Open Conference Systems, STATISTICS AND DATA SCIENCE: NEW CHALLENGES, NEW GENERATIONS

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Accounting for measurement error in small area models: a study on generosity
Silvia Polettini, Serena Arima

Last modified: 2017-05-24

Abstract


In this paper we focus on a recently documented effect of economic inequality, namely that higher income individuals tend to be less generous than poorer individuals, but only in contexts where macro-level economic inequality is high, or is perceived as high. We consider data from the Measuring Morality study, a nationally representative survey of United States residents, that contains a validated behavioural measure of generosity (the dictator game) along with the household income of respondents.

We fit a small area model to this data with the aim of investigating the role of economic inequality on generosity in the US.

We observe that model covariates (reported income and Gini index) are subject to measurement error and investigate the effect of introducing the measurement error in this model.