利用贝叶斯模型平均分析探索财政政策与收入不平等之间的关系

IF 4 3区 经济学 Q1 ECONOMICS Economic Change and Restructuring Pub Date : 2024-02-06 DOI:10.1007/s10644-024-09577-1
Hammed Oluwaseyi Musibau, Abdulrasheed Zakari, Farhad Taghizadeh-Hesary
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引用次数: 0

摘要

作者们采用了多种技术来解释不平等增长模型中的模型不确定性。然而,在不平等-增长文献中,BMA 技术是解决模型不确定性的最主要方法。本研究采用最新的 BMA 分析方法,利用面板数据研究了 2000 年至 2015 年期间 37 个经合组织国家的财政政策对收入不平等的作用。财政政策(以增加税收的方式)作为一种再分配工具或手段,将收入从高收入者转移到低收入者,被认为是促进收入平等的一种机制。据笔者所知,只有少数实证增长研究在其收入不平等模型设置中考虑了财政政策的影响。我们的研究使用新颖的 BMA 和 MCMC 回归作为一种稳健的方法,为有关财政政策与收入关系的极少数研究做出了贡献。我们关于财政政策对收入不平等作用的经验证据发现,经济增长、财政政策和城市人口这三个变量对收入不平等有显著影响。我们还发现,各国在条件上既不趋同也不发散,因为其系数的概率高达 100%。不出所料,财政政策系数与收入不平等呈显著负相关,表明在经合组织国家的 BMA 模型和贝叶斯模型中,财政政策平均显著减少了 22%的收入不平等(确定性为 100%)。
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Exploring the Fiscal policy—income inequality relationship with Bayesian model averaging analysis

The authors have employed several techniques to account for model uncertainty in the inequality-growth model. However, the BMA technique is the most prominent approach that solves model uncertainty in the inequality-growth literature. This study applied a recent BMA analysis using panel data to examine the role of fiscal policy on income inequality in 37 OECD countries from 2000 to 2015. Fiscal policy (in terms of tax revenue increase) serves as a redistributive tool or instrument to transfer income from higher income earners to lower earners and is considered a mechanism for income equality. To the best of the author’s knowledge, only a few empirical growth studies have considered fiscal policy impact in their income inequality model setup. Our work contributes to very little research on the fiscal policy–income nexus using a novel BMA and MCMC regression as a robust methodology. Our empirical evidence on the role of fiscal policy on income inequality has found three variables, namely, economic growth, fiscal policy, and urban population, to impact income inequality significantly. We also found that the countries are conditionally neither converging nor diverging because of the probability of their coefficient being high at 100%. As expected, the coefficient of fiscal policy has a significant negative relationship with income inequality, indicating that fiscal policy reduces income inequality significantly by an average of 22% (with 100% certainty) for both BMA and Bayes models in OECD countries.

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来源期刊
CiteScore
4.80
自引率
6.50%
发文量
78
期刊介绍: Economic Change and Restructuring has been accepted for SSCI and will get its first Impact Factor in 2020!Since the early 1990s fundamental changes in the world economy, under the auspices of increasing globalisation, have taken place On one hand, the disappearance of the centrally planned economies and the progressive formation of market-oriented economies, have brought about countless systematic changes, where new economic structures, institutions, competences and skills involve complex processes, changes which are still underway and which necessitate adaptation and restructuring to form competitive market economies. On the other hand, many developing economies are making great strides as regards economic reform and liberalisation, and are emerging as new global players. They show an innovative capacity to position themselves in the global economy and to compete with industrialised countries, which are generally believed to be witnessing the rapid erosion of their established positions. These developments are accompanied by the exacerbation of the world competition. Both processes involve transition and the emerging economies, in searching for a new role and scope for public policies and for a new balance between public and private partnership, seem to currently be converging, especially with respect to the policies needed to create appropriate and effective market institutions and integrated reform policies, and to increase the standards of the population''s education levels. Thus, liberalisation and development policies, in attempting to strike a difficult balance between social and environmental needs, must be integrated more coherently. This complexity calls for new analytical and empirical approaches that can explain these new phenomena, which often go beyond the over-simplified facts and conventional ''wisdom'' that emerged at the start of the transition in the early 1990s. Economic Change and Restructuring (formerly ''Economics of Planning''), by keeping abreast of developments affecting both transitional and emerging economies, is aimed to attract original empirical and policy analysis contributions that are focused on various issues, including macroeconomic analysis, fiscal issues, finance and banking, industrial and trade development, and regional and local development issues. The journal aspires to publish cutting edge research and to serve as a forum for economists and policymakers working in these fields.Officially cited as: Econ Change Restruct
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