与家庭角色相关的样本偏差

M. Hitczenko
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引用次数: 1

摘要

本文发展了一个两阶段的统计分析,以确定和评估与个人家庭角色相关的样本偏差的影响。对受访者在家庭财务中所扮演角色的问题的调查回答,以及抽样设计(一些家庭让所有成员都参加调查),能够估计每个人在家庭责任中所占份额的分布。该方法适用于2017年消费者支付选择调查。调查对象之间的责任分担分布表明,抽样程序倾向于责任水平较高的家庭成员。一项自举分析显示,不考虑这种类型的样本失实陈述的每月支付工具使用的人口均值估计可能对经常用于家庭购买的工具有偏见。对于支票和电子支付,我们的分析表明,未经调整的估计很可能将真实价值夸大了10 - 20%。
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Sample Bias Related to Household Role
This article develops a two-stage statistical analysis to identify and assess the effect of a sample bias associated with an individual’s household role. Survey responses to questions about the respondent’s role in household finances and a sampling design in which some households have all members take the survey enable the estimation of distributions for each individual’s share of household responsibility. The methodology is applied to the 2017 Survey of Consumer Payment Choice. The distribution of responsibility shares among survey respondents suggests that the sampling procedure favors household members with higher levels of responsibility. A bootstrap analysis reveals that population mean estimates of monthly payment instrument use that do not account for this type of sample misrepresentation are likely biased for instruments often used to make household purchases. For checks and electronic payments, our analysis suggests that it is likely that unadjusted estimates overstate true values by 10–20 percent.
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