Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide

Answers from open-ended questions are a valuable part of journalism surveys. However, due to the expense and difficulties involved in manual coding, the current situation, in which open-ended questions are used and analyzed in large-scale web surveys, is not satisfactory. This article reviews the ty...

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Main Authors: Zhang, Rukun, Gong, Jiankun, Ma, Siyuan, Firdaus, Amira Sariyati, Xu, Jinghong
Format: Article
Published: Routledge Journals, Taylor & Francis Ltd 2023
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Online Access:http://eprints.um.edu.my/39594/
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spelling my.um.eprints.395942023-07-13T08:02:13Z http://eprints.um.edu.my/39594/ Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide Zhang, Rukun Gong, Jiankun Ma, Siyuan Firdaus, Amira Sariyati Xu, Jinghong Communication. Mass media Answers from open-ended questions are a valuable part of journalism surveys. However, due to the expense and difficulties involved in manual coding, the current situation, in which open-ended questions are used and analyzed in large-scale web surveys, is not satisfactory. This article reviews the types, coding tasks, and automatic coding techniques of open-ended questions. We propose a five-step procedure on how to analyze open-ended questions through an automatic coding approach, the process of which is as follows: (a) locate the type of open-ended question, (b) choose the corresponding coding task, (c) adopt the appropriate automatic coding techniques, (d) perform the analysis, and (e) evaluate and interpret the results. We demonstrate this with survey data from Reuters Digital News Reports of 2019. Our proposed framework can serve as a practical guide for analyzing open-ended questions with automatic coding and also promote open science in journalism research. We conclude that although automatic coding cannot entirely replace human coding, the constant refinement of the statistical models and the promotion of open sharing of textual data will gradually render autocoding a standard tool for researchers in journalism and communication. Routledge Journals, Taylor & Francis Ltd 2023-02 Article PeerReviewed Zhang, Rukun and Gong, Jiankun and Ma, Siyuan and Firdaus, Amira Sariyati and Xu, Jinghong (2023) Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide. Digital Journalism, 11 (2, SI). pp. 321-342. ISSN 2167-0811, DOI https://doi.org/10.1080/21670811.2022.2037006 <https://doi.org/10.1080/21670811.2022.2037006>. 10.1080/21670811.2022.2037006
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic Communication. Mass media
spellingShingle Communication. Mass media
Zhang, Rukun
Gong, Jiankun
Ma, Siyuan
Firdaus, Amira Sariyati
Xu, Jinghong
Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
description Answers from open-ended questions are a valuable part of journalism surveys. However, due to the expense and difficulties involved in manual coding, the current situation, in which open-ended questions are used and analyzed in large-scale web surveys, is not satisfactory. This article reviews the types, coding tasks, and automatic coding techniques of open-ended questions. We propose a five-step procedure on how to analyze open-ended questions through an automatic coding approach, the process of which is as follows: (a) locate the type of open-ended question, (b) choose the corresponding coding task, (c) adopt the appropriate automatic coding techniques, (d) perform the analysis, and (e) evaluate and interpret the results. We demonstrate this with survey data from Reuters Digital News Reports of 2019. Our proposed framework can serve as a practical guide for analyzing open-ended questions with automatic coding and also promote open science in journalism research. We conclude that although automatic coding cannot entirely replace human coding, the constant refinement of the statistical models and the promotion of open sharing of textual data will gradually render autocoding a standard tool for researchers in journalism and communication.
format Article
author Zhang, Rukun
Gong, Jiankun
Ma, Siyuan
Firdaus, Amira Sariyati
Xu, Jinghong
author_facet Zhang, Rukun
Gong, Jiankun
Ma, Siyuan
Firdaus, Amira Sariyati
Xu, Jinghong
author_sort Zhang, Rukun
title Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
title_short Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
title_full Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
title_fullStr Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
title_full_unstemmed Automatic coding mechanisms for open-ended questions in journalism surveys: An application guide
title_sort automatic coding mechanisms for open-ended questions in journalism surveys: an application guide
publisher Routledge Journals, Taylor & Francis Ltd
publishDate 2023
url http://eprints.um.edu.my/39594/
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