Comment: Summarizing income mobility with multiple smooth quantiles instead of parameterized means.

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2020-08-01 Epub Date: 2020-07-21 DOI:10.1177/0081175020931126
Ian Lundberg, Brandon M Stewart
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Abstract

Studies of economic mobility summarize the distribution of offspring incomes for each level of parent income. Mitnik and Grusky (2020) highlight that the conventional intergenerational elasticity (IGE) targets the geometric mean and propose a parametric strategy for estimating the arithmetic mean. We decompose the IGE and their proposal into two choices: (1) the summary statistic for the conditional distribution and (2) the functional form. These choices lead us to a different strategy-visualizing several quantiles of the offspring income distribution as smooth functions of parent income. Our proposal solves the problems Mitnik and Grusky highlight with geometric means, avoids the sensitivity of arithmetic means to top incomes, and provides more information than is possible with any single number. Our proposal has broader implications: the default summary (the mean) used in many regressions is sensitive to the tail of the distribution in ways that may be substantively undesirable.

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评论:用多个平滑量化值而不是参数化平均值来总结收入流动性。
对经济流动性的研究总结了父母每一级收入的后代收入分布情况。Mitnik 和 Grusky(2020 年)强调,传统的代际弹性(IGE)以几何平均数为目标,并提出了估算算术平均数的参数策略。我们将 IGE 和他们的建议分解为两个选择:(1) 条件分布的汇总统计量和 (2) 函数形式。这些选择使我们采取了不同的策略--将子代收入分布的几个量化值视为父母收入的平滑函数。我们的建议解决了米特尼克(Mitnik)和格鲁斯基(Grusky)强调的几何平均数的问题,避免了算术平均数对最高收入的敏感性,并提供了比任何单一数字更多的信息。我们的建议具有更广泛的意义:许多回归中使用的默认摘要(平均值)对分布尾部很敏感,这在实质上可能是不可取的。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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