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Using Benford’s law to assess the quality of COVID-19 register data in Brazil

We employ Newcomb–Benford law (NBL) to evaluate the reliability of COVID-19 figures in Brazil. Using official data from February 25 to September 15, we apply a first digit test for a national aggregate dataset of total cases and cumulative deaths. We find strong evidence that Brazilian reports do no...

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Detalles Bibliográficos
Autores principales: Silva, Lucas, Figueiredo Filho, Dalson
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7665668/
https://www.ncbi.nlm.nih.gov/pubmed/33097928
http://dx.doi.org/10.1093/pubmed/fdaa193
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author Silva, Lucas
Figueiredo Filho, Dalson
author_facet Silva, Lucas
Figueiredo Filho, Dalson
author_sort Silva, Lucas
collection PubMed
description We employ Newcomb–Benford law (NBL) to evaluate the reliability of COVID-19 figures in Brazil. Using official data from February 25 to September 15, we apply a first digit test for a national aggregate dataset of total cases and cumulative deaths. We find strong evidence that Brazilian reports do not conform to the NBL theoretical expectations. These results are robust to different goodness of fit (chi-square, mean absolute deviation and distortion factor) and data sources (John Hopkins University and Our World in Data). Despite the growing appreciation for evidence-based-policymaking, which requires valid and reliable data, we show that the Brazilian epidemiological surveillance system fails to provide trustful data under the NBL assumption on the COVID-19 epidemic.
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spelling pubmed-76656682020-11-16 Using Benford’s law to assess the quality of COVID-19 register data in Brazil Silva, Lucas Figueiredo Filho, Dalson J Public Health (Oxf) Short Report We employ Newcomb–Benford law (NBL) to evaluate the reliability of COVID-19 figures in Brazil. Using official data from February 25 to September 15, we apply a first digit test for a national aggregate dataset of total cases and cumulative deaths. We find strong evidence that Brazilian reports do not conform to the NBL theoretical expectations. These results are robust to different goodness of fit (chi-square, mean absolute deviation and distortion factor) and data sources (John Hopkins University and Our World in Data). Despite the growing appreciation for evidence-based-policymaking, which requires valid and reliable data, we show that the Brazilian epidemiological surveillance system fails to provide trustful data under the NBL assumption on the COVID-19 epidemic. Oxford University Press 2020-10-24 /pmc/articles/PMC7665668/ /pubmed/33097928 http://dx.doi.org/10.1093/pubmed/fdaa193 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Faculty of Public Health. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Short Report
Silva, Lucas
Figueiredo Filho, Dalson
Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title_full Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title_fullStr Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title_full_unstemmed Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title_short Using Benford’s law to assess the quality of COVID-19 register data in Brazil
title_sort using benford’s law to assess the quality of covid-19 register data in brazil
topic Short Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7665668/
https://www.ncbi.nlm.nih.gov/pubmed/33097928
http://dx.doi.org/10.1093/pubmed/fdaa193
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