Cross-Country Heterogeneity and Endogeneity Bias in Life Satisfaction Estimations - Macro- and Micro-Level Evidence for Advanced, Developing and Transition Countries

Astrid Krenz
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引用次数: 10

Abstract

The past literature found evidence for the presence of endogeneity issues due to individuals' heterogeneity and omitted time-varying variables in the relationship between income and life satisfaction on the micro-level for the UK (Powdthavee (2010)). The aim of the present contribution is to put these results in a broader context and to investigate the role of cross-country heterogeneity and income endogeneity in estimations on life satisfaction for sub-samples of advanced, developing and transition countries. The paper is innovative in merging this methodology with a multi-country setting, particularly considering transition and developing countries. Instrumenting for income, we find that cross-country heterogeneity is associated with a significantly lower estimate for the income effect, whereas controlling for endogeneity bias delivers significantly higher estimates. This points to a negative bias in the OLS estimate, and thus approves previous literature's findings. Capturing endogeneity appears to be essential in studies on life satisfaction. The negative bias apparently is highest for the sub-sample of transition countries and lowest for advanced countries. Most of the macro- and micro-level impacts are in line with the previous literature.
生活满意度评估中的跨国异质性和内生性偏差——发达国家、发展中国家和转型国家的宏观和微观证据
过去的文献发现了由于个体异质性而存在内生性问题的证据,并且在英国的微观层面上忽略了收入与生活满意度之间关系的时变变量(Powdthavee(2010))。本报告的目的是将这些结果放在更广泛的背景下,并调查跨国异质性和收入内生性在估计发达国家、发展中国家和转型国家分样本的生活满意度方面的作用。本文的创新之处在于将这种方法与多国背景相结合,特别是考虑到转型国家和发展中国家。通过对收入的分析,我们发现,跨国异质性与收入效应的估计值显著降低有关,而控制内生性偏差则与收入效应的估计值显著提高有关。这表明OLS估计存在负偏倚,从而证实了先前文献的发现。在生活满意度的研究中,捕捉内生性似乎是必不可少的。显然,负偏倚在转型国家的子样本中最高,在发达国家中最低。大部分宏观和微观层面的影响与以往文献一致。
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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