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Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data
BACKGROUND: During the COVID-19 pandemic, social listening programs across digital channels have become an integral part of health preparedness and response planning, allowing to capture and address questions, information needs, and misinformation shared by users. This study identifies key social li...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318632/ https://www.ncbi.nlm.nih.gov/pubmed/37403116 http://dx.doi.org/10.1186/s12919-023-00261-2 |
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author | Sommariva, Silvia Bon, Helena Ballester De Almeida, Sofia Mote, Jenna Brouwers, Sijmen Sani, Massimiliano Fol, Natalie |
author_facet | Sommariva, Silvia Bon, Helena Ballester De Almeida, Sofia Mote, Jenna Brouwers, Sijmen Sani, Massimiliano Fol, Natalie |
author_sort | Sommariva, Silvia |
collection | PubMed |
description | BACKGROUND: During the COVID-19 pandemic, social listening programs across digital channels have become an integral part of health preparedness and response planning, allowing to capture and address questions, information needs, and misinformation shared by users. This study identifies key social listening trends around COVID-19 vaccines in Eastern and Southern Africa and analyses how online conversations about this issue evolved over time. METHODS: A taxonomy developed and refined in collaboration with social and behaviour change teams was used to filter online conversations into nine subtopic categories. The taxonomy was applied to online content tracked in 21 countries in Eastern and Southern Africa over the period December 1, 2020—December 31, 2021. Metrics captured included volume of posts or articles and related user engagement. Qualitative analysis of content was conducted to identify key concerns, information voids and misinformation. RESULTS: Over 300,000 articles and posts about COVID-19 vaccines shared by users or outlets geolocated in the region were analysed. These results generated over 14 million engagements on social media and digital platforms. The analysis shows how conversations about access and availability of vaccines represented the largest share of engagement over the course of the period. Conversations about vaccine effectiveness and safety represented the second and third largest share of engagement, with peaks observed in August and November 2021. Online interest in childhood vaccination increased over time as vaccine eligibility criteria expanded in some countries in the region. Conversations mentioning mandates and certificates peaked in the last quarter of 2021, as governments as private sector entities expanded vaccine requirements. CONCLUSIONS: Findings from this study show the importance of monitoring conversation trends over time and adjust social listening data collection systems to include emerging topics. The study also points to the need to consider concerns, information voids and misinformation around effectiveness and safety of vaccines in the context of overall concern for vaccine availability and access in Eastern and Southern Africa. This is fundamental to inform social and behaviour change strategies that promote vaccine demand effectively, without increasing public frustration over vaccine availability challenges and downplaying concerns around vaccine equity. |
format | Online Article Text |
id | pubmed-10318632 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-103186322023-07-05 Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data Sommariva, Silvia Bon, Helena Ballester De Almeida, Sofia Mote, Jenna Brouwers, Sijmen Sani, Massimiliano Fol, Natalie BMC Proc Research BACKGROUND: During the COVID-19 pandemic, social listening programs across digital channels have become an integral part of health preparedness and response planning, allowing to capture and address questions, information needs, and misinformation shared by users. This study identifies key social listening trends around COVID-19 vaccines in Eastern and Southern Africa and analyses how online conversations about this issue evolved over time. METHODS: A taxonomy developed and refined in collaboration with social and behaviour change teams was used to filter online conversations into nine subtopic categories. The taxonomy was applied to online content tracked in 21 countries in Eastern and Southern Africa over the period December 1, 2020—December 31, 2021. Metrics captured included volume of posts or articles and related user engagement. Qualitative analysis of content was conducted to identify key concerns, information voids and misinformation. RESULTS: Over 300,000 articles and posts about COVID-19 vaccines shared by users or outlets geolocated in the region were analysed. These results generated over 14 million engagements on social media and digital platforms. The analysis shows how conversations about access and availability of vaccines represented the largest share of engagement over the course of the period. Conversations about vaccine effectiveness and safety represented the second and third largest share of engagement, with peaks observed in August and November 2021. Online interest in childhood vaccination increased over time as vaccine eligibility criteria expanded in some countries in the region. Conversations mentioning mandates and certificates peaked in the last quarter of 2021, as governments as private sector entities expanded vaccine requirements. CONCLUSIONS: Findings from this study show the importance of monitoring conversation trends over time and adjust social listening data collection systems to include emerging topics. The study also points to the need to consider concerns, information voids and misinformation around effectiveness and safety of vaccines in the context of overall concern for vaccine availability and access in Eastern and Southern Africa. This is fundamental to inform social and behaviour change strategies that promote vaccine demand effectively, without increasing public frustration over vaccine availability challenges and downplaying concerns around vaccine equity. BioMed Central 2023-07-04 /pmc/articles/PMC10318632/ /pubmed/37403116 http://dx.doi.org/10.1186/s12919-023-00261-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Sommariva, Silvia Bon, Helena Ballester De Almeida, Sofia Mote, Jenna Brouwers, Sijmen Sani, Massimiliano Fol, Natalie Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title | Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title_full | Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title_fullStr | Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title_full_unstemmed | Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title_short | Integrated analysis of online signals and insight generation about digital conversations on COVID-19 vaccines in Eastern and Southern Africa: a longitudinal analysis of social listening data |
title_sort | integrated analysis of online signals and insight generation about digital conversations on covid-19 vaccines in eastern and southern africa: a longitudinal analysis of social listening data |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318632/ https://www.ncbi.nlm.nih.gov/pubmed/37403116 http://dx.doi.org/10.1186/s12919-023-00261-2 |
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