The Axiology of Necrologies: Using Natural Language Processing to Examine Values in Obituaries (Dissertation Code and Limited Data)

Dissertation, University of Oregon (2016)
  Copy   BIBTEX

Abstract

This dissertation is centrally concerned with exploring obituaries as repositories of values. Obituaries are a publicly-available natural language source that are variably written for members of communities that are wide (nation- level) and narrow (city-level, or at the level of specific groups therein). Because they are explicitly summative, limited in size, and written for consumption by a public audience, obituaries may be expected to express concisely the aspects of their subjects’ lives that the authors (often family members living in the same communities) found most salient or worthy of featuring. 140,599 obituaries nested in 832 newspapers from across the USA were scraped with permission from Legacy.com, an obituaries publisher. Obituaries were coded for the age at death and gender (female/male) of the deceased using automated algorithms. For each publishing newspaper, county-level median income, educational achievement (operationalized as percent of the population with a Bachelor’s degree or higher), and race and ethnicity were averaged across counties, weighting by population size. A Neo4J graph database was constructed using WordNet and the University of South Florida Free Association Norms datasets. Each word in each obituary inthe corpus was lemmatized. The shortest path through the WordNet graph from each lemma to 30 Schwartz value prototype words published by Bardi, Calogero, and Mullen (2008) was then recorded. From these path lengths, a new measure, “word-by-hop,” was calculated for each Schwartz value to reflect the relative lexical distance between each obituary and that Schwartz value. Of the Schwartz values, Power, Conformity, and Security were most indicated in the corpus, while Universalism, Hedonism, and Stimulation were least indicated. A series of seven two-level regression models suggested that, across Schwartz values, newspaper community accounted for the greatest amount of word-by-hop variability in the corpus. The best-fitting model indicated a small, negative effect of female status across Schwartz values. Unexpectedly, Hedonism and Conformity, which had conceptually opposite prototype words, were highly correlated, possibly indicating that obituary authors “compensate” for describing the deceased in a hedonistic way by concurrently emphasizing restraint. Future research could usefully further expand word-by-hop and incorporate individual-level covariates that match the newspaper-level covariates used here.

Links

PhilArchive

External links

  • This entry has no external links. Add one.
Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Values, value types and moral reasoning of mba students.George Lan, Maureen Gowing, Fritz Rieger, Sharon McMahon & Norman King - 2010 - Business Ethics, the Environment and Responsibility 19 (2):183-198.
Values, value types and moral reasoning of MBA students.Maureen Gowing George Lan - 2010 - Business Ethics, the Environment and Responsibility 19 (2):183-198.
A Comparison of Value Conflicts Between Students and Workers.Anita Leffel & James Lackey - 2007 - Proceedings of the International Association for Business and Society 18:57-60.
Toward a Scientific Axiology of Life.Andrzej Elżanowski - 2008 - Dialogue and Universalism 18 (11-12):115-121.
Collective Memory and Forgetting.Bridget Fowler - 2005 - Theory, Culture and Society 22 (6):53-72.
Values in pure and applied science.Sven Ove Hansson - 2007 - Foundations of Science 12 (3):257-268.
Some groundwork for a multidimensional axiology.Alan Carter - 2011 - Philosophical Studies 154 (3):389 - 408.
Economic values in the configuration of science.Wenceslao J. González - 2008 - Poznan Studies in the Philosophy of the Sciences and the Humanities 96 (1):85-112.

Analytics

Added to PP
2016-12-04

Downloads
682 (#24,904)

6 months
53 (#86,233)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

No citations found.

Add more citations

References found in this work

Character as Moral Fiction.Mark Alfano - 2013 - New York: Cambridge University Press.
Mapping the moral domain.Jesse Graham, Brian A. Nosek, Jonathan Haidt, Ravi Iyer, Spassena Koleva & Peter H. Ditto - 2011 - Journal of Personality and Social Psychology 101 (2):366-385.
Ethics of Big Data.Kord Davis - 2012 - O'reilly. Edited by Doug Patterson.
Chevalley-Goodrich.[author unknown] - 1990 - Journal of Symbolic Logic 55 (4):1520-1560.
Politics and Philosophy in Plato's Menexenus.Nickolas Pappas - 2014 - New York, NY: Acumen Publishing. Edited by Mark Zelcer.

View all 6 references / Add more references