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A systematic review of automated journalism scholarship: guidelines and suggestions for future research

Background: The use of advanced algorithmic techniques is increasingly changing the nature of work for highly trained professionals. In the media industry, one of the technical advancements that often comes under the spotlight is automated journalism, a solution generally understood as the auto gene...

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Autor principal: Danzon-Chambaud, Samuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445913/
https://www.ncbi.nlm.nih.gov/pubmed/37645115
http://dx.doi.org/10.12688/openreseurope.13096.1
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author Danzon-Chambaud, Samuel
author_facet Danzon-Chambaud, Samuel
author_sort Danzon-Chambaud, Samuel
collection PubMed
description Background: The use of advanced algorithmic techniques is increasingly changing the nature of work for highly trained professionals. In the media industry, one of the technical advancements that often comes under the spotlight is automated journalism, a solution generally understood as the auto generation of journalistic stories through software and algorithms, without any human input except for the initial programming. Methods: In order to conduct a systematic review of existing empirical research on automated journalism, I analysed a range of variables that can account for the semantical, chronological and geographical features of a selection of academic articles as well as their research methods, theoretical backgrounds and fields of inquiry. I then engaged with and critically assessed the meta-data that I obtained to provide researchers with a good understanding of the main debates dominating the field. Results: My findings suggest that the expression “automated journalism” should be called into question, that more attention should be devoted to non-English speaking scholarship, that the collective and individual impacts of the technology on media practitioners should be better documented and that well-established sociological theories such as institutionalism and Bourdieu’s field theory could constitute two adequate frameworks to study automated journalism practices. Conclusions: This systematic literature therefore provides researchers with an overview of the main challenges and debates that are occurring within the field of automated journalism studies. Future studies should, in particular, make use of institutionalism and field theory to explore how automated journalism is impacting the work of media practitioners, which could help unearth common patterns across media organisations.
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spelling pubmed-104459132023-08-29 A systematic review of automated journalism scholarship: guidelines and suggestions for future research Danzon-Chambaud, Samuel Open Res Eur Systematic Review Background: The use of advanced algorithmic techniques is increasingly changing the nature of work for highly trained professionals. In the media industry, one of the technical advancements that often comes under the spotlight is automated journalism, a solution generally understood as the auto generation of journalistic stories through software and algorithms, without any human input except for the initial programming. Methods: In order to conduct a systematic review of existing empirical research on automated journalism, I analysed a range of variables that can account for the semantical, chronological and geographical features of a selection of academic articles as well as their research methods, theoretical backgrounds and fields of inquiry. I then engaged with and critically assessed the meta-data that I obtained to provide researchers with a good understanding of the main debates dominating the field. Results: My findings suggest that the expression “automated journalism” should be called into question, that more attention should be devoted to non-English speaking scholarship, that the collective and individual impacts of the technology on media practitioners should be better documented and that well-established sociological theories such as institutionalism and Bourdieu’s field theory could constitute two adequate frameworks to study automated journalism practices. Conclusions: This systematic literature therefore provides researchers with an overview of the main challenges and debates that are occurring within the field of automated journalism studies. Future studies should, in particular, make use of institutionalism and field theory to explore how automated journalism is impacting the work of media practitioners, which could help unearth common patterns across media organisations. F1000 Research Limited 2021-03-24 /pmc/articles/PMC10445913/ /pubmed/37645115 http://dx.doi.org/10.12688/openreseurope.13096.1 Text en Copyright: © 2021 Danzon-Chambaud S https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Systematic Review
Danzon-Chambaud, Samuel
A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title_full A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title_fullStr A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title_full_unstemmed A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title_short A systematic review of automated journalism scholarship: guidelines and suggestions for future research
title_sort systematic review of automated journalism scholarship: guidelines and suggestions for future research
topic Systematic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445913/
https://www.ncbi.nlm.nih.gov/pubmed/37645115
http://dx.doi.org/10.12688/openreseurope.13096.1
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