Cargando…
Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration
We classify and analyze 200,000 US congressional speeches and 5,000 presidential communications related to immigration from 1880 to the present. Despite the salience of antiimmigration rhetoric today, we find that political speech about immigration is now much more positive on average than in the pa...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9351383/ https://www.ncbi.nlm.nih.gov/pubmed/35905322 http://dx.doi.org/10.1073/pnas.2120510119 |
_version_ | 1784762434342354944 |
---|---|
author | Card, Dallas Chang, Serina Becker, Chris Mendelsohn, Julia Voigt, Rob Boustan, Leah Abramitzky, Ran Jurafsky, Dan |
author_facet | Card, Dallas Chang, Serina Becker, Chris Mendelsohn, Julia Voigt, Rob Boustan, Leah Abramitzky, Ran Jurafsky, Dan |
author_sort | Card, Dallas |
collection | PubMed |
description | We classify and analyze 200,000 US congressional speeches and 5,000 presidential communications related to immigration from 1880 to the present. Despite the salience of antiimmigration rhetoric today, we find that political speech about immigration is now much more positive on average than in the past, with the shift largely taking place between World War II and the passage of the Immigration and Nationality Act in 1965. However, since the late 1970s, political parties have become increasingly polarized in their expressed attitudes toward immigration, such that Republican speeches today are as negative as the average congressional speech was in the 1920s, an era of strict immigration quotas. Using an approach based on contextual embeddings of text, we find that modern Republicans are significantly more likely to use language that is suggestive of metaphors long associated with immigration, such as “animals” and “cargo,” and make greater use of frames like “crime” and “legality.” The tone of speeches also differs strongly based on which nationalities are mentioned, with a striking similarity between how Mexican immigrants are framed today and how Chinese immigrants were framed during the era of Chinese exclusion in the late 19th century. Overall, despite more favorable attitudes toward immigrants and the formal elimination of race-based restrictions, nationality is still a major factor in how immigrants are spoken of in Congress. |
format | Online Article Text |
id | pubmed-9351383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-93513832022-08-05 Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration Card, Dallas Chang, Serina Becker, Chris Mendelsohn, Julia Voigt, Rob Boustan, Leah Abramitzky, Ran Jurafsky, Dan Proc Natl Acad Sci U S A Physical Sciences We classify and analyze 200,000 US congressional speeches and 5,000 presidential communications related to immigration from 1880 to the present. Despite the salience of antiimmigration rhetoric today, we find that political speech about immigration is now much more positive on average than in the past, with the shift largely taking place between World War II and the passage of the Immigration and Nationality Act in 1965. However, since the late 1970s, political parties have become increasingly polarized in their expressed attitudes toward immigration, such that Republican speeches today are as negative as the average congressional speech was in the 1920s, an era of strict immigration quotas. Using an approach based on contextual embeddings of text, we find that modern Republicans are significantly more likely to use language that is suggestive of metaphors long associated with immigration, such as “animals” and “cargo,” and make greater use of frames like “crime” and “legality.” The tone of speeches also differs strongly based on which nationalities are mentioned, with a striking similarity between how Mexican immigrants are framed today and how Chinese immigrants were framed during the era of Chinese exclusion in the late 19th century. Overall, despite more favorable attitudes toward immigrants and the formal elimination of race-based restrictions, nationality is still a major factor in how immigrants are spoken of in Congress. National Academy of Sciences 2022-07-29 2022-08-02 /pmc/articles/PMC9351383/ /pubmed/35905322 http://dx.doi.org/10.1073/pnas.2120510119 Text en Copyright © 2022 the Author(s). Published by PNAS https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Physical Sciences Card, Dallas Chang, Serina Becker, Chris Mendelsohn, Julia Voigt, Rob Boustan, Leah Abramitzky, Ran Jurafsky, Dan Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title | Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title_full | Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title_fullStr | Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title_full_unstemmed | Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title_short | Computational analysis of 140 years of US political speeches reveals more positive but increasingly polarized framing of immigration |
title_sort | computational analysis of 140 years of us political speeches reveals more positive but increasingly polarized framing of immigration |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9351383/ https://www.ncbi.nlm.nih.gov/pubmed/35905322 http://dx.doi.org/10.1073/pnas.2120510119 |
work_keys_str_mv | AT carddallas computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT changserina computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT beckerchris computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT mendelsohnjulia computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT voigtrob computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT boustanleah computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT abramitzkyran computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration AT jurafskydan computationalanalysisof140yearsofuspoliticalspeechesrevealsmorepositivebutincreasinglypolarizedframingofimmigration |