G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/w18833
来源IDWorking Paper 18833
Estimating the Impact of Means-tested Subsidies under Treatment Externalities with Application to Anti-Malarial Bednets
Debopam Bhattacharya; Pascaline Dupas; Shin Kanaya
发表日期2013-02-21
出版年2013
语种英语
摘要Regular use of effective health-products such as insecticide-treated mosquito nets (ITN) by a household benefits its neighbors by (a) reducing chances of infection and (b) raising awareness about product-effectiveness, thereby increasing product-use. Due to their potential social benefits and high purchase price, causing free-riding and sub-optimal private procurement, such products may be subsidized in developing countries through means-testing. Owing to associated spillover effects, cost-benefit analysis of such subsidies requires modelling behavioral responses of both the subsidized household and its neighbors. Using experimental data from Kenya where subsidies were randomized, coupled with GPS-based location information, we show how to estimate aggregate ITN use resulting from means-tested subsidies in the presence of such spatial spillovers. Accounting for spillovers introduces infinite-dimensional estimated regressors corresponding to continuously distributed location coordinates and makes the inference problem novel. We show that even if individual ITN use unambiguously increases with increasing incidence of subsidy in the neighborhood, ignoring spillovers may over- or under-predict overall ITN use resulting from a specific targeting rule, depending on the resulting aggregate incidence of subsidy. Applying our method to the Kenyan data, we find that (i) individual ITN use rises with neighborhood subsidy-rates, (ii) under means-testing, predicted ITN use is a convex increasing function of the subsidy incidence and (iii) ignoring spillovers implies a nearly-linear increasing relationship leading to over-estimation of ITN use at lower and under-estimation at higher subsidy rates.
主题Econometrics ; Public Economics ; Taxation ; Public Goods ; National Fiscal Issues ; Health, Education, and Welfare ; Poverty and Wellbeing ; Development and Growth ; Development
URLhttps://www.nber.org/papers/w18833
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/576507
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Debopam Bhattacharya,Pascaline Dupas,Shin Kanaya. Estimating the Impact of Means-tested Subsidies under Treatment Externalities with Application to Anti-Malarial Bednets. 2013.
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