Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina

Autores
Miranda Zanetti, Maximilano; Delbianco, Fernando Andrés; Tohmé, Fernando Abel
Año de publicación
2019
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
There is a widespread consensus that the national statistics on inflation were manipulated by the Argentinean government from 2006 to 2015. The best known tool to run a forensic analysis of this claim is to check for the validity of Benford's law in the data series. We find that indeed, the inflation for that period fails to satisfy this statistical regularity. We further compare this behavior to that of Argentina's inflation series for the same period but recorded independently of the government; to that of the national records of 1943–2006, as well as to historical series of other countries. We find again that Argentina in 2006–2015 is the only one in our sample that can be singled out as candidate for statistical manipulation. Alternative hypotheses for why the inflation series failed to satisfy Benford's law can be formulated. One is that, it may be due to rounding price level figures to the significant digits. Or that it is due to changes in the base years which leads to splicing different series of general level of prices. We consider these alternative hypotheses and run simulations to assess them. We find that, independently of these possible changes in the underlying series of prices, the ensuing series of its variations, i.e. the series of inflation rates, always satisfies Benford's law. Therefore we can claim that, indeed, inflation data was tampered with in Argentina for an entire decade.
Fil: Miranda-Zanetti, Maximilano. Universidad Nacional del Sur. Departamento de Economía; Argentina
Fil: Delbianco, Fernando Andrés. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Investigaciones Económicas y Sociales del Sur. Universidad Nacional del Sur. Departamento de Economía. Instituto de Investigaciones Económicas y Sociales del Sur; Argentina
Fil: Tohmé, Fernando Abel. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Matemática Bahía Blanca. Universidad Nacional del Sur. Departamento de Matemática. Instituto de Matemática Bahía Blanca; Argentina. Universidad Nacional del Sur. Departamento de Economía; Argentina
Materia
BENFORD'S LAW
DATA TAMPERING
INFLATION
PRICE SERIES
Nivel de accesibilidad
acceso embargado
Condiciones de uso
https://creativecommons.org/licenses/by-nc-nd/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/92805

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spelling Tampering with inflation data: A Benford law-based analysis of national statistics in ArgentinaMiranda Zanetti, MaximilanoDelbianco, Fernando AndrésTohmé, Fernando AbelBENFORD'S LAWDATA TAMPERINGINFLATIONPRICE SERIEShttps://purl.org/becyt/ford/5.2https://purl.org/becyt/ford/5There is a widespread consensus that the national statistics on inflation were manipulated by the Argentinean government from 2006 to 2015. The best known tool to run a forensic analysis of this claim is to check for the validity of Benford's law in the data series. We find that indeed, the inflation for that period fails to satisfy this statistical regularity. We further compare this behavior to that of Argentina's inflation series for the same period but recorded independently of the government; to that of the national records of 1943–2006, as well as to historical series of other countries. We find again that Argentina in 2006–2015 is the only one in our sample that can be singled out as candidate for statistical manipulation. Alternative hypotheses for why the inflation series failed to satisfy Benford's law can be formulated. One is that, it may be due to rounding price level figures to the significant digits. Or that it is due to changes in the base years which leads to splicing different series of general level of prices. We consider these alternative hypotheses and run simulations to assess them. We find that, independently of these possible changes in the underlying series of prices, the ensuing series of its variations, i.e. the series of inflation rates, always satisfies Benford's law. Therefore we can claim that, indeed, inflation data was tampered with in Argentina for an entire decade.Fil: Miranda-Zanetti, Maximilano. Universidad Nacional del Sur. Departamento de Economía; ArgentinaFil: Delbianco, Fernando Andrés. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Investigaciones Económicas y Sociales del Sur. Universidad Nacional del Sur. Departamento de Economía. Instituto de Investigaciones Económicas y Sociales del Sur; ArgentinaFil: Tohmé, Fernando Abel. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Matemática Bahía Blanca. Universidad Nacional del Sur. Departamento de Matemática. Instituto de Matemática Bahía Blanca; Argentina. Universidad Nacional del Sur. Departamento de Economía; ArgentinaElsevier Science2019-07-01info:eu-repo/date/embargoEnd/2020-02-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/92805Miranda Zanetti, Maximilano; Delbianco, Fernando Andrés; Tohmé, Fernando Abel; Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina; Elsevier Science; Physica A: Statistical Mechanics and its Applications; 525; 1-7-2019; 761-7700378-4371CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.1016/j.physa.2019.04.042info:eu-repo/semantics/altIdentifier/url/https://www.sciencedirect.com/science/article/pii/S037843711930411Xinfo:eu-repo/semantics/embargoedAccesshttps://creativecommons.org/licenses/by-nc-nd/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-03T10:06:36Zoai:ri.conicet.gov.ar:11336/92805instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-03 10:06:36.852CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
title Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
spellingShingle Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
Miranda Zanetti, Maximilano
BENFORD'S LAW
DATA TAMPERING
INFLATION
PRICE SERIES
title_short Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
title_full Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
title_fullStr Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
title_full_unstemmed Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
title_sort Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina
dc.creator.none.fl_str_mv Miranda Zanetti, Maximilano
Delbianco, Fernando Andrés
Tohmé, Fernando Abel
author Miranda Zanetti, Maximilano
author_facet Miranda Zanetti, Maximilano
Delbianco, Fernando Andrés
Tohmé, Fernando Abel
author_role author
author2 Delbianco, Fernando Andrés
Tohmé, Fernando Abel
author2_role author
author
dc.subject.none.fl_str_mv BENFORD'S LAW
DATA TAMPERING
INFLATION
PRICE SERIES
topic BENFORD'S LAW
DATA TAMPERING
INFLATION
PRICE SERIES
purl_subject.fl_str_mv https://purl.org/becyt/ford/5.2
https://purl.org/becyt/ford/5
dc.description.none.fl_txt_mv There is a widespread consensus that the national statistics on inflation were manipulated by the Argentinean government from 2006 to 2015. The best known tool to run a forensic analysis of this claim is to check for the validity of Benford's law in the data series. We find that indeed, the inflation for that period fails to satisfy this statistical regularity. We further compare this behavior to that of Argentina's inflation series for the same period but recorded independently of the government; to that of the national records of 1943–2006, as well as to historical series of other countries. We find again that Argentina in 2006–2015 is the only one in our sample that can be singled out as candidate for statistical manipulation. Alternative hypotheses for why the inflation series failed to satisfy Benford's law can be formulated. One is that, it may be due to rounding price level figures to the significant digits. Or that it is due to changes in the base years which leads to splicing different series of general level of prices. We consider these alternative hypotheses and run simulations to assess them. We find that, independently of these possible changes in the underlying series of prices, the ensuing series of its variations, i.e. the series of inflation rates, always satisfies Benford's law. Therefore we can claim that, indeed, inflation data was tampered with in Argentina for an entire decade.
Fil: Miranda-Zanetti, Maximilano. Universidad Nacional del Sur. Departamento de Economía; Argentina
Fil: Delbianco, Fernando Andrés. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Investigaciones Económicas y Sociales del Sur. Universidad Nacional del Sur. Departamento de Economía. Instituto de Investigaciones Económicas y Sociales del Sur; Argentina
Fil: Tohmé, Fernando Abel. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Bahía Blanca. Instituto de Matemática Bahía Blanca. Universidad Nacional del Sur. Departamento de Matemática. Instituto de Matemática Bahía Blanca; Argentina. Universidad Nacional del Sur. Departamento de Economía; Argentina
description There is a widespread consensus that the national statistics on inflation were manipulated by the Argentinean government from 2006 to 2015. The best known tool to run a forensic analysis of this claim is to check for the validity of Benford's law in the data series. We find that indeed, the inflation for that period fails to satisfy this statistical regularity. We further compare this behavior to that of Argentina's inflation series for the same period but recorded independently of the government; to that of the national records of 1943–2006, as well as to historical series of other countries. We find again that Argentina in 2006–2015 is the only one in our sample that can be singled out as candidate for statistical manipulation. Alternative hypotheses for why the inflation series failed to satisfy Benford's law can be formulated. One is that, it may be due to rounding price level figures to the significant digits. Or that it is due to changes in the base years which leads to splicing different series of general level of prices. We consider these alternative hypotheses and run simulations to assess them. We find that, independently of these possible changes in the underlying series of prices, the ensuing series of its variations, i.e. the series of inflation rates, always satisfies Benford's law. Therefore we can claim that, indeed, inflation data was tampered with in Argentina for an entire decade.
publishDate 2019
dc.date.none.fl_str_mv 2019-07-01
info:eu-repo/date/embargoEnd/2020-02-01
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/92805
Miranda Zanetti, Maximilano; Delbianco, Fernando Andrés; Tohmé, Fernando Abel; Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina; Elsevier Science; Physica A: Statistical Mechanics and its Applications; 525; 1-7-2019; 761-770
0378-4371
CONICET Digital
CONICET
url http://hdl.handle.net/11336/92805
identifier_str_mv Miranda Zanetti, Maximilano; Delbianco, Fernando Andrés; Tohmé, Fernando Abel; Tampering with inflation data: A Benford law-based analysis of national statistics in Argentina; Elsevier Science; Physica A: Statistical Mechanics and its Applications; 525; 1-7-2019; 761-770
0378-4371
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
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eu_rights_str_mv embargoedAccess
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dc.publisher.none.fl_str_mv Elsevier Science
publisher.none.fl_str_mv Elsevier Science
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