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Determinants of Financial Literacy: Analysis of the Influence of Socioeconomic and Demographic Variables* * The authors thank the Brazilian National Council for Scientific and Technological Development (CNPq) for financial support. ,** ** Paper presented at the 38th AnPAD Meeting, Rio de Janeiro, Brazil, 2014

ABSTRACT

Financial literacy helps individuals make more assertive and efficient decisions in the monetary context of their lives. This study has as its central axis developing a model that explains the individuals' financial literacy level through socioeconomic and demographic variables. The sample consists of 1,400 individuals living in Rio Grande do Sul, Brazil, and data analysis was performed by using descriptive statistics and multivariate analysis techniques. As an indicator of the financial literacy level, a measure with three constructs was adopted: financial attitude, financial behavior, and financial knowledge. Logit and probit models were estimated from these explanatory variables: gender, marital status, dependent family members, occupation, age, educational level, father's educational level, mother's educational level, individual income, and family income. Marginal effects (incremental propensity) were positive and statistically significant at the usual levels for these variables: gender (9.56%), educational level (2.54%), individual income (6.32%), and family income (3.73%). The marginal effects (incremental propensities) were negative and statistically significant for the dummy dependent family members (-7.51%), indicating that men who do not have dependent family members and have higher educational and both individual income and family income levels are those who are more likely to belong to the group with high financial literacy levels. Furthermore, it was found that most respondents (67.1%) were classified as having a low financial literacy level. These findings confirm the urgency and need for devising effective actions to minimize the issue of financial illiteracy. It is particularly suggested that major efforts are undertaken to achieve women having dependent family members and low educational and income levels. Such a study is justified by the need to create a model that allows identifying the Brazilians' financial literacy level from socioeconomic and demographic variables. This identification may be useful, for instance, in assisting the various economic player to design financial strategies and products suitable to the customers profile. From the government viewpoint, it may enable, for instance, identifying the most vulnerable groups and thus focus on actions to improve the financial literacy level of these specific groups.

Keywords:
financial literacy; forecasting models; socioeconomic variables; demographic variables

RESUMO

A alfabetização financeira auxilia os indivíduos em tomadas de decisões mais assertivas e eficientes no contexto monetário de suas vidas. Este estudo tem como eixo central desenvolver um modelo que explique o nível de alfabetização financeira dos indivíduos a partir de variáveis socioeconômicas e demográficas. A amostra consiste de 1.400 indivíduos residentes no Rio Grande do Sul e a análise dos dados foi realizada por meio de estatísticas descritivas e técnicas de análise multivariada. Como indicador do nível de alfabetização financeira, adotou-se uma medida que contempla três construtos: atitude financeira, comportamento financeiro e conhecimento financeiro. Foram estimados modeloslogit e probit com as seguintes variáveis explicativas: gênero, estado civil, dependentes, ocupação, idade, escolaridade, escolaridade do pai, escolaridade da mãe, renda própria e renda familiar. Os efeitos marginais (propensões incrementais) foram positivos e estatisticamente significantes aos níveis usuais para as variáveis: gênero (9,56%), escolaridade (2,54%), renda própria (6,32%) e renda familiar (3,73%). Os efeitos marginais (propensões incrementais) foram negativos e estatisticamente significante para a dummy dependentes (-7,51%), indicando que os indivíduos do gênero masculino que não possuem dependentes e têm maiores níveis de escolaridade e de rendas própria e familiar são os que apresentam maior propensão a pertencer ao grupo com alto nível de alfabetização financeira. Além disso, constatou-se que a maioria dos pesquisados (67,1%) foi classificada como tendo um baixo nível de alfabetização financeira. Tais conclusões ratificam a urgência e a necessidade de desenvolver ações efetivas para minimizar o problema do analfabetismo financeiro. De modo especial, sugere-se que os maiores esforços sejam empreendidos para atingir os indivíduos do gênero feminino, com dependentes e baixos níveis de escolaridade e renda. Tal estudo justifica-se pela necessidade de desenvolvimento de um modelo que permita identificar o nível de alfabetização financeira dos brasileiros a partir de variáveis socioeconômicas e demográficas. Essa identificação pode ser útil, por exemplo, para auxiliar os diversos agentes econômicos na confecção de estratégias e produtos financeiros adequados ao perfil de seus clientes. Do ponto de vista governamental, pode permitir, por exemplo, identificar os grupos mais vulneráveis e, com isso, focar ações para melhoria do nível de alfabetização financeira desses grupos específicos.

Palavras-chave:
alfabetização financeira; modelos de previsão; variáveis socioeconômicas; variáveis demográficas

1 INTRODUCTION

Financial literacy has been recognized as a key skill for individuals who are embedded in an increasingly complex financial scenario. Despite its significance, many studies around the world indicate that much of the world's population still suffers from financial illiteracy and that measures to remedy the problem are urgently needed (Lusardi & Mitchell, 2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.; Atkinson & Messy, 2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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; Brown & Graf, 2013Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy6(2), art. 6. Recuperado em 10 abril, 2013, de Recuperado em 10 abril, 2013, de http://scholarcommons.usf.edu/numeracy/vol6/iss2/art6 .
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;Thaler, 2013Thaler, R. H. (2013 October 5). Financial literacy, beyond the classroom. The New York Times. Recuperado em 3 abril, 2015, de Recuperado em 3 abril, 2015, de http://www.nytimes.com/2013/10/06/business/financial-literacy-beyond-theclassroom.html?r=3& .
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; World Bank, 2014)World Bank (2014). Global financial development report: financial inclusion Report. Recuperado em 5 abril, 2015, de Recuperado em 5 abril, 2015, de http://siteresources.worldbank.org/EXTGLOBALFINREPORT /Resources/8816096-1361888425203/9062080-1364927957721/GFDR-2014_Complete_Report.pdf .
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. For adopting effective financial literacy strategies, it is a must there is initially a model that allows determining the individuals' financial literacy level and which are the priority focuses of action.

The Organisation for Economic Co-Operation and Development (OECD, 2013Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.) conceptualizes financial literacy as a combination of awareness, knowledge, skill, attitude, and behavior required to make financial decisions and ultimately achieve individual financial well-being. In the view of Criddle (2006Criddle, E. (2006). Financial literacy: goals and values, not just numbers. Alliance34, 4.), being financially literate includes learning about the choice of many alternatives for establishing financial goals.

A significant aspect related to the issue of financial literacy is the identification of its relationship with socioeconomic and demographic variables. Several studies have sought to identify these relationships. Results shown byLusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.), Atkinson and Messy (2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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), the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France., and Brown and Graf (2013Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy6(2), art. 6. Recuperado em 10 abril, 2013, de Recuperado em 10 abril, 2013, de http://scholarcommons.usf.edu/numeracy/vol6/iss2/art6 .
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) point out that women have lower financial literacy levels than men. Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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) found out that college students had an inadequate knowledge level, especially in relation to investments. In turn, Thaler (2013Thaler, R. H. (2013 October 5). Financial literacy, beyond the classroom. The New York Times. Recuperado em 3 abril, 2015, de Recuperado em 3 abril, 2015, de http://www.nytimes.com/2013/10/06/business/financial-literacy-beyond-theclassroom.html?r=3& .
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) suggests that financial literacy is highly correlated with other factors and, among them, Higher Education might be the key. Atkinson and Messy (2012)Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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observed that financial literacy tends to be higher among adults in the middle of their life cycle, and it is usually lower among young and elderly individuals. Results reported by Research (2003Research, R. M. (2003). Survey of adult financial literacy in Australia. ANZ Banking Group. Recuperado em 16 abril, 2013, de Recuperado em 16 abril, 2013, de http://www.anz.com/Documents/AU/Aboutanz/AN_5654 .
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) suggest that singles are significantly more likely to have poorer financial literacy than married individuals. Monticone (2010Monticone, C. (2010). How much does wealth matter in the acquisition of financial literacy? The Journal of Consumer Affairs 44(2), 403-422.) and Atkinson and Messy (2012)Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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found that low income levels are associated with low financial literacy levels. And, at last, Chen and Volpe (1998)Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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and Research (2003) observed that individuals with longer labor experience are more financially literate.

In turn, in the Brazilian context, studies that seek to assess the individuals' literacy are still very incipient, there are only research that found some differences in relation to socioeconomic and demographic variables (Flores, Vieira, & Coronel, 2013Flores, S. A. M., Vieira, K. M., & Coronel, D. A. (2013). Influência de fatores comportamentais na propensão ao endividamento. Faces: Revista de Administração12(1), 13-35.; Potrich, Vieira, & Ceretta, 2013Potrich, A. C. G., Vieira, K. M., & Ceretta, P. S. (2013). Nível de alfabetização financeira dos estudantes universitários: afinal, o que é relevante? Revista Eletrônica de Ciência Administrativa - RECADM12(3), 315-334.), with no proposition of models to simultaneously assess these variables. This article seeks to advance this issue. Specifically, it intends to develop a model in the Brazilian context that identifies the individuals' financial literacy through socioeconomic and demographic variables.

This study provides innovations in at least two aspects. First, by using a multidimensional construct to analyze financial literacy, proposed by Potrich, Vieira and Kirch (2014Potrich, A. C. G., Vieira, K. M., & Kirch, G. (2014). Você é alfabetizado financeiramente? Descubra no termômetro de alfabetização financeira. Encontro Brasileiro de Economia e Finanças Comportamentais São Paulo, SP, Brasil, 01.), which simultaneously covers the financial attitude, financial behavior, and financial knowledge, as suggested by the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.. According to Fernandes, Lynch and Netemeyer (2014Fernandes, D., Lynch, J. G., & Netemeyer, R. G. (2014). Financial literacy, financial education, and downstream financial behaviors. Management Science60(8), 1861-1883.), there is a marked disconnection between conceptual definitions of financial literacy, thus it might be worth devising new, rather connected measures. It is believed that the measure proposed byPotrich et al. (2014)Potrich, A. C. G., Vieira, K. M., & Kirch, G. (2014). Você é alfabetizado financeiramente? Descubra no termômetro de alfabetização financeira. Encontro Brasileiro de Economia e Finanças Comportamentais São Paulo, SP, Brasil, 01. meets this need and it is, therefore, the most suitable option for our purposes.

Second, by estimating a model that seeks to explain financial literacy level through socioeconomic and demographic variables. According to Fernandes et al. (2014Fernandes, D., Lynch, J. G., & Netemeyer, R. G. (2014). Financial literacy, financial education, and downstream financial behaviors. Management Science60(8), 1861-1883.), people with certain psychometric profiles are more likely to engage in activities that increase their financial literacy levels.

The estimation of a model having this nature is of paramount importance, as governments around the world are interested in finding effective approaches to increase the financial literacy level among the population, by creating or improving its national strategies, aiming to offer learning opportunities at the various educational levels (Atkinson & Messy, 2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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). It is also important that players in the financial system determine the financial literacy of their clients/investors, so that they are able to devise various strategies and products. It is believed that these innovations and contributions fully justify this study.

The rest of this study is structured as follows: first, the key concepts and the relationship between socioeconomic and demographic variables and financial literacy are introduced. Then, the most relevant aspects of the methodological procedures are introduced and, finally, there are the analysis and discussion of results, as well as the final remarks of the study conducted.

2 THEORETICAL FRAMEWORK

2.1 Financial Literacy

Financial literacy has been recognized worldwide as a significant element of stability and economic and financial growth, which is reflected in the recent approval of the High-Level Principles on National Strategies for Financial Education by the OECD, endorsed through a G20 meeting (OECD, 2013Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.). However, there are some gaps in key aspects involving financial literacy. The first is the fact that the term financial literacy has been often used as a synonym for financial education or financial knowledge, since these two constructs are conceptually different and using them as synonyms may lead to problems, because financial literacy goes beyond financial education. Huston (2010Huston, S. J. (2010). Measuring financial literacy. The Journal of Consumer Affairs44(2), 296-316.) argues that financial literacy has two dimensions: understanding, which represents personal financial knowledge or financial education, and its use, i.e. the application of such knowledge in personal financial management.

Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.) state that, although it is worth assessing how people are financially literate, in practice, it is hard to explore the way how people process financial information and make decisions based on this knowledge. This is so because financial literacy covers a number of concepts, including financial awareness and knowledge, financial skills, and financial capability, and it is hard to capture all this information in a reasonable length of time to research.

Although research in the financial literacy field has increased over the years, there is little consistency in the way how it is defined, as several authors address the topic differently, assigning different connotations to it (Hung, Parker, & Yoong, 2009Hung, A. A., Parker, A. M., & Yoong, J. (2009). Defining and measuring financial literacy [Working Paper n. 708]. Social Science Research Network, Santa Monica.). Also, studies have highlighted the ambiguous use of financial literacy, especially in grasping the differences between these constructs, i.e. financial knowledge or financial education. In this way, Robb, Babiarz and Woodyard (2012Robb, C. A., Babiarz, P., & Woodyard, A. (2012). The demand for financial professionals' advice: the role of financial knowledge, satisfaction, and confidence. Financial Services Review 21(4), 291-305.) make a distinction between the terms, claiming that financial literacy involves the ability to understand financial information and make effective decisions by using such information, while financial education means simply recalling a set of facts, i.e. financial knowledge. In short, the main focus of financial education is knowledge, while financial literacy involves, in addition to knowledge, the individuals' behavior and financial attitude. Thus, as stated by Mccormeck (2009Mccormeck, M. H. (2009). The effectiveness of youth financial education: a review of the literature. Journal of Financial Counseling and Planning20(1), 70-83. ) and Huston (2010Huston, S. J. (2010). Measuring financial literacy. The Journal of Consumer Affairs44(2), 296-316.), financial literacy goes beyond the primary idea of financial education.

A definition that properly covers this idea is proposed by the OECD, where financial literacy is regarded as a combination of awareness, knowledge, skill, attitude, and behavior needed to make sound financial decisions and ultimately achieve individual financial well-being (OECD, 2013Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.). Thus, the OECD addresses financial literacy in three dimensions: financial knowledge, financial behavior, and financial attitude. This paper adopts such a definition, where financial literacy is defined as a combination of financial behavior, financial knowledge, and financial attitude. This choice is justified because this concept is widely used in the literature, and it encompasses the largest number of dimensions (Atkinson & Messy, 2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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).

The dimension financial knowledge is a particular kind of human capital that is acquired throughout the life cycle, by learning subjects that affect the ability to effectively manage revenues, expenses, and savings (Delavande, Rohwedder, & Willis, 2008Delavande, A., Rohwedder, S., & Willis, R. J. (2008). Preparation for retirement, financial literacy and cognitive resources. [Working Paper n. 2008-190]. Michigan Retirement Research Center. Recuperado em 25 abril, 2013, de Recuperado em 25 abril, 2013, dehttp://www.mrrc.isr.umich.edu/publications/papers/pdf/wp190.pdf .
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). Financial behavior is a key element of financial literacy, and it is undoubtedly the most important (OECD, 2013Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.). According to Atkinson and Messy (2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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), the positive results of being financially literate are driven by behavior such as planning expenses and building financial security, on the other hand, certain behaviors, such as excessive use of credit, may reduce financial well-being. In turn, financial attitudes are established through economic and non-economic beliefs held by a decision maker on the outcome of a certain behavior and they are, therefore, a key factor in the personal decision-making process (Ajzen, 1991Ajzen, I. (1991). The theory of planned behaviorOrganizational Behavior and Human Decision Processes50(2), 179-211.). Table 1 provides a synthesis of the key concepts and dimensions involving financial literacy.

Table 1
Key concepts and dimensions involving financial literacy

In summary, it is noticed that several authors conceptualize financial literacy as a synonym for financial knowledge or financial education, because they measure it only through these constructs. Thus, most definitions are driven by concepts of knowledge and some do that more broadly, also measuring the application of such knowledge as a concept of financial literacy. However, it is noticed that some researchers conceptualize it broadly, measuring it through other aspects, such as financial behavior, financial attitude, financial experiences, among others. So, it is noticed that the lack of a standardized set of consistent financial literacy measures did not prevent the emergence of a significant number of studies.

2.2 Relationship between Socioeconomic and Demographic Variables and Financial Literacy

In a survey conducted with undergraduate students, Shim, Barber, Card, Xiao and Serido (2010Shim, S., Barber, B. L., Card, N. A., Xiao, J. J., & Serido, J. (2010). Financial socialization of first-year college students: the roles of parents, work, and education. Journal of Youth and Adolescence39(12), 1457-1470) found that, while some students were seeking to learn how to better manage their finances, others engaged in risky behaviors. According to the authors, a better understanding of the reason for the occurrence of such behavior disparity may be obtained by analyzing the students' socioeconomic and demographic profile, having in mind its influence on financial literacy. In this context, other studies have shown associations and influences of socioeconomic and demographic variables with/on the individuals' financial literacy levels. The main variables under analysis are gender, age, marital status, occupation, number of dependent family members, the educational level of an individual and her/his parents, and income.

Regarding gender, Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.) found that women are significantly less likely to answer the questions correctly and more prone to say they do not know the answer. This fact is remarkably similar in financially different countries (Lusardi & Wallace, 2013Lusardi, A., & Wallace, D. (2013). Financial literacy and quantitative reasoning in the high school and college classroom. Numeracy(2).). On the other hand, women also assess their own financial literacy level more conservatively. According to Lusardi and Mitchell (2011)Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525., this finding is the same both for developed countries and the developing countries. Studies conducted by Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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) extend the evidence that women have greater difficulty in performing financial calculations and lower knowledge level, which ultimately hinder the ability of making responsible financial decisions.

The differences found in gender may be a result of the socialization of individuals. A study by Edwards, Allen and Hayhoe (2007Edwards, R., Allen, M. W., & Hayhoe, C. R. (2007). Financial attitudes and family communication about students' finances: The role of sex differences. Communication Reports20(2), 90-100.) concluded that parents maintain different expectations for sons and daughters, as they have higher expectations concerning work and savings for their sons, thus they are more likely to talk about money with their sons. In contrast, the authors observed that parents educate daughters to be financially dependent, since they receive more financial support from their parents than sons at a university age. So, it seems that the significant difference between men and women is explained by the fact that men tend to see money as power and they believe that having money will make them more socially desirable, while women seem to have a rather passive approach to money (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.).

Regarding age, major research suggests that financial literacy tends to be higher among adults in the middle of their life cycle and, it is usually lower among young and elderly individuals (Research, 2003Research, R. M. (2003). Survey of adult financial literacy in Australia. ANZ Banking Group. Recuperado em 16 abril, 2013, de Recuperado em 16 abril, 2013, de http://www.anz.com/Documents/AU/Aboutanz/AN_5654 .
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; Agarwal, Driscoll, Gabaix, & Laibson, 2009Agarwal, S., Driscoll, J., Gabaix, X., & Laibson, D. (2009). The age of reason: financial decisions over the lifecycle with implications for regulation. Brookings Papers on Economic Activity 2, 51-117.). Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.) showed that respondents aged between 25 and 65 tend to hit 5% more questions than those under 25 or over 65 years. In addition, Scheresberg (2013Scheresberg, C. B. (2013). Financial literacy and financial behavior among young adults: evidence and implications. Numeracy 6(2).) found that young adults (25-34 years) have used loans with high costs.

Marital status is also correlated with the financial literacy level. According to Research (2003Research, R. M. (2003). Survey of adult financial literacy in Australia. ANZ Banking Group. Recuperado em 16 abril, 2013, de Recuperado em 16 abril, 2013, de http://www.anz.com/Documents/AU/Aboutanz/AN_5654 .
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) andBrown and Graf (2013Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy6(2), art. 6. Recuperado em 10 abril, 2013, de Recuperado em 10 abril, 2013, de http://scholarcommons.usf.edu/numeracy/vol6/iss2/art6 .
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), singles have a significant propensity to lower financial literacy levels, when compared to married individuals. In general, when people have a low financial literacy level, they run the risk of making bad financial decisions that, in the long term, may result in debts and the latter endanger the well-being of their relationships (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.). Ratifying such evidence, Dew (2008Dew, J. (2008). Debt change and marital satisfaction change in recently married couples. Family Relations57(1), 60-71. ) found that consumer debt is a major threat to marital satisfaction and, therefore, married individuals have higher financial literacy levels.

Regarding the number of dependent family members, the same argument above might be used: aiming at family well-being, individuals with dependent family members might have greater concern with the budget, thus higher financial literacy level. The empirical results, however, do not corroborate this expectation. Servon and Kaestner (2008Servon, L. J., & Kaestner, R. (2008). Consumer financial literacy and the impact of online banking on the financial behavior of lower-income bank customers. Journal of Consumer Affairs42(2), 271-305.) found that those having a child are less likely to show low financial literacy levels than those with two or three children. In addition, Mottola (2013Mottola, G. R. (2013). In our best interest: women, financial literacy, and credit card behavior., Numeracy 6(2).) found that families with dependent individuals were more prone to show low financial literacy levels. A potential explanation for these results lies on the reverse causality: individuals with high (low) financial literacy level are more (less) concerned about family planning.

By analyzing occupation, Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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) found that individuals with longer labor experience undergo a larger number of financial situations, therefore they acquire more knowledge, thus facilitating the analysis of more complex information and providing a basis for decision-making. On the other hand, according to Research (2003Research, R. M. (2003). Survey of adult financial literacy in Australia. ANZ Banking Group. Recuperado em 16 abril, 2013, de Recuperado em 16 abril, 2013, de http://www.anz.com/Documents/AU/Aboutanz/AN_5654 .
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), unskilled or unemployed workers tend to show lower performance due to less contact with financial issues. In addition, financial illiteracy is associated with low job performance and workers' productivity (Kim & Garman, 2004Kim, J., & Garman, E. T. (2004). Financial stress, pay satisfaction and workplace performance. Compensation Benefits Review36(1), 69-76.). Working arrangements may also influence financial attitudes and behaviors, considering that individuals with steady income have better conditions to organize and plan their financial life (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.).

Greater financial literacy levels are found in individuals with higher education levels and greater access to financial information. In this way,Amadeu (2009Amadeu, J. R. (2009). A educação financeira e sua influência nas decisões de consumo e investimento: proposta de inserção da disciplina na matriz curricular Dissertação de mestrado, Universidade do Oeste Paulista, São Paulo, SP, Brasil. ) points out that more contact, during undergraduate or specialized courses, with subjects related to finance and economics positively influences on the daily financial practices. Students from the courses of Economics, Administration, and Accounting had higher financial knowledge level. Corroborating such evidence, Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.) found that individuals with low educational level are less likely to answer the questions correctly and also more likely to say they do not know the answer. However, Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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), when assessing students' knowledge on personal finance, found that students, regardless of their educational degree, had an inadequate knowledge level, particularly with regard to investments.

In the same context, the literature suggests that parents play a major role by influencing their children's consumer behavior. Studies have confirmed that most individuals learn more about money management with their parents (Pinto, Parente, & Mansfield, 2005Pinto, M. B., Parente, D. H., & Mansfield, P. M. (2005). Information learned from socialization agents: its relationship to credit card use. Family and Consumer Sciences Research Journal 33(4), 357-367.; Clarke, Heaton, Israelsen, & Eggett, 2005Clarke, M. D., Heaton, M. B., Israelsen, C. L., & Eggett, D. L. (2005). The acquisition of family financial roles and responsibilities. Family and Consumer Sciences Research Journal33(4), 321-340.). In turn, Jorgensen (2007Jorgensen, B. L. (2007). Financial literacy of college students: parental and peer influences. Unpublished master's thesis. Virginia Polytechnic Institute and State University, Blacksburg, Virginia.) found that parents significantly influence their children's knowledge, attitudes, and financial behavior and Mandell (2008Mandell, L. (2008). Financial literacy of high schools students.Handbook of Consumer Finance Research, New York: Springer.) found that the financial literacy of individuals is uniformly related to their parents' education levels. For these reasons, parental education would might play a significant role in their children's literacy.

Regarding income, Atkinson and Messy (2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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) found that low income levels are associated with lower financial literacy levels. Monticone (2010Monticone, C. (2010). How much does wealth matter in the acquisition of financial literacy? The Journal of Consumer Affairs 44(2), 403-422.) found that wealth has a little, but positive, effect on financial literacy. In turn, Hastings and Mitchell (2011Hastings, J., & Mitchell, O. S. (2011). Financial literacy: implications for retirement security and the financial marketplace.Oxford, UK: Oxford University Press.) provide experimental evidence to show that financial literacy is related to wealth. In a study on financial literacy, students from high-income families had significantly higher knowledge levels than students from low-income families (Johnson & Sherraden, 2007Johnson, E., & Sherraden, M.S. (2007). From financial literacy to financial capability among youth. Journal of Sociology and Social Welfare34(3), 119-146.). In addition, low-income individuals are more likely to drop out of school, something that, in the long run, contributes to their financial illiteracy (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.). There is also in this case the possibility of reverse causation: individuals with high financial literacy levels, when making better financial decisions, achieve higher income level than individuals with low financial literacy levels. Table 2 shows a synthesis of the relationships between financial literacy and socioeconomic and demographic variables mentioned above.

Table 2
Synthesis of the relationship between socioeconomic and demographic variables and financial literac y

3 METHODOLOGICAL PROCEDURES

3.1 Research Hypotheses

Based on the theoretical framework and relationships found in the literature, the following research hypotheses were formulated:

◆ H1: Men have higher propensity to join the group with higher financial literacy levels vis-à-vis women.

◆ H2: Young and elderly individuals are less likely to join the group with the highest financial literacy level than middle-aged individuals.

◆ H3: Married individuals are more likely to join the group with higher financial literacy levels when compared to single individuals.

◆ H4: Individuals with dependent family members are less likely to join the group with the highest financial literacy level vis-à-vis individuals with no dependent family members.

◆ H5: Individuals with occupation have higher propensity to join the group with higher financial literacy levels than unemployed individuals.

◆ H6: The higher an individual's education level, the more likely she/he is to join the group with higher financial literacy levels.

◆ H7: The higher the parental educational level, the more likely an individual is to join the group with higher financial literacy levels.

◆ H8: The higher the income level (individual and family), the more likely the individual is to join the group with higher financial literacy levels.

3.2 Sample and Research Instrument

The research was conducted in the state of Rio Grande do Sul, Brazil, and it covered each of the seven mesoregions in this state, in order to determine the financial literacy level of the state's population, as well as to devise an indicator for its assessment. Thus, the target population consisted of inhabitants older than 18 years from the state of Rio Grande do Sul. Thus, considering the amplitude of this population, which totals 7,932,758 individuals, according to the Brazilian Institute of Geography and Statistics (IBGE, 2010Instituto Brasileiro de Geografia e Estatística (2010). Estados, censo demográfico 2010 Recuperado em 16 setembro, 2013, de Recuperado em 16 setembro, 2013, de http://www.ibge.gov.br/estadosat/perfil.php?sigla=RS .
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), and adopting a sampling process with 95% confidence level and 3.0% sampling error, a sample with 1,067 individuals was obtained, distributed according to the stratum of respondents to be achieved in each mesoregion in Rio Grande do Sul. At the end of the collection period, a final sample of 1,400 individuals was obtained. To carry out data collection, 10 researchers were trained to apply the instrument in November and December 2013.

It is also noteworthy that the questionnaires were applied face to face to respondents, through home visits and meetings at public places. Along with the questionnaire, a free and informed consent term was handled to respondents, and only the study subjects who, after reading the term, agreed to participate in the survey.

To measure the financial literacy l evel, a multidimensional measure proposed by Potrich et al. (2014Potrich, A. C. G., Vieira, K. M., & Kirch, G. (2014). Você é alfabetizado financeiramente? Descubra no termômetro de alfabetização financeira. Encontro Brasileiro de Economia e Finanças Comportamentais São Paulo, SP, Brasil, 01.) was used, which includes the three constructs suggested by the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.: financial attitude, financial behavior, and financial knowledge. To measure financial attitude, an instrument prepared having the scales proposed by Shockey (2002Shockey, S. S. (2002). Low-wealth adults financial literacy. Money management behavior and associates factors, including critical thinking. Unpublished master's thesis. University of Utah, United States.) and the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France. as a basis was used. The financial attitude scale, consisting of ten Likert-like questions, with five points, aims to identify how the individual assesses her/his financial management. The more a respondent partially or fully disagrees with the claims made, the better her/his financial attitude.

To measure the behavior adopted by respondents, measures proposed by Shockey (2002Shockey, S. S. (2002). Low-wealth adults financial literacy. Money management behavior and associates factors, including critical thinking. Unpublished master's thesis. University of Utah, United States.), O'Neill and Xiao (2012O'Neill, B., & Xiao, J. (2012). Financial behaviors before and after the financial crisis: evidence from an online survey. Journal of Financial Counseling and Planning 23(1), 33-46.), and the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France. were used. The scale, consists of 27 Likert-like questions, with five points, assesses the individuals' financial behavior level. The higher the frequency of a respondent with regard to her/his statements, the better her/his behavior in managing finances.

Finally, as for the questions related to financial knowledge, a financial literacy index was constructed, based on multiple choice questions adapted from Van Rooij, Lusardi and Alessie (2011Van Rooij, M. C. J., Lusardi, A., & Alessie, R. J. M. (2011). Financial literacy and retirement planning in the Netherlands. Journal of Economic Psychology32(4), 593-608. ), the OECD (2013)Organisation for Economic Co-Operation and Development .OECD. (2013). Financial literacy and inclusion: Results of OECD/INFE survey across countries and by gender. OECD Centre, Paris, France.,Klapper, Lusardi and Panos (2013Klapper, L., Lusardi, A., & Panos, G. A. (2013). Financial literacy and its consequences: Evidence from Russia during the financial crisis. Journal of Banking & Finance37(10), 3904-3923.), and on the National Financial Capability Study (NFCS, 2013National Financial Capability Study (NFCS). (2013). Report of findings from the 2012. Financial Industry Regulatory Authority. Recuperado em 30 abril, 2014, de Recuperado em 30 abril, 2014, de http://www.usfinancialcapability.org/downloads/NFCS_2012 .
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). The factor, consisting of thirteen questions, aims to explore the respondent's knowledge level concerning issues such as inflation, interest rates, value of money over time, risk, return, diversification, stock market, credit, and government securities. For each of the thirteen financial literacy questions a value equal to 1 was assigned for the correct answer and a value equal to 0 for the incorrect answer. Thus, the financial knowledge index ranged from 0 (where the individual failed in all questions) to 13 (where the individual hit all questions). According to Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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), respondents were then classified as low financial literacy level holders (score lower than 8), medium financial knowledge level (score between 8 and 10), and high financial knowledge level (score higher than 10).

By means of this instrument (see the Appendix Appendix Questions concerning the constructs financial attitude, behavior, and knowledge Financial attitude 1. It is important to set goals for the future. 2. I do not worry about the future, I live only in the present. ** 3. Saving is impossible for our family. 4. After making a decision about money, I tend to worry too much about my decision. 5. I like to buy things, because it makes me feel good. 6. It is hard to build a family spending plan. 7. I am willing to spend money on things that are important to me. 8. I believe the way I manage my money will affect my future. 9. I think it is more satisfying to spend money than save it for the future. ** 10. Money is made to be spent. ** Financial behavior 11. I make notes and control my personal spending (e.g. monthly spreadsheet of income and expenses). 12. I compare prices when making a purchase. 13. I save some money I receive each month for a future need. ** 14. I have a spending/budget plan. 15. I am able to identify the costs I pay to buy a product on credit. 16. I set goals to guide my financial decisions. 17. I usually reach the goals I set when managing my money. 18. I discuss with my family about how I spend our money. 19. I pay my bills on time. 20. I save a part of my income every month. ** 21. I spend money before getting it. 22. I often ask family or friends to borrow me money to pay my bills. 23. I analyze my bills before making a large purchase. 24. Every month I have enough money to pay all expenses of my own and fixed household expenses. 25. I keep organized financial records and I can find documents easily. 26. I avoid buying on impulse and use shopping as a form of entertainment. 27. I pay the credit card invoices in full to avoid interest charges. 28. I save money regularly to achieve long-term financial goals such as, e.g. my children's education, purchasing a home, retirement. ** 29. I know the percentage I pay as income tax. 30. I have my money invested in more than one kind of investment (real estate, stocks, bonds, savings). 31. I start saving more when I get a pay rise. ** 32. I have a financial reserve equal to or greater than 3 times my monthly expenses, and it can be quickly accessed. 33. Calculate my estate annually. 34. Before buying anything, I carefully check whether I am able to pay for it. 35. People think my income is not enough to cover my expenses. 36. In the last 12 months I have been able to save money. ** 37. When deciding on which financial products and loans I will use, I consider the options from various companies/banks. Financial knowledge 38. Assume you have R$ 100.00 in a savings account at an interest rate of 10% per year. After five years, which is the value you have in savings? Consider no money has been deposited or withdrawn. * More than R$ 150.00. Less than R$ 150.00. Exactly R$ 150.00. I do not know. 39. Assume Joseph inherits R$ 10,000.00 today and Pedro inherits R$ 10,000.00 in about 3 years. Because of inheritance, who will get richer? * José. They are equally rich. Pedro. I do not know. 40. Imagine that the interest rate on your savings account is 6% per year and the inflation rate is 10% per year. After one year, how much you will be able to buy with money from that account? Consider no money has been deposited or withdrawn. More than today. * Less than today. Exactly the same. I do not know. 41. Assume that in 2014 your income will double and the prices of all goods also will double. In 2014, how much will you be able to buy with your income? More than today. Less than today. Financial knowledge * Exactly the same. I do not know. 42. Considering a long period of time (e.g. 10 years), which asset does usually offer higher return? Savings account. Government securities. * Stocks. I do not know. 43. Usually, which asset has the highest fluctuations over time? Savings account. Government securities. * Stocks. I do not know. 44. When an investor distributes his investments among different assets, the risk of losing money: Increases. Remains unchanged. * Decreases. I do not know. 45. A loan with maturity of 15 years usually requires higher monthly payments than a 30-year loan, but the total amount of interest paid at the end of the loan will be lower. This statement is: * True. I do not know. False. 46. Assume you took a loan of R$ 10,000.00 to be paid after one year and the total cost with interest is R$ 600.00. The interest rate you will pay on this loan is: 0.3%. * 6%. 0.6%. I do not know. 3%. 47. Assume you saw the same television at two different stores for the initial price of $ 1,000.00. The Shop A offers a discount of R$ 150.00, while shop B offers a discount of 10%. What is the best alternative? * Buying in shop A (discount of R$ 150.00). I do not know. Buying in shop B (discount of 10%). 48. Imagine five friends receive a donation of R$ 1,000.00 and must equally divide the money between them. How much will any of them get? 100. 5,000. * 200. I do not know. 1,000. 49. An investment with high return rate will have high risk rate. This statement is: * True. I do not know. False. 50. When the inflation rate increases, the cost of living rises. This statement is: * True. I do not know. False. Note: * Correct answer to the question. ** Validated questions about the constructs. ) and using confirmatory factor analysis and cluster analysis, Potrich et al. (2014Potrich, A. C. G., Vieira, K. M., & Kirch, G. (2014). Você é alfabetizado financeiramente? Descubra no termômetro de alfabetização financeira. Encontro Brasileiro de Economia e Finanças Comportamentais São Paulo, SP, Brasil, 01.) developed a methodology for calculating the financial literacy level and they proposed two clusters of individuals, those with high financial literacy levels and those with a low level of it.

Following the indicator proposed, the measure used in this study is a binary variable whose value is zero (0) for individuals classified as having low financial literacy level and one (1) for individuals with high financial literacy levels.

The socioeconomic and demographic variables selected having the theoretical framework as a basis are: gender (nominal scale: female (0), male (1)), marital status (nominal scale: single (0), married (1)), with dependent family members (nominal scale: no (0), yes (1)), occupation (nominal scale: does not work (0), works (1)), age (ratio scale: number of years since birth), educational level (ordinal scale: Elementary School (1), High School (2), technical education (3), Higher Education (4), specialization course or MBA (5), and Masters'/Ph.D./post-Ph.D. education (6)), father's education (ordinal scale: equal to that of the educational level), mother's education (ordinal scale: equal to that of the educational level), individual income (ordinal scale: I do not have income (1), up to R$ 700.00 (2), between R$ 700.01 and R$ 1,400,00 (3), between R$ 1,400.01 and R$ 2,100.00 (4), between R$ 2,100.01 and R$ 3,500.00 (5), between R$ 3,500.01 and R$ 7,000.00 (6), between R$ 7,000.01 and R$ 14,000.00 (7), and more than R$ 14,000.00 (8)), and family income (ordinal scale: up to R$ 700.00 (1), between R$ 700.01 and R$ 1,400.00 (2), between R$ 1,400.01 and R$ 2,100.00 (3), between R$ 2,100.01 and R$ 3,500.00 (4), between R$ 3,500.01 and R$ 7,000.00 (5), between R$ 7,000.01 and R$ 14,000.00 (6), and more than R$ 14,000.00 (7)).

3.3 Econometric Model

To analyze the relationship between financial literacy and socioeconomic and demographic variables, this nonlinear model was estimated:

where y is the dependent variable (financial literacy level), x are the explanatory variables (socioeconomic and demographic), α and β1,..., β11 are the estimated parameters, and G (·) is a cumulative distribution function (CDF), whose specific form depends on the estimator used.

For the purposes of estimation, the logistic model - logit was chosen (assuming that the residue has CDF logistics) and, for the purposes of comparison and robustness, the probit model was used (assuming that the residue has normal CDF). According to Gujarati (2006Gujarati, D. (2006). Econometria Básica (4 ed.). Rio de Janeiro: Elsevier., p. 480), "both for historical and practical issues, the CDF usually chosen (...) are (1) the logistic and (2) the normal." Also according to Gujarati (2006, p. 495), "in most applications, the models are very similar, and the main difference is that the logistic distribution has slightly fatter tails (...). Therefore, there are no compelling reasons to prefer one model to another." Although the models are similar, the estimated coefficients are not directly comparable (Gujarati, 2006Gujarati, D. (2006). Econometria Básica (4 ed.). Rio de Janeiro: Elsevier.) and, for this reason (and for the purposes of analyzing the economic effect of each variable), the estimated marginal effects will also be shown for each variable, and they are directly comparable.

As we may see, all variables get into the model with a linear term, exceptage, which besides the linear term has a quadratic term. The inclusion of the quadratic term is due to the expectation that the relationship between financial literacy and age is nonlinear and shaped like a parable, i.e. middle aged individuals have higher propensity to join the group with higher financial literacy levels, when compared to young and elderly individuals. Therefore, a positive coefficient is expected for the linear term of the variable age and a negative coefficient for its quadratic term. For all other variables, except having dependent family members, positive marginal effects are expected.

4 ANALYSIS OF RESULTS

This section is divided into three parts: first, the results of univariate and bivariate analyses are shown and discussed; then, the results of estimating the nonlinear model proposed are shown and discussed; and, finally, with less depth, the robustness tests used to check whether the results are sensitive to alternative model specifications are shown and discussed.

4.1 Univariate and Bivariate Analyses

Table 3 displays the descriptive statistics1 1 Only the appropriate descriptive statistics are shown for each variable scale of the variables used in this study for a sample of 1,400 individuals from the state of Rio Grande do Sul, aged over 18 years. In this sample, 44.5% of the subjects were men, 34.5% are married, 29.1% have dependent family members, and 67.5% pursue any professional activity. The average age (median) of these individuals is 29.8 (25) years, the median educational level is complete Higher Education, father's (mother's) the median educational level is High School (High School), and the median individual income (family) is between R$ 700.01 and R$ 1,400.00 (between R$ 2,100.01 and R$ 3,500.00). Regarding the dependent variable of this study, only 32.9% of the respondents were classified as having high financial literacy levels.

Table 3
Continuation

Spearman's correlation matrix for ranking variables with an ordinal or ratio scale is displayed in Table 4. All correlations are statistically different from zero at a 10% significance level (except between age and educational level) and they are usually low, indicating that multicollinearity problems are of lesser order. The highest correlations occur between father and mother's educational levels (r(1388) = 0.63; p < 0.01), indicating that respondents' parents tend to have similar educational levels, and between age and individual income (r(1388) = 0.51; p < 0.01), suggesting that older individuals tend to have higher income. It is also worth highlighting the positive correlations between educational level and individual income and between father/mother's educational level and family income, indicating that higher educational levels are associated with higher income levels.

Table 4
Correlation matrix of study variables

For a preliminary analysis of the association between socioeconomic and demographic variables and financial literacy, Table 5 displays the frequency distribution (contingency tables) of the variable financial literacy for each value of the explanatory variables with a nominal or ordinal scale. Moreover, in the last column of this table, there is the Pearson's chi-square association measure - χ2(1, N = 1400) - (p value in brackets) between each pair: explanatory variable x financial literacy. It is worth mentioning this is a bivariate analysis and, therefore, the association measure between each pair of variables does not take into account changes in the other explanatory variables.

Table 5
Contingency tables - financial literacy x explanatory variables

From the association measure presented, it can be seen that there is a statistically significant dependence at the 10% level between financial literacy and these variables: gender, having dependent family members, occupation, educational level, mother's educational level, individual income, and family income. Among men, there is a greater proportion of individuals with high financial literacy level (40.6%) than among women (26.6%), corroborating a priori expectations and previous studies. Among individuals having dependent family members is lower proportion with high financial literacy level (27.5%) than among individuals without dependent family members (35.1%), a result in line with previous studies. Among the individuals who work, there is higher proportion with high financial literacy level (34.7%) than among individuals who do not work (29%), a result consistent with a priori expectations and previous studies. As expected, the proportion of individuals with high financial literacy levels increases along with educational levels (monotonously), mother's educational level (except at the utmost level), individual income (except at the utmost level), and family income (except at the utmost level). Finally, it is worth noticing the relatively marked increase in the proportion of individuals with high financial literacy levels, when switching from Elementary School to High School (17.8% increase), from Higher Education to specialization or MBA (10.6% variation), and from this level to the Masters'/Ph.D./Post-Ph.D. Education (13.6% variation), indicating a strong relationship between education and financial literacy.

4.2 Main Results

Table 6 shows the results of the nonlinear model estimation, defined in the previous section, by means of logit and probit estimators. In addition to the coefficients for each model variable, there are, in the immediately right column, the marginal effects calculated on the median of ordinal scale variables and ratio and observed frequency of the variables in nominal scale. As the results of the two estimators are qualitatively equal and very similar marginal effects, only the results of the logit model will be discussed.

Table 6
Results of estimating the nonlinear model

Confirming the results of the bivariate analysis and the hypothesis H1, the variable gender has a positive coefficient (0.441), which is statistically significant at 1% on the estimated model, pointing out that men have higher propensity to join the group with higher levels of financial literacy. In qualitative and quantitative terms, this finding is similar to that found byChen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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): the logistic regression coefficient of the variable positive gender (0.633) and significant at 1%. If everything is constant, men have a 9.56% higher probability of belonging to the group with high financial literacy levels, when compared to women. This result corroborates the results of Scheresberg (2013Scheresberg, C. B. (2013). Financial literacy and financial behavior among young adults: evidence and implications. Numeracy 6(2).), who found that the gender gap is larger concerning the inflation issue, where women have 20 percentage points less propensity to answer correctly than men. It is also in line with findings of Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.), Atkinson and Messy (2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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), and Brown and Graf (2013Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy6(2), art. 6. Recuperado em 10 abril, 2013, de Recuperado em 10 abril, 2013, de http://scholarcommons.usf.edu/numeracy/vol6/iss2/art6 .
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) that women usually have lower financial literacy levels than men and it is consistent with the hypothesis that there are differences in the way how men and women are educated with regard to financial aspects and/or in the way how they cope with these issues (Edwards et al., 2007Edwards, R., Allen, M. W., & Hayhoe, C. R. (2007). Financial attitudes and family communication about students' finances: The role of sex differences. Communication Reports20(2), 90-100.; Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.). In addition, women are pointed out as having greater difficulty than men in performing financial calculations, and they also do not master the primary financial concepts and have lower knowledge level, something which hinders making responsible financial decisions (Sekita, 2011Sekita, S. (2011). Financial literacy and retirement planning in Japan. Journal of Pension Economics and Finance 10(4), 637-656.).

The variable has a negative coefficient, statistically significant at 5% in the estimated regressions, thus it does not reject the hypothesis H4 of this research. Individuals with dependent family members have a 7.51% lower probability of belonging to the group with high financial literacy levels than individuals without dependents, a marginal effect close to that obtained in the bivariate analysis. A result consistent with the findings ofScheresberg (2013Scheresberg, C. B. (2013). Financial literacy and financial behavior among young adults: evidence and implications. Numeracy 6(2).), who observed that individuals who have dependent family members, either one or two, are less likely to answer the questions correctly, ranging from 4 to 7 percentage points lower propensity when compared to those without dependent family members. Moreover, although in line with the results reported byServon and Kaestner (2008Servon, L. J., & Kaestner, R. (2008). Consumer financial literacy and the impact of online banking on the financial behavior of lower-income bank customers. Journal of Consumer Affairs42(2), 271-305.) andMottola (2013Mottola, G. R. (2013). In our best interest: women, financial literacy, and credit card behavior., Numeracy 6(2).), this result is not consistent with the hypothesis that individuals with dependent family members, who aim at the family well-being, might have greater concern about the budget and thus higher financial literacy level.

As expected and corroborating the results of Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.), the variable education had a positive coefficient (0.119) and statistically significant at 5%, thus it does not reject the hypothesis H6 of this research. Such result, in qualitative terms, is similar to that found by Scheresberg (2013Scheresberg, C. B. (2013). Financial literacy and financial behavior among young adults: evidence and implications. Numeracy 6(2).), who, using a multiple linear regression, identified positive and low coefficients for lower educational levels (High School: 0.067) and positive and high coefficients for higher educational levels (graduate education: 0.388), suggesting that financial literacy rises sharply along with the educational level. In quantitative terms, an additional increase2 2 Rigorosamente, esse é o efeito marginal de um nível adicional de escolaridade para um indivíduo com escolaridade mediana. Na amostra do presente estudo, é o efeito marginal para um indivíduo com ensino superior. No entanto, os efeitos marginais para outros níveis de escolaridade são muito semelhantes em termos de magnitude (resultados não reportados, mas disponíveis sob requisição) e, portanto, não se fará distinção na análise dos resultados. O mesmo se aplica às variáveis renda própria e renda familiar. in the educational level elevates the probability of belonging to the group with the highest financial literacy level in 2.54%, a shy marginal effect when compared to other variables, such as individual income (see discussion below). This result is also consistent with Amadeu (2009Amadeu, J. R. (2009). A educação financeira e sua influência nas decisões de consumo e investimento: proposta de inserção da disciplina na matriz curricular Dissertação de mestrado, Universidade do Oeste Paulista, São Paulo, SP, Brasil. ), who found that greater contact, during undergraduate or specialized education, with financial or economic subjects positively influences the daily financial practices, as students attending the courses of Economics, Administration, and Accounting had higher financial literacy levels.

By contrast, father's and mother's education, contrary to expectations, did not show statistically significant coefficients at the usual levels, indicating that parental education has no significant impact on the individuals' financial literacy. Such result leads to the rejection of the hypothesis H7 and it does not corroborate the literature, which suggests that parental education plays a significant role by influencing their children's consumer behavior, as well as it impacts on their financial literacy level (Pinto et al., 2005Pinto, M. B., Parente, D. H., & Mansfield, P. M. (2005). Information learned from socialization agents: its relationship to credit card use. Family and Consumer Sciences Research Journal 33(4), 357-367.;Clarke et al., 2005Clarke, M. D., Heaton, M. B., Israelsen, C. L., & Eggett, D. L. (2005). The acquisition of family financial roles and responsibilities. Family and Consumer Sciences Research Journal33(4), 321-340.; Jorgensen, 2007Jorgensen, B. L. (2007). Financial literacy of college students: parental and peer influences. Unpublished master's thesis. Virginia Polytechnic Institute and State University, Blacksburg, Virginia.; Mandell, 2008Mandell, L. (2008). Financial literacy of high schools students.Handbook of Consumer Finance Research, New York: Springer.).

The variables individual and family income showed positive and statistically significant coefficients at 1% in the estimated regressions, thus they do not reject the hypothesis H8. An additional level of individual income (family) s by 6.32% (3.73%) the probability of belonging to the group with the highest financial literacy level. These marginal effects suggest that income is one of the most important factors to explain the individuals' financial literacy level. This result contrasts with the findings of Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
http://www2.stetson.edu/fsr/abstracts/vo...
), who found, by using logistic regression, that the variable income was not significant for determining financial literacy. However, our results are consistent with those reported by Johnson and Sherraden (2007Johnson, E., & Sherraden, M.S. (2007). From financial literacy to financial capability among youth. Journal of Sociology and Social Welfare34(3), 119-146.), Monticone (2010Monticone, C. (2010). How much does wealth matter in the acquisition of financial literacy? The Journal of Consumer Affairs 44(2), 403-422.),Hastings and Mitchell (2011Hastings, J., & Mitchell, O. S. (2011). Financial literacy: implications for retirement security and the financial marketplace.Oxford, UK: Oxford University Press.),Lusardi and Mitchell (2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.),Atkinson and Messy (2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
https://doi.org/10.1787/5k9csfs90fr4-en...
), andScheresberg (2013Scheresberg, C. B. (2013). Financial literacy and financial behavior among young adults: evidence and implications. Numeracy 6(2).). Specifically,Lusardi and Mitchell (2011)Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525. found that an increase in the income level significantly and gradually elevates the financial literacy level, the first income level is not significant and the second, third, and fourth levels have multiple linear regression coefficients with 0.094, 0.289, and 0.365, respectively. In addition, experimental evidence found by Hastings and Mitchell (2011)Hastings, J., & Mitchell, O. S. (2011). Financial literacy: implications for retirement security and the financial marketplace.Oxford, UK: Oxford University Press. show that financial literacy is positively related with wealth. Finally, Johnson and Sherraden (2007)Johnson, E., & Sherraden, M.S. (2007). From financial literacy to financial capability among youth. Journal of Sociology and Social Welfare34(3), 119-146. ascertained that students from high-income families had significantly higher knowledge levels than students from low-income families.

The other variables: marital status, occupation, age, and squared age showed no statistically significant coefficients, indicating that they do not play a significant role in the financial literacy of the sampled individuals and leading to the rejection of research hypotheses H2, H3, and H5. These results, therefore, do not support the hypotheses that: (i) married individuals, when aiming at the well-being of their relationships, show higher financial literacy levels (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.); (ii) individuals with longer labor experience undergo a larger number of financial situations (Chen & Volpe, 1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
http://www2.stetson.edu/fsr/abstracts/vo...
; Research, 2003Research, R. M. (2003). Survey of adult financial literacy in Australia. ANZ Banking Group. Recuperado em 16 abril, 2013, de Recuperado em 16 abril, 2013, de http://www.anz.com/Documents/AU/Aboutanz/AN_5654 .
http://www.anz.com/Documents/AU/Aboutanz...
), thus they have higher financial literacy level and individuals with steady income have better conditions to organize and plan their financial life (Calamato, 2010Calamato, M. P. (2010). Learning financial literacy in the family. Unpublished master's thesis. The Faculty of the Department of Sociology, San José State University.); and (iii) financial literacy tends to be higher among adults in the middle of their life cycle, and it is usually lower among young and elderly individuals (Research, 2003; Agarwal et al., 2009Agarwal, S., Driscoll, J., Gabaix, X., & Laibson, D. (2009). The age of reason: financial decisions over the lifecycle with implications for regulation. Brookings Papers on Economic Activity 2, 51-117.).

Among the significant variables, that having the highest marginal positive effect on financial literacy is gender (9.56%). Then, there is the impact of income level, both individual (6.32%), and family income (3.73%), as well as education (2.54%). In turn, the fact of having dependent family members was the only one to have a negative marginal effect (-7.51%). In short, the socioeconomic and demographic variables with greater impact on the individuals' financial literacy, respectively, gender, having dependent family members, individual income, family income, and education.

Finally, Table 7 shows the tables that classify the model estimated by logit and probit. As observed, the models classified correctly around 68.9% of the individuals' accuracy level, which is similar to that obtained by Chen and Volpe (1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
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), where 71.47% of the observations were classified correctly. Among individuals with high financial literacy level, only 25.22% (24.57%) were classified correctly by the model estimated by logit (probit). In turn, among individuals with low financial literacy levels, 90.32% (90.53%) were correctly classified through the model estimated by logit (probit). It is worth recalling that the classification is sensitive to the relative size of each group and it always favors classification in the larger group (StataCorp, 2013StataCorp (2013). Stata Base Reference Manual: Release 13. College Station, Texas: Stata Press.).

Table 7
Logit e probit classification tables

4.3 Robustness Tests

By analyzing the correlations for ranking (Spearman's rho) between the explanatory variables (see Table 4), it was observed there is a strong correlation between the variables father and mother's educational level (r(1388) = 0.63, p < 0.01). This fact may suggest that multicollinearity issues can have affected the results. To check this possibility, the nonlinear model was estimated again including only one out of the two variables. The results including the variable father's educational level and excluding mother's educational level and including mother's educational level and excluding father's educational level are similar to those reported in Table 6 and, for the sake of brevity, are not reproduced herein, but they are available upon request.

Another concern is the inclusion of ordinal scale variables in the estimations. By using variables with an ordinal scale on a linear model, e.g. it is assumed that each level (value) of the scale has the same effect on the dependent variable. To verify whether the results are affected by this choice, the model was estimated again by replacing the ordinal variables by a set of dummy variables (nominal), one for each value in the ordinal scale (excluding a value of each variable captured by the intercept). The results, not reported for purposes of brevity, but available upon request, corroborate, in general terms, those previously discussed. The most significant difference when compared to previous results, which is worth highlighting concerns the effect of family income on financial literacy: only individuals with family income between R$ 5,000.01 and R$ 7,000.00 are more likely to belong to the group with the highest financial literacy level, and the same does not occur for the other family income levels.

5 FINAL REMARKS

Learning on finance plays a major role in shaping responsible attitudes and behaviors with regard to the administration of personal finances, and financial literacy is an essential component for a successful adult life. Thus, this article seeks to go further in this field, aiming to analyze, in the Brazilian context, the influence of socioeconomic and demographic variables on the individuals' financial literacy level, which innovates by estimating a model that seeks to explain financial literacy level from the these variables.

In a preliminary analysis, the fact that most respondents were classified as having low financial literacy level was highlighted. Through bivariate association measures, it becomes possible to see there is a dependency relationship between financial literacy and the variables gender, having dependent family members, occupation, educational level, mother's educational level, individual income, and family income. The estimation results of nonlinear models corroborated these findings, except for the variables mother's educational level, which were not significant, indicating that parental educational level and occupation have no significant impact on the individuals' financial literacy. These results may be summarized as follows: women, who have dependent family members, and having lower educational level, as well as individual and family income levels are those who are more likely to belong to the group with low financial literacy levels.

The results found confirm a priori expectations and previous studies, by pointing out: women as having lower financial literacy levels (Chen & Volpe, 1998Chen, H., & Volpe, R. P. (1998). An analysis of personal financial literacy among college students. Financial Services Review7(2), 107-128. Recuperado em 13 abril, 2013, de Recuperado em 13 abril, 2013, de http://www2.stetson.edu/fsr/abstracts/vol_7_num2_107.pdf .
http://www2.stetson.edu/fsr/abstracts/vo...
; Lusardi & Mitchell, 2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.; Brown & Graf, 2013Brown, M., & Graf, R. (2013). Financial literacy and retirement planning in Switzerland. Numeracy6(2), art. 6. Recuperado em 10 abril, 2013, de Recuperado em 10 abril, 2013, de http://scholarcommons.usf.edu/numeracy/vol6/iss2/art6 .
http://scholarcommons.usf.edu/numeracy/v...
; Mottola, 2013Mottola, G. R. (2013). In our best interest: women, financial literacy, and credit card behavior., Numeracy 6(2).) and families with dependent members (Servon & Kaestner, 2008Servon, L. J., & Kaestner, R. (2008). Consumer financial literacy and the impact of online banking on the financial behavior of lower-income bank customers. Journal of Consumer Affairs42(2), 271-305.; Mottola, 2013Mottola, G. R. (2013). In our best interest: women, financial literacy, and credit card behavior., Numeracy 6(2).), in addition to individuals with lower educational levels (Amadeu, 2009Amadeu, J. R. (2009). A educação financeira e sua influência nas decisões de consumo e investimento: proposta de inserção da disciplina na matriz curricular Dissertação de mestrado, Universidade do Oeste Paulista, São Paulo, SP, Brasil. ; Lusardi & Mitchell, 2011Lusardi, A., & Mitchell, O. S. (2011). Financial literacy and retirement planning in the United States. Journal of Pension Economics and Finance10(4), 509-525.) and individual and family income (Hastings & Mitchell, 2011Hastings, J., & Mitchell, O. S. (2011). Financial literacy: implications for retirement security and the financial marketplace.Oxford, UK: Oxford University Press.; Atkinson & Messy, 2012Atkinson, A., & Messy, F. (2012). Measuring financial literacy: results of the OECD / International Network on Financial Education (INFE) Pilot Study [Working Paper n. 15]. . Recuperado em 05 abril, 2013, de http://dx.doi.org/10.1787/5k9csfs90fr4-en.
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) as those individuals most likely to show low financial literacy levels.

Such conclusions confirm the urgent need for devising effective actions to minimize the financial illiteracy issue. One of the potential measures to be taken refers to the inclusion of subjects regarding financial management and market finance notions in all undergraduate courses, regardless of the knowledge field. Another potential measure concerns the creation and adoption of educational programs, which should promote personal financial literacy in all sectors of society, but with actions and specific contents that are distinguished according to each group's profile.

Some actions in this direction have been mainly promoted by the Central Bank of Brazil (BACEN) and the Brazilian Federal Government, through the Brazilian National Strategy for Financial Education (ENEF). Nevertheless, we suggest rather specific methodologies in order to promote, for instance, university outreach projects aimed at conducting financial literacy courses, not focused just on teaching financial concepts, but providing tips and feasible practices to improve financial attitudes and behaviors. The construction of a strategy aimed at the adoption of subjects and contents aimed at financial literacy also at the early educational levels might, in the long run, make children better prepared for financial management and reduce inequalities before the individuals become adults and responsible for managing resources of their own.

The results of this paper suggest that the group with the lowest financial literacy level is characterized as that consisting of women, with dependent family members, and lower educational and income levels. For financial players, finding this low financial literacy level profile can directly assist in the creation of products and services customized for this audience. Especially by having information about the customer profile, we may predict her/his financial literacy level and, as a consequence, devise various action strategies for groups with low and high financial literacy levels. In addition, being aware of the financial literacy profile of their customer portfolio, financial institutions can establish strategies to increase the literacy level among specific groups, since rather literate customers probably will require rather sophisticated financial products.

The World Bank Report published in 2014 corroborates that the lack of financial knowledge may be a big barrier for financial access among the poor, pointing out financial education as the best policy choice to improve low-income individuals' access to finance (World Bank, 2014World Bank (2014). Global financial development report: financial inclusion Report. Recuperado em 5 abril, 2015, de Recuperado em 5 abril, 2015, de http://siteresources.worldbank.org/EXTGLOBALFINREPORT /Resources/8816096-1361888425203/9062080-1364927957721/GFDR-2014_Complete_Report.pdf .
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). Initiatives to improve financial literacy among the low-income population might even contribute to the microfinance market, as informal entrepreneurs could have better ideas on financial issues within their business ventures and better understanding of the benefits and consequences of the credit obtained. Similarly, microfinance institutions, through the application of the proposed model could identify the micro-entrepreneurs with higher financial literacy levels and, therefore, more prone to grasp the entire credit granting process.

From the academy's viewpoint, the main focus so far has been separately identifying the role played by socioeconomic and demographic variables on financial literacy. This paper is a trailblazer by including several variables in a single model, allowing the identification of the marginal contribution of variables and establishing significance orders.

The contributions of this study are subject to some restrictions, such as the choice of variables and the method. Other scales might be devised and tested as financial literacy indicators. As it was based on a survey research design and cross-section data, the methodology sets limits for addressing the endogeneity issue.

As the main contribution of the research, we highlight that this study is a pioneer in the Brazilian context, by proposing a model that identifies which socioeconomic and demographic variables influence the propensity for a low or high financial literacy level. With this, among other initiatives, we may develop actions to increase the individuals' financial literacy, working on the profile having the most significant deficiencies: women with dependent family members and low educational and income levels.

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  • *
    The authors thank the Brazilian National Council for Scientific and Technological Development (CNPq) for financial support.
  • **
    Paper presented at the 38th AnPAD Meeting, Rio de Janeiro, Brazil, 2014
  • 1
    Only the appropriate descriptive statistics are shown for each variable scale
  • 2
    Strictly, this is the marginal effect of an additional educational level for an individual with an average educational level. In the sample of this study, it is the marginal effect for an individual with Higher Education. However, the marginal effects for other educational levels are very similar in terms of magnitude (results not reported, but available upon request) and, therefore, we do not distinguish them when analyzing the results. The same applies to the variables individual income and family income.

Apêndice Questões relativas aos construtos atitude, comportamento e conhecimento financeiros

Atitude Financeira

1.

É importante definir metas para o futuro.

2.

Não me preocupo com o futuro, vivo apenas o presente. **

3.

Poupar é impossível para a nossa família.

4.

Depois de tomar uma decisão sobre dinheiro, tendo a me preocupar muito com a minha decisão.

5.

Eu gosto de comprar coisas, porque isso me faz sentir bem.

6.

É difícil construir um planejamento de gastos familiar.

7.

Disponho-me a gastar dinheiro em coisas que são importantes para mim.

8.

Eu acredito que a maneira como eu administro meu dinheiro vai afetar o meu futuro.

9.

Considero mais satisfatório gastar dinheiro do que poupar para o futuro. **

10.

O dinheiro é feito para gastar. **

Comportamento Financeiro

11.

Anoto e controlo os meus gastos pessoais (ex.: planilha de receitas e despesas mensais).

12.

Comparo preços ao fazer uma compra.

13.

Faço uma reserva do dinheiro que recebo mensalmente para uma necessidade futura. **

14.

Tenho um plano de gastos / orçamento.

15.

Consigo identificar os custos que pago ao comprar um produto no crédito.

16.

Traço objetivos para orientar minhas decisões financeiras.

17.

Eu geralmente alcanço os objetivos que determino ao gerenciar meu dinheiro.

18.

Eu discuto com a minha família sobre como eu gasto o nosso dinheiro.

19.

Pago minhas contas em dia.

20.

Eu guardo parte da minha renda todo o mês. **

21.

Gasto o dinheiro antes de obtê-lo.

22.

Frequentemente peço dinheiro emprestado para a família ou amigos para pagar as contas.

23.

Eu analiso minhas contas antes de fazer uma compra grande.

24.

Todo mês tenho dinheiro suficiente para pagar todas as minhas despesas pessoais e as despesas fixas da casa.

25.

Eu mantenho registros financeiros organizados e consigo encontrar documentos facilmente.

26.

Eu evito comprar por impulso e utilizar as compras como uma forma de diversão.

27.

Eu pago as faturas do cartão de crédito integralmente para evitar a cobrança de juros.

28.

Eu guardo dinheiro regularmente para atingir objetivos financeiros de longo prazo como, por exemplo, educação dos meus filhos, aquisição de uma casa, aposentadoria. **

29.

Eu conheço o percentual que pago de imposto de renda.

30.

Tenho meu dinheiro investido em mais de um tipo de investimento (imóveis, ações, títulos, poupança).

31.

Eu passo a poupar mais quando recebo um aumento salarial. **

32.

Possuo uma reserva financeira igual ou maior a 3 vezes as minhas despesas mensais, que possa ser resgatada rapidamente.

Comportamento Financeiro

33.

Eu calculo meu patrimônio anualmente.

34.

Antes de comprar alguma coisa verifico cuidadosamente se tenho condições para pagar.

35.

As pessoas acham que a minha renda não é suficiente para cobrir minhas despesas.

36.

Nos últimos 12 meses tenho conseguido poupar dinheiro. **

37.

Ao decidir sobre quais produtos financeiros ou empréstimos irei utilizar, considero as opções de diferentes empresas/bancos.

Conhecimento Financeiro

38. Suponha que você tenha R$ 100,00 em uma conta poupança a uma taxa de juros de 10% ao ano. Depois de 5 anos, qual o valor que você terá na poupança? Considere que não tenha sido depositado e nem retirado dinheiro.

* Mais do que R$ 150.00. Menos do que R$ 150.00.

Exatamente R$ 150.00. Não sei.

39. Suponha que José herde R$ 10.000,00 hoje e Pedro herde R$ 10.000,00 daqui a 3 anos. Devido à herança, quem ficará mais rico?

* José. They are equally rich.

Pedro. Não sei.

40. Imagine que a taxa de juros incidente sobre sua conta poupança seja de 6% ao ano e a taxa de inflação seja de 10% ao ano. Após 1 ano, o quanto você será capaz de comprar com o dinheiro dessa conta? Considere que não tenha sido depositado e nem retirado dinheiro.

Mais do que hoje. * Menos do que hoje.

Exatamente o mesmo. Não sei.

41. Suponha que no ano de 2014 sua renda dobrará e os preços de todos os bens também dobrarão. Em 2014, o quanto você será capaz de comprar com a sua renda?

Mais do que hoje. Menos do que hoje.

* Exatamente o mesmo. Não sei.

42. Considerando-se um longo período de tempo (ex.: 10 anos), qual ativo, normalmente, oferece maior retorno?

Poupança. Títulos públicos.

* Ações. Não sei.

43. Usually, which asset has the highest fluctuations over time?

Poupança. Títulos públicos.

* Ações. Não sei.

44. Quando um investidor distribui seu investimento entre diferentes ativos, o risco de perder dinheiro:

Aumenta. Permanece inalterado.

* Diminui. Não sei.

45. Um empréstimo com duração de 15 anos normalmente exige pagamentos mensais maiores do que um empréstimo de 30 anos, mas o total de juros pagos ao final do empréstimo será menor. Essa afirmação é:

* Verdadeira. Não sei.

Falsa.

46. Suponha que você realizou um empréstimo de R$ 10.000,00 para ser pago após um ano e o custo total com os juros é R$ 600,00. A taxa de juros que você irá pagar nesse empréstimo é de:

0.3%. * 6%.

0.6%. Não sei.

3%.

47. Suponha que você viu o mesmo televisor em duas lojas diferentes pelo preço inicial de R$ 1.000.00. A loja A oferece um desconto de R$ 150,00, enquanto a loja B oferece um desconto de 10%. Qual é a melhor alternativa?

* Comprar na loja A (desconto de R$150,00). Não sei.

Comprar na loja B (desconto de 10%).

48. Imagine que cinco amigos recebem uma doação de R$ 1.000,00 e precisam dividir o dinheiro igualmente entre eles. Quanto cada um vai obter

100. 5,000.

* 200. Não sei.

49. Um investimento com alta taxa de retorno terá alta taxa de risco. Essa afirmação é:

* Verdadeira. Não sei.

Falsa.

50. Quando a inflação aumenta, o custo de vida sobe. Essa afirmação é:

* Verdadeira. Não sei.

Falsa.

Nota: * Resposta correta da questão. ** Questões validadas dos construtos.

Appendix Questions concerning the constructs financial attitude, behavior, and knowledge

Financial attitude

1.

It is important to set goals for the future.

2.

I do not worry about the future, I live only in the present. **

3.

Saving is impossible for our family.

4.

After making a decision about money, I tend to worry too much about my decision.

5.

I like to buy things, because it makes me feel good.

6.

It is hard to build a family spending plan.

7.

I am willing to spend money on things that are important to me.

8.

I believe the way I manage my money will affect my future.

9.

I think it is more satisfying to spend money than save it for the future. **

10.

Money is made to be spent. **

Financial behavior

11.

I make notes and control my personal spending (e.g. monthly spreadsheet of income and expenses).

12.

I compare prices when making a purchase.

13.

I save some money I receive each month for a future need. **

14.

I have a spending/budget plan.

15.

I am able to identify the costs I pay to buy a product on credit.

16.

I set goals to guide my financial decisions.

17.

I usually reach the goals I set when managing my money.

18.

I discuss with my family about how I spend our money.

19.

I pay my bills on time.

20.

I save a part of my income every month. **

21.

I spend money before getting it.

22.

I often ask family or friends to borrow me money to pay my bills.

23.

I analyze my bills before making a large purchase.

24.

Every month I have enough money to pay all expenses of my own and fixed household expenses.

25.

I keep organized financial records and I can find documents easily.

26.

I avoid buying on impulse and use shopping as a form of entertainment.

27.

I pay the credit card invoices in full to avoid interest charges.

28.

I save money regularly to achieve long-term financial goals such as, e.g. my children's education, purchasing a home, retirement. **

29.

I know the percentage I pay as income tax.

30.

I have my money invested in more than one kind of investment (real estate, stocks, bonds, savings).

31.

I start saving more when I get a pay rise. **

32.

I have a financial reserve equal to or greater than 3 times my monthly expenses, and it can be quickly accessed.

33.

Calculate my estate annually.

34.

Before buying anything, I carefully check whether I am able to pay for it.

35.

People think my income is not enough to cover my expenses.

36.

In the last 12 months I have been able to save money. **

37.

When deciding on which financial products and loans I will use, I consider the options from various companies/banks.

Financial knowledge

38. Assume you have R$ 100.00 in a savings account at an interest rate of 10% per year. After five years, which is the value you have in savings? Consider no money has been deposited or withdrawn.

* More than R$ 150.00. Less than R$ 150.00.

Exactly R$ 150.00. I do not know.

39. Assume Joseph inherits R$ 10,000.00 today and Pedro inherits R$ 10,000.00 in about 3 years. Because of inheritance, who will get richer?

* José. They are equally rich.

Pedro. I do not know.

40. Imagine that the interest rate on your savings account is 6% per year and the inflation rate is 10% per year. After one year, how much you will be able to buy with money from that account? Consider no money has been deposited or withdrawn.

More than today. * Less than today.

Exactly the same. I do not know.

41. Assume that in 2014 your income will double and the prices of all goods also will double. In 2014, how much will you be able to buy with your income?

More than today. Less than today.

Financial knowledge

* Exactly the same. I do not know.

42. Considering a long period of time (e.g. 10 years), which asset does usually offer higher return?

Savings account. Government securities.

* Stocks. I do not know.

43. Usually, which asset has the highest fluctuations over time?

Savings account. Government securities.

* Stocks. I do not know.

44. When an investor distributes his investments among different assets, the risk of losing money:

Increases. Remains unchanged.

* Decreases. I do not know.

45. A loan with maturity of 15 years usually requires higher monthly payments than a 30-year loan, but the total amount of interest paid at the end of the loan will be lower. This statement is:

* True. I do not know.

False.

46. Assume you took a loan of R$ 10,000.00 to be paid after one year and the total cost with interest is R$ 600.00. The interest rate you will pay on this loan is:

0.3%. * 6%.

0.6%. I do not know.

3%.

47. Assume you saw the same television at two different stores for the initial price of $ 1,000.00. The Shop A offers a discount of R$ 150.00, while shop B offers a discount of 10%. What is the best alternative?

* Buying in shop A (discount of R$ 150.00). I do not know.

Buying in shop B (discount of 10%).

48. Imagine five friends receive a donation of R$ 1,000.00 and must equally divide the money between them. How much will any of them get?

100. 5,000.

* 200. I do not know.

1,000.

49. An investment with high return rate will have high risk rate. This statement is:

* True. I do not know.

False.

50. When the inflation rate increases, the cost of living rises. This statement is:

* True. I do not know.

False.

Note: * Correct answer to the question. ** Validated questions about the constructs.

Publication Dates

  • Publication in this collection
    Dec 2015

History

  • Received
    28 Aug 2014
  • Reviewed
    18 Oct 2014
  • Accepted
    16 June 2015
Universidade de São Paulo, Faculdade de Economia, Administração e Contabilidade, Departamento de Contabilidade e Atuária Av. Prof. Luciano Gualberto, 908 - prédio 3 - sala 118, 05508 - 010 São Paulo - SP - Brasil, Tel.: (55 11) 2648-6320, Tel.: (55 11) 2648-6321, Fax: (55 11) 3813-0120 - São Paulo - SP - Brazil
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