Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Tipo de documento: | Tese |
Idioma: | eng |
Título da fonte: | Biblioteca Digital de Teses e Dissertações da USP |
Texto Completo: | http://www.teses.usp.br/teses/disponiveis/12/12139/tde-19012018-181138/ |
Resumo: | Financial inclusion is a public policy objective that fosters development through access to financial services for all. Financial inclusion can be defined as access, usage and quality of financial services. Inclusion of individuals and small enterprises has made considerable progress but it has also reached excesses in some situations. Regulatory changes and technological innovation have helped the expansion of financial services. Our contribution to the literature is threefold. First, we expand the large body of research that focuses on financial inclusion based on access to credit, through our analysis of payments. We provide an unique analysis of the quality dimension of payments, which we define as a catalyst between the access and usage dimensions. Second, we provide a detailed analysis of the Brazilian payment market, which transacts close to $400bn per year, in the scarce literature on developing countries. Third, we isolate the determinants of electronic payments through statistical methods, including a principal component analysis and auto regressive models (SARIMA, SARIMAX), which have not yet been used by researchers. We find that four macro characteristicshave a strong explanatory power: bank credit card lending, active population, retail sales and cash-in-circulation. Suprisingly, we find that cash-in-circulation presents a positive relationship with electronic payments, suggesting a possible distrust of citizens towards the banking system, high levels of informality, and shedding a new light on the precautionary principle described by Keynes. Our analysis is based on monthly deflated card payment data for Brazil from January 2007 to March 2017. |
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Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax modelsA inclusão financeira e o setor de pagamentos eletrônicos: um estudo dos meios de pagamentos eletrônicos no Brasil através da análise de componentes principais e modelos SarimaxCartão de créditoCredit cardDesenvolvimento socialElectronic paymentsFinancial inclusionFinancial innovationFinTechInovações tecnológicasMeios de pagamentoPrincipais componentesPrincipal componentsSarimaxSarimaxFinancial inclusion is a public policy objective that fosters development through access to financial services for all. Financial inclusion can be defined as access, usage and quality of financial services. Inclusion of individuals and small enterprises has made considerable progress but it has also reached excesses in some situations. Regulatory changes and technological innovation have helped the expansion of financial services. Our contribution to the literature is threefold. First, we expand the large body of research that focuses on financial inclusion based on access to credit, through our analysis of payments. We provide an unique analysis of the quality dimension of payments, which we define as a catalyst between the access and usage dimensions. Second, we provide a detailed analysis of the Brazilian payment market, which transacts close to $400bn per year, in the scarce literature on developing countries. Third, we isolate the determinants of electronic payments through statistical methods, including a principal component analysis and auto regressive models (SARIMA, SARIMAX), which have not yet been used by researchers. We find that four macro characteristicshave a strong explanatory power: bank credit card lending, active population, retail sales and cash-in-circulation. Suprisingly, we find that cash-in-circulation presents a positive relationship with electronic payments, suggesting a possible distrust of citizens towards the banking system, high levels of informality, and shedding a new light on the precautionary principle described by Keynes. Our analysis is based on monthly deflated card payment data for Brazil from January 2007 to March 2017.A Inclusão financeira é um objetivo de política pública que procura desenvolvimento através do acesso de todos aos serviços financeiros. Esse conceito pode ser definido com as suas três dimensões de acesso, uso e qualidade dos serviços. A inclusão de indivíduos e empresas conheceu uma melhora significativa, e em algum casos, apresentou excessos. Adaptações regulatórias e inovação tecnológica serviram de pano de fundo para a inclusão. Apresentamos as três contribuições da nossa pesquisa. Primeiro, existe ampla literatura sobre inclusão financeira com foco em crédito, e apresentamos um estudo original sobre pagamentos e sua dimensão de qualidade, definida como o catalisador entre acesso e uso. Segundo: nossa pesquisa apresenta uma análise única do setor de pagamentos no Brasil, um setor com faturamento de mais de R$1.2 trilhões de reais anuais, no âmbito da escassa literatura sobre economias em desenvolvimento. A terceira contribuição apresenta os determinantes dos meios de pagamentos eletrônicos, usando modelos estatísticos originais, como componentes principais e modelos auto regressivos (SARIMA, SARIMAX), que não tinham sido usados na literatura de inclusão financeira. Identificamos quatro características com significância para explicar meios eletrônicos: crédito bancário, população ativa, vendas do varejo e dinheiro em posse das famílias. De maneira surpreendente, dinheiro em posse das famílias apresentou correlação positiva com meios eletrônicos, sinalizando uma desconfiança dos consumidores com o setor bancário ou um maior grau de informalidade da economia brasileira, e trazendo uma interpretação original ao princípio de precaução descrito por Keynes. Nossa pesquisa se baseou em dados agregados e deflacionados de pagamentos para o Brasil entre Janeiro de 2007 e Março de 2017.Biblioteca Digitais de Teses e Dissertações da USPSavoia, Jose Roberto FerreiraMariz, Frederic Auguste Arnaud Rozeira de Sampaio2017-10-27info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfhttp://www.teses.usp.br/teses/disponiveis/12/12139/tde-19012018-181138/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2018-09-20T19:49:24Zoai:teses.usp.br:tde-19012018-181138Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212018-09-20T19:49:24Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false |
dc.title.none.fl_str_mv |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models A inclusão financeira e o setor de pagamentos eletrônicos: um estudo dos meios de pagamentos eletrônicos no Brasil através da análise de componentes principais e modelos Sarimax |
title |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
spellingShingle |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models Mariz, Frederic Auguste Arnaud Rozeira de Sampaio Cartão de crédito Credit card Desenvolvimento social Electronic payments Financial inclusion Financial innovation FinTech Inovações tecnológicas Meios de pagamento Principais componentes Principal components Sarimax Sarimax |
title_short |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
title_full |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
title_fullStr |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
title_full_unstemmed |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
title_sort |
Financial inclusion and electronic payments: explaining electronic payments in Brazil with principal components analysis and Sarimax models |
author |
Mariz, Frederic Auguste Arnaud Rozeira de Sampaio |
author_facet |
Mariz, Frederic Auguste Arnaud Rozeira de Sampaio |
author_role |
author |
dc.contributor.none.fl_str_mv |
Savoia, Jose Roberto Ferreira |
dc.contributor.author.fl_str_mv |
Mariz, Frederic Auguste Arnaud Rozeira de Sampaio |
dc.subject.por.fl_str_mv |
Cartão de crédito Credit card Desenvolvimento social Electronic payments Financial inclusion Financial innovation FinTech Inovações tecnológicas Meios de pagamento Principais componentes Principal components Sarimax Sarimax |
topic |
Cartão de crédito Credit card Desenvolvimento social Electronic payments Financial inclusion Financial innovation FinTech Inovações tecnológicas Meios de pagamento Principais componentes Principal components Sarimax Sarimax |
description |
Financial inclusion is a public policy objective that fosters development through access to financial services for all. Financial inclusion can be defined as access, usage and quality of financial services. Inclusion of individuals and small enterprises has made considerable progress but it has also reached excesses in some situations. Regulatory changes and technological innovation have helped the expansion of financial services. Our contribution to the literature is threefold. First, we expand the large body of research that focuses on financial inclusion based on access to credit, through our analysis of payments. We provide an unique analysis of the quality dimension of payments, which we define as a catalyst between the access and usage dimensions. Second, we provide a detailed analysis of the Brazilian payment market, which transacts close to $400bn per year, in the scarce literature on developing countries. Third, we isolate the determinants of electronic payments through statistical methods, including a principal component analysis and auto regressive models (SARIMA, SARIMAX), which have not yet been used by researchers. We find that four macro characteristicshave a strong explanatory power: bank credit card lending, active population, retail sales and cash-in-circulation. Suprisingly, we find that cash-in-circulation presents a positive relationship with electronic payments, suggesting a possible distrust of citizens towards the banking system, high levels of informality, and shedding a new light on the precautionary principle described by Keynes. Our analysis is based on monthly deflated card payment data for Brazil from January 2007 to March 2017. |
publishDate |
2017 |
dc.date.none.fl_str_mv |
2017-10-27 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/doctoralThesis |
format |
doctoralThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://www.teses.usp.br/teses/disponiveis/12/12139/tde-19012018-181138/ |
url |
http://www.teses.usp.br/teses/disponiveis/12/12139/tde-19012018-181138/ |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
|
dc.rights.driver.fl_str_mv |
Liberar o conteúdo para acesso público. info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Liberar o conteúdo para acesso público. |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.coverage.none.fl_str_mv |
|
dc.publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
publisher.none.fl_str_mv |
Biblioteca Digitais de Teses e Dissertações da USP |
dc.source.none.fl_str_mv |
reponame:Biblioteca Digital de Teses e Dissertações da USP instname:Universidade de São Paulo (USP) instacron:USP |
instname_str |
Universidade de São Paulo (USP) |
instacron_str |
USP |
institution |
USP |
reponame_str |
Biblioteca Digital de Teses e Dissertações da USP |
collection |
Biblioteca Digital de Teses e Dissertações da USP |
repository.name.fl_str_mv |
Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP) |
repository.mail.fl_str_mv |
virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br |
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1815257124022779904 |