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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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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. |
format | Online Article Text |
id | pubmed-7665668 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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