在基于概率的在线小组中,过去的调查负担和对新调查的响应概率之间的关系

IF 0.5 4区 数学 Q4 SOCIAL SCIENCES, MATHEMATICAL METHODS
Haomiao Jin, A. Kapteyn
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引用次数: 0

摘要

摘要我们在一个基于概率的互联网小组中进行了一项具体分析,以检验调查负担对新调查的响应概率的影响,调查负担以最近一次问卷的长度或新调查前一年的调查邀请次数(调查频率)来衡量。以问卷长度和调查频率为解释变量,采用隐马尔可夫链对个体反应过程进行建模。使用基于蒙特卡洛的方法获得个体估计值,然后合并得出总体关系的估计值,并确定其回答更可能受到问卷长度或调查频率影响的特定亚组。结果表明,问卷长度与回答概率总体呈正相关,调查频率与回答概率无显著关系。进一步的分析表明,调查问卷越长,少数种族/族裔和内向参与者的回答率越低。频繁的调查更有可能与大家庭参与者的回复率下降有关。我们讨论了对小组管理的影响,并主张对那些回答概率可能受到更长问卷或频繁调查负面影响的小组进行有针对性的干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Relationship Between Past Survey Burden and Response Probability to a New Survey in a Probability-Based Online Panel
Abstract We conducted an idiographic analysis to examine the effect of survey burden, measured by the length of the most recent questionnaire, or number of survey invitations (survey frequency) in a one-year period preceding a new survey, on the response probability to a new survey in a probability-based Internet panel. The individual response process was modeled by a latent Markov chain with questionnaire length and survey frequency as explanatory variables. The individual estimates were obtained using a Monte Carlo based method and then pooled to derive estimates of the overall relationships and to identify specific subgroups whose responses were more likely to be impacted by questionnaire length or survey frequency. The results show an overall positive relationship between questionnaire length and response probability, and no significant relationship between survey frequency and response probability. Further analysis showed that longer questionnaires were more likely to be associated with decreased response rates among racial/ethnic minorities and introverted participants. Frequent surveys were more likely to be associated with decreased response rates among participants with a large household. We discuss the implications for panel management and advocate targeted interventions for the small subgroups whose response probability may be negatively impacted by longer questionnaires or frequent surveys.
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来源期刊
Journal of Official Statistics
Journal of Official Statistics STATISTICS & PROBABILITY-
CiteScore
1.90
自引率
9.10%
发文量
39
审稿时长
>12 weeks
期刊介绍: JOS is an international quarterly published by Statistics Sweden. We publish research articles in the area of survey and statistical methodology and policy matters facing national statistical offices and other producers of statistics. The intended readers are researchers or practicians at statistical agencies or in universities and private organizations dealing with problems which concern aspects of production of official statistics.
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