Bayesian Inference for Parametric Growth Incidence Curves
Edwin Fourrier-Nicolaï and
Michel Lubrano
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Abstract:
The growth incidence curve of Ravallion and Chen (2003) is based on the quantile function. Its distribution-free estimator behaves erratically with usual sample sizes leading to problems in the tails. The authors propose a series of parametric models in a Bayesian framework. A first solution consists in modeling the underlying income distribution using simple densities for which the quantile function has a closed analytical form. This solution is extended by considering a mixture model for the underlying income distribution. However, in this case, the quantile function is semi-explicit and has to be evaluated numerically. The last solution consists in adjusting directly a functional form for the Lorenz curve and deriving its first-order derivative to find the corresponding quantile function. The authors compare these models by Monte Carlo simulations and using UK data from the Family Expenditure Survey. The authors devote a particular attention to the analysis of subgroups.
Keywords: Bayesian Inference; Growth incidence curve; Distributional changes; Inequality; Mixtures of log-normals; Lorenz curves (search for similar items in EconPapers)
Date: 2021-12-02
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Citations: View citations in EconPapers (2)
Published in Sanghamitra Bandyopadhyay. Research on Economic Inequality: Poverty, Inequality and Shocks, 29, Emerald Publishing Limited, pp.31-55, 2021, Research on Economic Inequality, 978-1-80071-558-5 / 978-1-80071-557-8. ⟨10.1108/S1049-258520210000029003⟩
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Related works:
Chapter: Bayesian Inference for Parametric Growth Incidence Curves (2021) 
Working Paper: Bayesian Inference for Parametric Growth Incidence Curves (2021) 
Working Paper: Bayesian Inference for Parametric Growth Incidence Curves (2021) 
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Persistent link: https://EconPapers.repec.org/RePEc:hal:journl:hal-03541743
DOI: 10.1108/S1049-258520210000029003
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