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The Unpredictability of Individual-Level Longevity

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  • Breen, Casey
  • Seltzer, Nathan

    (University of California, Berkeley)

Abstract

How accurately can age of death be predicted using basic sociodemographic characteristics? We test this question using a large-scale administrative dataset combining the complete count 1940 Census with Social Security death records. We fit eight machine learning algorithms using 35 sociodemographic predictors to generate individual-level predictions of age of death for birth cohorts born at the beginning of the 20th century. We find that none of these algorithms are able to explain more than 1.5% of the variation in age of death. Our results suggest mortality is inherently unpredictable and underscore the challenges of using algorithms to predict major life outcomes.

Suggested Citation

  • Breen, Casey & Seltzer, Nathan, 2023. "The Unpredictability of Individual-Level Longevity," SocArXiv znsqg, Center for Open Science.
    • Handle: RePEc:osf:socarx:znsqg
    DOI: 10.31219/osf.io/znsqg
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    References listed on IDEAS

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    1. Hannes Schwandt & Janet Currie & Marlies Bär & James Banks & Paola Bertoli & Aline Bütikofer & Sarah Cattan & Beatrice Zong-Ying Chao & Claudia Costa & Libertad González & Veronica Grembi & Kristiina , 2021. "Inequality in mortality between Black and White Americans by age, place, and cause and in comparison to Europe, 1990 to 2018," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(40), pages 2104684118-, October.
    2. Alexander, Monica, 2018. "Deaths without denominators: using a matched dataset to study mortality patterns in the United States," SocArXiv q79ye, Center for Open Science.
    3. Alyson A. van Raalte, 2021. "What have we learned about mortality patterns over the past 25 years?," Population Studies, Taylor & Francis Journals, vol. 75(S1), pages 105-132, December.
    4. Irma Elo & Cassio Turra & Bert Kestenbaum & B. Ferguson, 2004. "Mortality among elderly hispanics in the United States: Past evidence and new results," Demography, Springer;Population Association of America (PAA), vol. 41(1), pages 109-128, February.
    5. Adriana Lleras-Muney & Joseph Price & Dahai Yue, 2020. "The Association Between Educational Attainment and Longevity using Individual Level Data from the 1940 Census," NBER Working Papers 27514, National Bureau of Economic Research, Inc.
    6. Ridhi Kashyap, 2021. "Has demography witnessed a data revolution? Promises and pitfalls of a changing data ecosystem," Population Studies, Taylor & Francis Journals, vol. 75(S1), pages 47-75, December.
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