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
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/92805
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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 |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/doi/10.1016/j.physa.2019.04.042 info:eu-repo/semantics/altIdentifier/url/https://www.sciencedirect.com/science/article/pii/S037843711930411X |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/embargoedAccess https://creativecommons.org/licenses/by-nc-nd/2.5/ar/ |
eu_rights_str_mv |
embargoedAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by-nc-nd/2.5/ar/ |
dc.format.none.fl_str_mv |
application/pdf application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
Elsevier Science |
publisher.none.fl_str_mv |
Elsevier Science |
dc.source.none.fl_str_mv |
reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
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CONICET Digital (CONICET) |
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CONICET Digital (CONICET) |
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Consejo Nacional de Investigaciones Científicas y Técnicas |
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CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.mail.fl_str_mv |
dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
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13.13397 |