Estimation of Heterogenous Consumption and Income Parameters

P. Koval, A. Polbin
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Abstract

In modern economic literature, much attention is paid to estimates of the structural parameters of consumer choice and the process of income generation. Such estimations play an important role in determining the optimal insurance system, optimal monetary and fiscal policies, as well as in assessing the welfare of the population. In this paper, we estimate a set of parameters that determine the dynamics of household income and consumption in Russia. These parameters are heterogeneous at the household level; the paper uses the estimation method proposed in [Alan et al., 2018]. To estimate the parameters we use RLMS panel data for the period 2005–2019. The results indicate the presence of significant co-dependent heterogeneity of the parameters determining the dynamics of income and consumption. These results reflect the specifics of the consumer behavior of households in Russia. In particular, significant heterogeneity in the sensitivity of consumption to income shocks indicates a large variability of consumption insurance mechanisms available to households. In addition, there is significant heterogeneity in the dispersion of income shocks, which is critical in the context of the discussion of heterogeneous insurance instruments against income shocks (e.g., access to financial assets), as households with higher variation in unanticipated income change value these instruments more. This study is the first to estimate the full distribution of heterogeneous parameters of consumption and income dynamics using Russian data. Estimates of heterogeneous parameters are important for constructing theoretical models of consumer choice and analyzing optimal social policy. In particular, high values of the level of parameter heterogeneity indicate that standard models with a representative agent are not suitable for optimal policy choices.
异质性消费和收入参数的估算
在现代经济文献中,对消费者选择和创收过程的结构参数估计备受关注。这种估算在确定最佳保险制度、最佳货币和财政政策以及评估人口福利方面发挥着重要作用。在本文中,我们估算了一组决定俄罗斯家庭收入和消费动态的参数。这些参数在家庭层面具有异质性;本文采用了[Alan 等人,2018]中提出的估算方法。为了估算参数,我们使用了 2005-2019 年期间的 RLMS 面板数据。结果表明,决定收入和消费动态的参数存在显著的共同依赖异质性。这些结果反映了俄罗斯家庭消费行为的特殊性。特别是,消费对收入冲击的敏感性存在明显的异质性,这表明家庭可用的消费保险机制存在很大差异。此外,收入冲击的分散性也存在显著的异质性,这对于讨论针对收入冲击的异质性保险工具(如获得金融资产)至关重要,因为非预期收入变化较大的家庭更重视这些工具。本研究首次利用俄罗斯数据估算了消费和收入动态异质性参数的全部分布情况。异质性参数的估算对于构建消费者选择理论模型和分析最优社会政策非常重要。特别是,参数异质性水平的高值表明,具有代表性代理人的标准模型不适合最优政策选择。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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