Migration Status Gradients in Immigrant Poverty: A Comparison of Imputation Methods

IF 6.5 2区 社会学 Q1 SOCIAL SCIENCES, MATHEMATICAL METHODS
Cody Spence, James D. Bachmeier, Claire E. Altman, Jennifer Van Hook, Kendal Lowrey
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Abstract

Research on the stratifying effects of migration status has increased sharply in the last two decades, although efforts have been hampered by the near absence of representative data that include detailed migration status measures. Researchers have developed various statistical and logical imputation methods that have produced widely varying estimates. In this article, we introduce a new indicator of migration status constructed from two federal surveys matched to the Social Security Administration's Numident file, a database that includes all citizens and legal residents of the United States. In models predicting poverty, our measure produces estimates comparable to those based on respondents’ own self-reports, in one federal survey, of their migration status. Both the administrative and survey-based measures produce poverty gradients that diverge from those produced by logic-based measures. Our findings contribute to mounting evidence of bias in the use of certain kinds of logic-based algorithms to impute migration status and demonstrate the promise of administrative record linkages in migration status research.
移民贫困的移民身份梯度:一种估算方法的比较
在过去二十年中,关于移徙地位的分层影响的研究急剧增加,尽管由于几乎缺乏包括详细移徙地位措施的代表性数据,研究工作受到阻碍。研究人员开发了各种统计和逻辑推算方法,产生了差异很大的估计。在本文中,我们介绍了一个新的移民状态指标,该指标是根据与社会保障管理局的Numident文件相匹配的两项联邦调查构建的,Numident文件是一个包含美国所有公民和合法居民的数据库。在预测贫困的模型中,我们的方法得出的估计值与一项联邦调查中基于受访者自我报告的移民状况的估计值相当。行政措施和基于调查的措施产生的贫困梯度与基于逻辑的措施产生的梯度不同。我们的研究结果有助于提供越来越多的证据,证明在使用某些基于逻辑的算法来推断迁移状态时存在偏见,并展示了迁移状态研究中行政记录联系的前景。
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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来源期刊
CiteScore
16.30
自引率
3.20%
发文量
40
期刊介绍: Sociological Methods & Research is a quarterly journal devoted to sociology as a cumulative empirical science. The objectives of SMR are multiple, but emphasis is placed on articles that advance the understanding of the field through systematic presentations that clarify methodological problems and assist in ordering the known facts in an area. Review articles will be published, particularly those that emphasize a critical analysis of the status of the arts, but original presentations that are broadly based and provide new research will also be published. Intrinsically, SMR is viewed as substantive journal but one that is highly focused on the assessment of the scientific status of sociology. The scope is broad and flexible, and authors are invited to correspond with the editors about the appropriateness of their articles.
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