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Study of 38 Million Obituaries Finds Faith Dominates as Caring Language Declines After COVID-19

The PNAS analysis of Legacy.com notices tracks cultural values over 1998–2024 across 6.6 billion words.

Overview

  • The dataset comprised 38,245,928 U.S. obituaries from 1998–2024 on Legacy.com, totaling about 6.7 billion words.
  • Tradition, particularly religious faith, appeared in about 80% of notices, while benevolence featured in 76%, far outpacing achievement or power.
  • Following COVID-19’s onset, benevolence language dropped within a month and remained lower four years later.
  • Values language shifted around major events, with increases in caring and tradition after 9/11 and declines in achievement during the 2008 financial crisis.
  • The authors report limits including platform sampling bias, gender inferred from names, small effect sizes, correlational design, and restricted public access to the full dataset.