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Does specification matter? Experiments with simple multiregional probabilistic population projections

机译:规格重要吗?简单的多区域概率人口预测实验

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Population projection models that introduce uncertainty are a growing subset of projection models in general. In this paper we focus on the importance of decisions made with regard to the model specifications adopted. We compare the forecasts and prediction intervals associated with four simple regional population projection models: an overall growth rate model, a component model with net migration, a component model with in-migration and out-migration rates, and a multiregional model with destination-specific out-migration rates. Vector autoregressive models are used to forecast future rates of growth, birth, death, net migration, in-migration and out-migration, and destination-specific out-migration for the North, Midlands, and South regions in England. They are also used to forecast different international migration measures. The base data represent a time series of annual data provided by the Office for National Statistics from 1976 to 2008. The results illustrate how both the forecasted subpopulation totals and the corresponding prediction intervals differ for the multiregional model in comparison to other simpler models, as well as for different assumptions about international migration. The paper ends with a discussion of our results and possible directions for future research.
机译:总体上,引入不确定性的人口预测模型是增长的子集。在本文中,我们重点关注针对所采用的模型规范做出决策的重要性。我们将与四个简单的区域人口预测模型相关的预测和预测间隔进行比较:总体增长率模型,具有净迁移的组件模型,具有内迁和外出率的组件模型以及具有特定目的地的多区域模型迁移率。向量自回归模型用于预测英格兰北部,中部和南部地区的未来增长率,出生,死亡,净迁移,内迁和外迁以及特定于目的地的外迁。它们还用于预测不同的国际移徙措施。基本数据代表了国家统计局从1976年到2008年提供的年度数据的时间序列。结果说明,与其他简单模型相比,多区域模型的预测亚人群总数和相应的预测间隔是如何不同的关于国际移民的不同假设。本文最后讨论了我们的结果以及未来研究的可能方向。

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