检查相关调查和行政数据的质量和人口代表性:使用相关1958年国家儿童发展研究和医院情节统计数据的指导和说明
Richard J Silverwood1, Nasir Rajah1, Lisa Calderwood1
1Centre for Longitudinal Studies, UCL Social Research Institute, 20 Bedford Way, London WC1H 0AL.
International journal of population data science
|March 1, 2024
概括
评估相关的调查和行政数据质量对于可靠的研究至关重要. 本研究提出了可概括的方法来评估链接质量和代表性,即使用户与链接过程分开.
科学领域:
- 数据科学数据科学数据科学
- 流行病学 流行病学
- 社会统计 社会统计
背景情况:
- 越来越多地使用相关的调查和行政数据,需要强有力的质量评估.
- 在英国普遍存在的保护隐私的链接过程限制了传统的评估方法.
- 评估数据链接质量对于研究结果的可靠性至关重要.
研究的目的:
- 描述用于评估链接数据质量和代表性的可概括方法.
- 为不参与数据链接过程的用户提供可处理的方法.
- 为应对纵向调查数据链接所面临的具体挑战.
主要方法:
- 开发了评估连接率,响应/同意/连接成功,连接质量和人口代表性的方法.
- 使用1958年国家儿童发展研究 (NCDS) 与医院情节统计数据 (HES) 相关的插图方法.
- 专注于可通用的技术,即使与分离的链接和分析流程也适用.
主要成果:
- 发现NCDS和HES数据之间的链接质量很高.
- 链接的NCDS-HES样本显示出了很好的人口代表性.
- 说明性分析证实了拟议的评估方法的实用性.
结论:
- 鼓励数据提供商和用户进行和发布全面的链接评估.
- 预计使用链接NCDS-HES数据的研究将提高质量和透明度.
- 提出的方法提高了链接数据资源的评估.
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