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The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies

OBJECTIVE: While it is known that nonresponse might produce biased results and impair the precision of results in survey research studies, the pattern of the impact on the precision of estimates due to the nonresponse in different survey stages is historically overlooked. Having this type of informa...

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Autores principales: Ma, Ming, Rosenberg, Sophie, Kaizer, Alexander M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8611837/
https://www.ncbi.nlm.nih.gov/pubmed/34819165
http://dx.doi.org/10.1186/s13104-021-05840-0
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author Ma, Ming
Rosenberg, Sophie
Kaizer, Alexander M.
author_facet Ma, Ming
Rosenberg, Sophie
Kaizer, Alexander M.
author_sort Ma, Ming
collection PubMed
description OBJECTIVE: While it is known that nonresponse might produce biased results and impair the precision of results in survey research studies, the pattern of the impact on the precision of estimates due to the nonresponse in different survey stages is historically overlooked. Having this type of information is essential when creating recruitment plans. This study proposes to examine and compare the effect of nonresponse in different stages on the precision of prevalence estimates in multi-stage survey studies. Based on data from a state level survey, a simulation approach was used to generate datasets with different nonresponse rates in three stages. The margin of error was then compared between the datasets with nonresponse at three different survey stages for 12 outcomes. RESULTS: At the same nonresponse rate, the mean margin of error was greater for the data with nonresponse at higher stages. Additionally, as the nonresponse rate increased, precision was more inflated within the data with higher stage nonresponse. This suggests that the effort used to recruit the primary sampling units is more crucial to improve the precision of estimates in multi-stage survey studies.
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spelling pubmed-86118372021-11-29 The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies Ma, Ming Rosenberg, Sophie Kaizer, Alexander M. BMC Res Notes Research Note OBJECTIVE: While it is known that nonresponse might produce biased results and impair the precision of results in survey research studies, the pattern of the impact on the precision of estimates due to the nonresponse in different survey stages is historically overlooked. Having this type of information is essential when creating recruitment plans. This study proposes to examine and compare the effect of nonresponse in different stages on the precision of prevalence estimates in multi-stage survey studies. Based on data from a state level survey, a simulation approach was used to generate datasets with different nonresponse rates in three stages. The margin of error was then compared between the datasets with nonresponse at three different survey stages for 12 outcomes. RESULTS: At the same nonresponse rate, the mean margin of error was greater for the data with nonresponse at higher stages. Additionally, as the nonresponse rate increased, precision was more inflated within the data with higher stage nonresponse. This suggests that the effort used to recruit the primary sampling units is more crucial to improve the precision of estimates in multi-stage survey studies. BioMed Central 2021-11-24 /pmc/articles/PMC8611837/ /pubmed/34819165 http://dx.doi.org/10.1186/s13104-021-05840-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Note
Ma, Ming
Rosenberg, Sophie
Kaizer, Alexander M.
The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title_full The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title_fullStr The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title_full_unstemmed The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title_short The impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
title_sort impact of nonresponse in different survey stages on the precision of prevalence estimates for multi-stage survey studies
topic Research Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8611837/
https://www.ncbi.nlm.nih.gov/pubmed/34819165
http://dx.doi.org/10.1186/s13104-021-05840-0
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