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Does Specification Matter? Experiments with Simple Multiregional Probabilistic Population Projections

机译:规格还有吗?简单的多体概率群体预测实验

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摘要

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: a total growth rate model, a component model with net migration, a component model with in-migration and outmigration 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 (additional specification decisions once again come into play). 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 end 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,我们将重点放在针对所采用的模型规范做出决策的重要性上。我们比较了与四个简单的区域人口预测模型相关的预测和预测间隔:总增长率模型,具有净迁移的构成模型,具有内向和向外迁移率的构成模型以及具有特定于目的地的外向型的多区域模型。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(再次确定其他规格)参加进来)。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。本文最后以讨论我们的结果以及未来研究的可能方向作为结尾

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