Estimating age-specific mortality using calibrated splines.

IF 2.5 2区 社会学 Q1 DEMOGRAPHY Population Studies-A Journal of Demography Pub Date : 2024-11-01 Epub Date: 2023-07-26 DOI:10.1080/00324728.2023.2228297
Sigurd Dyrting, Andrew Taylor
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Abstract

Demographers have developed a number of methods for expanding abridged mortality data into a complete schedule; however, these can be usefully applied only under certain conditions, and the presence or absence of one or more additional sources of incompleteness can degrade their relative accuracy, lead to implausible profiles, or even cause the methods to fail. We develop a new method for expanding an abridged schedule based on calibrated splines; this method is accurate and robust in the presence of errors in mortality rates, missing values, and truncation. We compare its performance with the performance of existing methods for expanding abridged data and find that it is superior to current methods at producing accurate and plausible complete schedules over a broad range of data-quality conditions. The method when applied is a valuable addition to existing tools for estimating mortality, especially for small nations, countries with incomplete vital statistics, and subnational populations.

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利用校准样条估计特定年龄死亡率。
人口学家已经开发了许多方法,用于将简略死亡率数据扩展为完整的时间表;然而,这些方法只有在特定条件下才能有效应用,存在或不存在一个或多个额外的不完整来源都会降低其相对准确性,导致难以置信的剖面,甚至导致方法失效。我们开发了一种基于校准样条的新方法来扩展简略时间表;这种方法在死亡率、缺失值和截断等误差的情况下都很准确和稳健。我们将该方法的性能与扩展节略数据的现有方法的性能进行了比较,发现该方法在广泛的数据质量条件下生成准确、可信的完整时间表方面优于现有方法。该方法的应用是对现有死亡率估算工具的重要补充,尤其是对小国、生命统计数据不完整的国家和国家以下人口而言。
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来源期刊
CiteScore
5.00
自引率
4.20%
发文量
30
期刊介绍: For over half a century, Population Studies has reported significant advances in methods of demographic analysis, conceptual and mathematical theories of demographic dynamics and behaviour, and the use of these theories and methods to extend scientific knowledge and to inform policy and practice. The Journal"s coverage of this field is comprehensive: applications in developed and developing countries; historical and contemporary studies; quantitative and qualitative studies; analytical essays and reviews. The subjects of papers range from classical concerns, such as the determinants and consequences of population change, to such topics as family demography and evolutionary and genetic influences on demographic behaviour.
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