将全国调查与综合校准相结合,以提高英国生活成本和食品调查的估计精度

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-03-08 DOI:10.1093/jssam/smad001
T. Merkouris, Paul A. Smith, A. Fallows
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引用次数: 1

摘要

英国的生活成本和食品(LCF)调查的样本量相对较小,但得出的估计值被广泛使用,特别是作为计算消费者价格指数权重的关键输入。最近有人呼吁使用更多的数据来源来改进LCF的估计。由于一些LCF变量与更大的劳动力调查(LFS)共享,我们使用复合校准来研究这些调查的数据,以提高LCF估计的精度。我们进行模型选择,以选择一组合适的公共变量进行组合校准,使用对重要LCF变量的国家和地区总数的估计方差的影响。常见变量的估计方差减小到其原始大小的5%左右。国家估计数的差异(跨越几个季度)在支出方面减少了约10%,在收入方面减少了25%;这些是LCF中最重要的变量。区域估计值的方差减少幅度更大,但在复合校准中使用区域一级的共同变量时,减少幅度大多很大。复合校准还使就业状况的LCF估计与LFS的输出几乎一致,这对统计数据的用户来说是一个重要的属性。本文还提出了一种新的方差估计替代方法,即利用组合标定产生的存储信息进行方差估计。
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Combining National Surveys with Composite Calibration to Improve the Precision of Estimates from the United Kingdom's Living Costs and Food Survey
The United Kingdom’s Living Costs and Food (LCF) Survey has a relatively small sample size but produces estimates which are widely used, notably as a key input to the calculation of weights for consumer price indices. There has been a recent call for the use of additional data sources to improve the estimates from the LCF. Since some LCF variables are shared with the much larger Labour Force Survey (LFS), we investigate combining data from these surveys using composite calibration to improve the precision of estimates from the LCF. We undertake model selection to choose a suitable set of common variables for the composite calibration using the effect on the estimated variances for national and regional totals of important LCF variables. The variances of estimates for common variables are reduced to around 5 percent of their original size. Variances of national estimates are reduced (across several quarters) by around 10 percent for expenditure and 25 percent for income; these are the variables of primary interest in the LCF. Reductions in the variances of regional estimates vary more but are mostly large when using common variables at the regional level in the composite calibration. The composite calibration also makes the LCF estimates for employment status almost consistent with the outputs of the LFS, which is an important property for users of the statistics. A novel alternative method for variance estimation, using stored information produced by the composite calibration, is also presented.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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