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来源类型Working Paper
规范类型报告
DOI10.3386/w29993
来源IDWorking Paper 29993
Demand Analysis under Latent Choice Constraints
Nikhil Agarwal; Paulo J. Somaini
发表日期2022-05-02
出版年2022
语种英语
摘要Consumer choices are constrained in many markets due to either supply-side rationing or information frictions. Examples include matching markets for schools and colleges; entry-level labor markets; limited brand awareness and inattention in consumer markets; and selective admissions to healthcare services. Accounting for these choice constraints is essential for estimating consumer demand. We use a general random utility model for consumer preferences that allows for endogenous characteristics and a reduced-form choice-set formation rule that can be derived from models of the examples described above. The choice-sets can be arbitrarily correlated with preferences. We study non-parametric identification of this model, propose an estimator, and apply these methods to study admissions in the market for kidney dialysis in California. Our results establish identification of the model using two sets of instruments, one that only affects consumer preferences and the other that only affects choice sets. Moreover, these instruments are necessary for identification. We find that dialysis facilities are less likely to admit new patients when they have higher than normal caseload and that patients are more likely to travel further when nearby facilities have high caseloads. Finally, we estimate consumers' preferences and facilities' rationing rules using a Gibbs sampler.
主题Econometrics ; Estimation Methods ; Health, Education, and Welfare ; Health ; Industrial Organization
URLhttps://www.nber.org/papers/w29993
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/587666
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Nikhil Agarwal,Paulo J. Somaini. Demand Analysis under Latent Choice Constraints. 2022.
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