在基于概率的在线小组中,过去的调查负担与响应概率之间的关系
1Center for Economic and Social Research, University of Southern California, 635 Downey Way VPD, Los Angeles, 90089 California, U.S.A.
概括
较长的调查总体上增加了响应的概率, 在本研究中,调查频率没有显著影响反应率.
科学领域:
- 调查方法
- 社会科学
- 数据分析
背景情况:
- 调查负担,包括问卷的长度和频率,可能会影响参与者的回答率.
- 了解这些影响对于在基于概率的互联网面板中保持高质量的数据至关重要.
研究的目的:
- 检查调查负担 (问卷长度和调查频率) 如何影响互联网小组的响应概率.
- 确定受调查负担影响不成比例的特定子组.
主要方法:
- 使用潜伏马尔科夫链模型进行表象分析.
- 蒙特卡洛方法来估计个别反应的概率.
- 汇集个人估计,分析整体关系和子组影响.
主要成果:
- 在问卷长度和答案概率之间发现了积极的关系.
- 调查频率和反应概率之间没有显著的关系.
- 较长的问卷减少了种族/民族少数群体和内向参与者的回答率.
- 频繁的调查显示,大户参与者的回答率有所下降.
结论:
- 调查问卷的长度是影响答案概率的一个关键因素,特别是对于特定的人口和心理群体.
- 专家组管理策略应考虑针对弱势子组的针对性干预措施,以减轻调查负担的负面影响.
- 进一步的研究可能会探讨调查频率对不同人群的细微影响.
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