网格问题中响应概率与数据质量的关系

IF 0.9 2区 社会学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS
Tobias Gummer, Ruben L. Bach, Jessica Daikeler, S. Eckman
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引用次数: 0

摘要

响应概率用于自适应和响应性调查设计,以指导数据收集工作,通常目标是使样本组成多样化。然而,如果响应概率也与测量误差相关,这种方法可能会在调查数据中引入偏差。本文分析了网格问题中响应概率与数据质量之间的关系。利用基于概率的GESIS面板的数据,我们发现低倾向案例比高倾向案例更频繁地产生项目无反应和无区分答案。然而,这种影响只在长期受访者中观察到,而不是在最近加入的受访者中。我们提醒,使用自适应或反应性技术可能会增加测量误差,同时降低无反应偏倚的风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Relationship Between Response Probabilities and Data Quality in Grid Questions
Response probabilities are used in adaptive and responsive survey designs to guide data collection efforts, often with the goal of diversifying the sample composition. However, if response probabilities are also correlated with measurement error, this approach could introduce bias into survey data. This study analyzes the relationship between response probabilities and data quality in grid questions. Drawing on data from the probability-based GESIS panel, we found low propensity cases to more frequently produce item nonresponse and nondifferentiated answers than high propensity cases. However, this effect was observed only among long-time respondents, not among those who joined more recently. We caution that using adaptive or responsive techniques may increase measurement error while reducing the risk of nonresponse bias.
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来源期刊
Survey Research Methods
Survey Research Methods SOCIAL SCIENCES, MATHEMATICAL METHODS-
CiteScore
7.50
自引率
4.20%
发文量
0
审稿时长
52 weeks
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