Addressing care-seeking as well as insurance-seeking selection biases in estimating the impact of health insurance on out-of-pocket expenditure.
Health Insurance (HI) programmes in low-income countries aim to reduce the burden of out-of-pocket (OOP) health care expenditure. However, if the decisions to purchase insurance and to seek care when ill are correlated with the expected health care expenditure, the use of naïve regression models may produce biased estimates of the impact of insurance membership on OOP expenditure. Whilst many studies in the literature have accounted for the endogeneity of the insurance decision, the potential selection bias due to the care-seeking decision has not been taken into account. We extend the Heckman selection model to account simultaneously for both care-seeking and insurance-seeking selection biases in the health care expenditure regression model. The proposed model is illustrated in the context of a Vietnamese HI programme using data from a household survey of 1,192 individuals conducted in 1999. Results were compared with those of alternative econometric models making no or partial allowance for selection bias. In this illustrative example, the impact of insurance membership on reducing OOP expenditures was underestimated by 21 percentage points when selection biases were not taken into account. We believe this is an important methodological contribution that will be relevant to future empirical work.
Department of Health Sciences, University of York, Heslington, York, UK. Electronic address: shehzad.ali@york.ac.uk.
Shehzad
S
Ali
Centre for Health Economics, University of York, Heslington, York, UK.
Richard
R
Cookson
Faculty of Business and Economics, University of Lausanne, Switzerland.
Mark
M
Dusheiko
D002755:Choice Behavior; D003695:Delivery of Health Care / Q000706:statistics & numerical data*; D006078:Government Programs / Q000706:statistics & numerical data; D005102:Health Expenditures / Q000592:standards*; D006801:Humans; D019458:Insurance Coverage / Q000191:economics* / Q000639:trends; D015273:Insurance Selection Bias; D017059:Models, Econometric; D010342:Patient Acceptance of Health Care; D012044:Regression Analysis; D015983:Selection Bias; D011795:Surveys and Questionnaires; D014744:Vietnam
Endogeneity; Health insurance; Heckman model; Low-income countries; Selection bias; Vietnam