Temporal and Spatial Taylor's Law: Application to Japanese Subnational Mortality Rates

Author:

Yang Yang1,Shang Han Lin2,Cohen Joel E.34567

Affiliation:

1. Department of Econometrics and Business Statistics, Monash University , Melbourne , Victoria , Australia

2. Department of Actuarial Studies and Business Analytics, Macquarie University , Sydney , New South Wales , Australia

3. Laboratory of Populations, The Rockefeller University , New York , New York , USA

4. Earth Institute & Department of Statistics , , New York , New York , USA

5. Columbia University , , New York , New York , USA

6. Department of Statistics , , Chicago , Illinois , USA

7. University of Chicago , , Chicago , Illinois , USA

Abstract

Abstract Taylor's law is a widely observed empirical pattern that relates the variances to the means of population densities. We present four extensions of the classical Taylor's law (TL): (1) a cubic extension of the linear TL describes the mean–variance relationship of human mortality at subnational levels well; (2) in a time series, long-run variance measures not only variance but also autocovariance, and it is a more suitable measure than variance alone to capture temporal/spatial correlation; (3) an extension of the classical equally weighted spatial variance takes account of synchrony and proximity; (4) robust linear regression estimators of TL parameters reduce vulnerability to outliers. Applying the proposed methods to age-specific Japanese subnational death rates from 1975 to 2018, we study temporal and spatial variations, compare different coefficient estimators, and interpret the implications. We apply a clustering algorithm to the estimated TL coefficients and find that cluster memberships are strongly related to prefectural gross domestic product. The time series of spatial TL coefficients has a decreasing trend that confirms the narrowing gap between rural and urban mortality in Japan.

Publisher

Oxford University Press (OUP)

Subject

Statistics, Probability and Uncertainty,Economics and Econometrics,Social Sciences (miscellaneous),Statistics and Probability

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