people face inequality due to health cost inflation caused by air pollution, their total and out-of-pocket outpatient cost significantly increase with PM2.5 (
β
= 0.417,
p
= 0.013;
β
= 0.491,
p
= 0.020). Further analysis reveals that social basic medical insurance does not have a remarkable positive moderating effect on the influence of air pollution on individual health inflation (
β
= 0.021,
p
= 0.292), but supplementary medical insurance for employees could reduce the effect of air pollution on low-income residents’ reimbursed and out-of-pocket outpatient cost (
β
=-1.331,
p
= 0.096;
β
=-2.211,
p
= 0.014).
Conclusion
The study concludes that air pollution increases the amount of Chinese residents’ outpatient cost and has no significant effect on the incidence of outpatient cost. However, air pollution has more significant impact on the low-income residents than the high-income residents, which indicates that air pollution leads to the inequity of medical cost. Additionally, the supplementary medical insurance reduces the inequity of medical cost caused by air pollution for the low-income employees.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
/ Air Pollution - adverse effects
/ Analysis
/ China
/ Costs
/ Female
/ Health Care Costs - statistics & numerical data
/ Health Expenditures - statistics & numerical data
/ Health Promotion and Disease Prevention
/ Healthcare Disparities - economics
/ Humans
/ Income
/ Insurance, Health - economics
/ Male
/ Medicine
/ Multilevel medical insurance systems
/ Particulate Matter - adverse effects
/ Poverty - statistics & numerical data
/ Surveys
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