Longevity Risk Modeling with the Consumer Price Index
Qingxiao Ma and
Tim J. Boonen
North American Actuarial Journal, 2024, vol. 28, issue 3, 593-610
Abstract:
Economic growth has been shown to be an important factor that explains changes in mortality probabilities. Economic growth is commonly measured via the gross national product per capita (GDP), but this article argues that the Consumer Price Index (CPI) is a more natural factor to explain mortality dynamics. It is the CPI that approximates the affordability of health care, food and housing. We augment the well-known Lee-Carter model with the observable CPI factor and test this model using data from the United States, Canada, Australia, and France. We show that the in-sample model fit of our proposed model improves compared with the Lee-Carter model (either augmented with the gross national product factor or not). We also show that the out-of-sample forecasting performance of our proposed model, as measured by the mean squared forecast error, is a considerable improvement. Also, the Lee-Carter model augmented with both the gross national product and CPI factors performs even better in sample and out of sample.
Date: 2024
References: Add references at CitEc
Citations:
Downloads: (external link)
http://hdl.handle.net/10.1080/10920277.2023.2242910 (text/html)
Access to full text is restricted to subscribers.
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:taf:uaajxx:v:28:y:2024:i:3:p:593-610
Ordering information: This journal article can be ordered from
http://www.tandfonline.com/pricing/journal/uaaj20
DOI: 10.1080/10920277.2023.2242910
Access Statistics for this article
North American Actuarial Journal is currently edited by Kathryn Baker
More articles in North American Actuarial Journal from Taylor & Francis Journals
Bibliographic data for series maintained by Chris Longhurst ().