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2020年美国人口普查的差分隐私方法给农村和非白人人口带来了不成比例的差异。

The 2020 US Census Differential Privacy Method Introduces Disproportionate Discrepancies for Rural and Non-White Populations.

作者信息

Mueller J Tom, Santos-Lozada Alexis R

机构信息

Department of Geography and Environmental Sustainability, University of Oklahoma, Norman OK, 73069.

Human Development and Family Studies, The Pennsylvania State University, University Park, 16802.

出版信息

Popul Res Policy Rev. 2022 Aug;41(4):1417-1430. doi: 10.1007/s11113-022-09698-3. Epub 2022 Jan 19.

Abstract

The recently finalized changes to the disclosure avoidance policies of the U.S. Census Bureau for the 2020 census, grounded in differential privacy, have faced increasing criticism from demographers and other social scientists. Scholars have found that estimates generated via Census-released test data are accurate for aggregate total population statistics of larger spatial units (e.g. counties), but introduce considerable discrepancies for estimates of subgroups. At present, the ramifications of this new approach remain unclear for rural populations. In this brief, we focus on rural populations and evaluate the ability of the finalized differential privacy algorithm to provide accurate population counts and growth rates from 2000 to 2010 across the rural-urban continuum for the total, non-Hispanic white, non-Hispanic Black, Hispanic or Latino/a, and non-Hispanic American Indian population. We find the method introduces significant discrepancies relative to the prior approach into counts and growth rate estimates at the county level for all groups except the total and non-Hispanic white population. Further, discrepancies increase dramatically as we move from urban to rural. Thus, the differential privacy method likely introduced significant discrepancies for rural and non-white populations into 2020 census tabulations.

摘要

美国人口普查局针对2020年人口普查的披露规避政策最近敲定的变更,基于差分隐私,受到了人口统计学家和其他社会科学家越来越多的批评。学者们发现,通过人口普查发布的测试数据生成的估计值对于较大空间单位(如县)的总人口统计是准确的,但在亚组估计中会引入相当大的差异。目前,这种新方法对农村人口的影响尚不清楚。在本简报中,我们聚焦农村人口,并评估最终确定的差分隐私算法在2000年至2010年期间,针对农村-城市连续体中总人口、非西班牙裔白人、非西班牙裔黑人、西班牙裔或拉丁裔以及非西班牙裔美洲印第安人口,提供准确人口计数和增长率的能力。我们发现,对于除总人口和非西班牙裔白人人口之外的所有群体,该方法在县级计数和增长率估计中相对于先前方法引入了显著差异。此外,随着我们从城市向农村转移,差异急剧增加。因此,差分隐私方法可能在2020年人口普查表格中给农村和非白人人口带来了显著差异。

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