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Forecasting Mortality Trends Allowing for Cause-of-Death Mortality Dependence

Forecasting Mortality Trends Allowing for Cause-of-Death Mortality Dependence
Author: Severine Arnold (-Gaille)
Publisher:
Total Pages: 16
Release: 2013
Genre:
ISBN:

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Longevity risk is amongst the most important factors to consider for pricing and risk management of longevity products. Past improvements in mortality over many years, and the uncertainty of these improvements, have attracted the attention of experts, both practitioners and academics. Since aggregate mortality rates reflect underlying trends in causes of death, insurers and demographers are increasingly considering cause-of-death data to better understand risks in their mortality assumptions. The relative importance of causes of death has changed over many years. As one cause reduces, others increase or decrease. The dependence between mortality for different causes of death is important when projecting future mortality. However, for scenario analysis based on causes of death, the assumption usually made is that causes of death are independent. Recent models, in the form of Vector Error Correction Models (VECM), have been developed for multivariate dynamic systems and capture time dependency with common stochastic trends. These models include long-run stationary relations between the variables, and thus allow a better understanding of the nature of this dependence. This paper applies VECM to cause-of-death mortality rates in order to assess the dependence between these competing risks. We analyze the five main causes of death in Switzerland. Our analysis confirms the existence of a long-run stationary relationship between these five causes. This estimated relationship is then used to forecast mortality rates, which are shown to be an improvement over forecasts from more traditional ARIMA processes, that do not allow for cause-of-death dependencies.


Forecasting Mortality in Developed Countries

Forecasting Mortality in Developed Countries
Author: E. Tabeau
Publisher: Springer Science & Business Media
Total Pages: 320
Release: 2006-04-11
Genre: Social Science
ISBN: 0306475626

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Information on future mortality trends is essential for population forecasts, public health policy, actuarial studies, and many other purposes. Realising the importance of such needs, this volume contains contributions to the theory and practice of forecasting mortality in the relatively favourable circumstances in developed countries of Western Europe. In this context techniques from mathematical statistics and econometrics can provide useful descriptions of past mortality. The naive forecast obtained by extrapolating a fitted model may give as good a forecast as any but forecasting by extrapolation requires careful justification since it assumes the prolongation of historical conditions. On the other hand, whilst it is generally accepted that scientific and other advances will continue to impact on mortality, perhaps dramatically so, it is impossible to quantify more than the outline of future consequences with a strong degree of confidence. The decision to modify an extrapolation of a model fitted to historical data (or conversely choosing not to modify it) in order to obtain a forecast is therefore strongly influenced by subjective and judgmental elements, with the quality of the latter dependent on demographic, epidemiological and indeed perhaps more general considerations. The thread running through the book reflects therefore the necessity of integrating demographic, epidemiological, and statistical factors to obtain an improvement in the prediction of mortality.


Old and New Perspectives on Mortality Forecasting

Old and New Perspectives on Mortality Forecasting
Author: Tommy Bengtsson
Publisher: Springer
Total Pages: 349
Release: 2019-03-28
Genre: Social Science
ISBN: 3030050750

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This open access book describes methods of mortality forecasting and discusses possible improvements. It contains a selection of previously unpublished and published papers, which together provide a state-of-the-art overview of statistical approaches as well as behavioural and biological perspectives. The different parts of the book provide discussions of current practice, probabilistic forecasting, the linearity in the increase of life expectancy, causes of death, and the role of cohort factors. The key question in the book is whether it is possible to project future mortality accurately, and if so, what is the best approach. This makes the book a valuable read to demographers, pension planners, actuaries, and all those interested and/or working in modelling and forecasting mortality.


Modeling Long-Run Cause of Death Mortality Trends

Modeling Long-Run Cause of Death Mortality Trends
Author: Michael Sherris
Publisher:
Total Pages: 0
Release: 2011
Genre:
ISBN:

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This paper models relationships between trends in cause of death mortality rates for five main causes of death (circulatory system, cancer, respiratory system, external causes, infectious and parasitic diseases) across nine major countries (USA, Australia, Switzerland, Japan, Singapore, Italy, Norway, Sweden, UK). Trends and relationships between mortality rates for causes of death are important since these trends are hidden in aggregate data. Vector Error Correction Models (VECM) are used to model the common trends in causes of death by country. A VECM is a multivariate dynamic system allowing for long-run relationships between variables and common stochastic trends. The paper demonstrates that mortality rates by causes of death have common stochastic trends in many countries but these also differ across countries highlighting the potential for geographical diversification of mortality trends. The results confirm long-run relationships exist between the five main causes of death, indicating dependence between these competing risks. Cause of death analysis provides valuable information that can improve the estimation of aggregate mortality trends.


Demographic Forecasting

Demographic Forecasting
Author: Federico Girosi
Publisher: Princeton University Press
Total Pages: 294
Release: 2008-08-24
Genre: Social Science
ISBN: 9780691130958

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Demographic Forecasting introduces new statistical tools that can greatly improve forecasts of population death rates. Mortality forecasting is used in a wide variety of academic fields, and for policymaking in global health, social security and retirement planning, and other areas. Federico Girosi and Gary King provide an innovative framework for forecasting age-sex-country-cause-specific variables that makes it possible to incorporate more information than standard approaches. These new methods more generally make it possible to include different explanatory variables in a time-series regression for each cross section while still borrowing strength from one regression to improve the estimation of all. The authors show that many existing Bayesian models with explanatory variables use prior densities that incorrectly formalize prior knowledge, and they show how to avoid these problems. They also explain how to incorporate a great deal of demographic knowledge into models with many fewer adjustable parameters than classic Bayesian approaches, and develop models with Bayesian priors in the presence of partial prior ignorance. By showing how to include more information in statistical models, Demographic Forecasting carries broad statistical implications for social scientists, statisticians, demographers, public-health experts, policymakers, and industry analysts. Introduces methods to improve forecasts of mortality rates and similar variables Provides innovative tools for more effective statistical modeling Makes available free open-source software and replication data Includes full-color graphics, a complete glossary of symbols, a self-contained math refresher, and more


The Epidemiological Transition

The Epidemiological Transition
Author: National Research Council
Publisher: National Academies Press
Total Pages: 285
Release: 1993-02-01
Genre: Social Science
ISBN: 0309048397

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This book examines issues concerning how developing countries will have to prepare for demographic and epidemiologic change. Much of the current literature focuses on the prevalence of specific diseases and their economic consequences, but a need exists to consider the consequences of the epidemiological transition: the change in mortality patterns from infectious and parasitic diseases to chronic and degenerative ones. Among the topics covered are the association between the health of children and adults, the strong orientation of many international health organizations toward infant and child health, and how the public and private sectors will need to address and confront the large-scale shifts in disease and demographic characteristics of populations in developing countries.


Disease and Mortality in Sub-Saharan Africa

Disease and Mortality in Sub-Saharan Africa
Author: Dean T. Jamison
Publisher: World Bank Publications
Total Pages: 414
Release: 2006-01-01
Genre: Medical
ISBN: 0821363980

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Current data and trends in morbidity and mortality for the sub-Saharan Region as presented in this new edition reflect the heavy toll that HIV/AIDS has had on health indicators, leading to either a stalling or reversal of the gains made, not just for communicable disorders, but for cancers, as well as mental and neurological disorders.


Recreating Sustainable Retirement

Recreating Sustainable Retirement
Author: Olivia S. Mitchell
Publisher:
Total Pages: 337
Release: 2014
Genre: Business & Economics
ISBN: 0198719248

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The financial crisis and the ensuing Great Recession alerted those seeking to protect old-age security, about the extreme risks confronting the financial and political institutions comprising our retirement system. The workforce of today and tomorrow must count on longer lives and deferred retirement, while at the same time it is taking on increased responsibility for managing retirement risk. This volume explores new ways to think about, manage, and finance longevity risk, capital market risk, model risk, and regulatory risk. The book offers an in-depth analysis of the 'black swans' that threaten private and public pensions around the world such as capital market shocks, surprises to longevity, regulatory/political risk, and errors in modelling, will all have profound consequences for stakeholders ranging from pension plan participants, plan sponsors, policymakers, and those who seek to make retirement more resistant. This book analyzes such challenges to retirement sustainability, and it explores ways to better manage and finance them. Insights provided help build retirement systems capable of withstanding what the future will bring.