Tópicos em Econometria Aplicada

This paper has three original contributions. The first is the reconstruction of employment and income series to allow the creation of a new coincident index for the Brazilian economic activity. The second is the construction of a coincident index of the economic activity for Brazil, and from it, (re) establish a chronology of recessions in the recent past of the Brazilian economy. The coincident index follows the methodology proposed by The Conference Board and it covers the period 1980:1 to 2007:11. The third is the construction and evaluation of many leading indicators of economic activity for Brazil which fills an important gap in the Brazilian Business Cycles literature.

Política fiscal nos estados brasileiros e a lei de responsabilidade fiscal: uma análise do tipo de ajuste e da composição do gasto público

O trabalho analisa a trajetória da política fiscal dos Estados brasileiros entre os anos de 1986 e 2008, período que compreende a realização de um expressivo ajuste fiscal no Brasil e busca identificar qual o tipo de ajuste praticado pelos Estados, conceituados de acordo com o referencial teórico conhecido como “visão expectacional da política fiscal”. De forma complementar, o trabalho analisa se ao longo do processo de ajuste as metas de evolução da política fiscal, definidas pela Lei de Responsabilidade Fiscal, foram cumpridas. Desta forma, este trabalho se propõe a contribuir com o tema relacionado às finanças públicas brasileiras, em especial à análise das finanças dos governos subnacionais, e visa destacar o comportamento das contas públicas dos Estados brasileiros no período proposto. O trabalho está organizado em três capítulos. No primeiro capítulo é analisada a evolução das ações legais e institucionais que influenciaram e determinaram aos Estados brasileiros uma nova postura fiscal. O capítulo II traz o referencial teórico que na literatura ficou conhecido como “visão expectacional da política fiscal”, que sugere que determinados ajustes fiscais podem ter efeitos expansionistas sobre o nível de atividade econômica. O capítulo III procura analisar as contas dos Estados nos períodos assinalados para identificar o tipo do ajuste fiscal praticado. O objetivo é analisar a composição dos ajustes praticados, seus efeitos sobre as contas públicas dos Estados, e finalmente identificar o tipo de ajuste praticado. Complementarmente é analisado se os indicadores impostos pela Lei de responsabilidade Fiscal estão sendo cumpridos pelos Estados.

Inadimplência de dívida soberana em modelo de equilíbrio geral com credores heterogêneos

Este artigo propõe um modelo de equilíbrio geral com inadimplência de dívida soberana (default soberano), sem setor bancário ou setor externo, em que há heterogeneidade dos agentes da economia. Essa heterogeneidade surge a partir da existência de dois tipos de consumidores com choques de riqueza distintos (mas idênticos em outros aspectos) e o governo, que toma decisão de default, pondera esses agentes de maneira distinta na função de bem-estar. O principal motivador dessa ideia vem da intuição de que a decisão de um país não cumprir com as suas obrigações de dívida pode estar ligada não somente ao valor de face dos títulos emitidos ou à situação econômica, mas também a quem detêm esses títulos (sua distribuição entre agentes). Essa abordagem permitiu que se reproduzissem comportamentos já identificados em estudos empíricos presentes na literatura, os quais encontraram uma relação negativa, porém surpreendentemente fraca, entre moratória da dívida e atividade econômica e lança luz sobre aspectos importantes que podem influenciar a decisão de default, como funcionamento de mercados secundários de títulos públicos.

O canal de crédito na transmissão de política monetária: evidências para o Brasil

Este trabalho traz avaliação empírica a respeito do canal de crédito no Brasil, feita com base no artigo de Holtemöller (2002). Para tanto, foi feita análise descritiva sobre a evolução do crédito no país, bem como testes econométricos utilizando dados monetários, de crédito e economia real. Observamos o aumento da importância do crédito nos últimos anos, assim como o aumento do endividamento corporativo via emissão de títulos. Portanto, seria natural esperar que o canal de crédito no mecanismo de transmissão da política monetária também se tornasse mais importante. Contudo, a análise empírica mostra que seus efeitos sobre a atividade econômica são limitados. Após estimações feitas para o canal monetário tradicional, a partir de vetores autorregressivos estruturais (SVAR) com vetores de correção de erros (VEC), incluímos variáveis de crédito para avaliar o impacto sobre o produto. Apesar de concluirmos que choques de política monetária possuem efeitos sobre a oferta de crédito, o impacto de condições creditícias restritivas sobre a produção industrial é pequeno. Alguns fatores como a existência de crédito corporativo direcionado via BNDES, maior importância da captação via mercado de capitais, medidas macroprudenciais adotadas e aumento do prazo médio concorrem para esse resultado.

Estimating Brazilian Monthly GDP: a State-Space Approach

This paper has several original contributions. The first is to employ a superior interpolation method that enables to estimate, nowcast and forecast monthly Brazilian GDP for 1980-2012 in an integrated way; see Bernanke, Gertler and Watson (1997, Brookings Papers on Economic Activity). Second, along the spirit of Mariano and Murasawa (2003, Journal of Applied Econometrics), we propose and test a myriad of interpolation models and interpolation auxiliary series- all coincident with GDP from a business-cycle dating point of view. Based on these results, we finally choose the most appropriate monthly indicator for Brazilian GDP. Third, this monthly GDP estimate is compared to an economic activity indicator widely used by practitioners in Brazil - the Brazilian Economic Activity Index - (IBC-Br). We found that the our monthly GDP tracks economic activity better than IBC-Br. This happens by construction, since our state-space approach imposes the restriction (discipline) that our monthly estimate must add up to the quarterly observed series in any given quarter, which may not hold regarding IBC-Br. Moreover, our method has the advantage to be easily implemented: it only requires conditioning on two observed series for estimation, while estimating IBC-Br requires the availability of hundreds of monthly series. Third, in a nowcasting and forecasting exercise, we illustrate the advantages of our integrated approach. Finally, we compare the chronology of recessions of our monthly estimate with those done elsewhere.

Decomposição da desigualdade salarial no Brasil

Esse trabalho analisa o que aconteceu com a desigualdade salarial no Brasil nos anos de 1981 a 2009. Procuramos descobrir o papel que as características observáveis e os retornos a essas desempenha nas alterações da distribuição salarial. Usamos quatro variáveis explicativas: educação, experiência, atividade econômica do trabalho e região geográ ca em que mora. A partir de RIF - regressions descobrimos o papel de cada uma dessas covariadas individualmente. Nossos resultados mostram que houve uma signi cativa queda da desigualdade salarial no Brasil a partir do nal da década de 1990, explicada principalmente por mudanças nos retornos das características.

Assessing Dodd Frank Effects on banking capital structure and Banker´s Pay structure

The systemic financial crisis that started in 2008 in the United States had some severe effects in the economic activity and required the bailout of financial institutions with the use of taxpayer’s money. It also originated claims for stronger regulatory framework in order to avoid another threat in the financial market. The Dodd Frank Act was proposed and approved in the United States in the aftermath of the crisis and brought, among many other features, the creation of the Financial Stability Oversight Council and the tougher inspection of financial institutions with asset above 50 billion dollars. The objective of this work is to study the causal effect of the Dodd Frank Act on the behavior of the treatment group subject to monitoring by the Financial Stability Oversight Council (financial institutions with assets above 50 billion dollars) regarding capital and compensation structure in comparison to the group that was not treated. We use data from Compustat and our empirical strategy is the Regression Discontinuity Design, not usually applied to the banking literature, but very useful for the present work since it allows us to compare the treatment group and the non-treatment group in the year of the enactment of the law (2010). No change of behavior was observed for the Capital Structure. In the Compensation Schemes, however, a decrease was found in the item other compensation for CEOs and CFOs. We also performed a robustness check by running a placebo test on the variables in the year before the law was enacted. No significance was found, which supports the conclusion that our main results were caused by the enactment of the DFA.

Credit shocks and monetary policy in Brazil: a structural FAVAR approach

This paper investigates the implications of the credit channel of the monetary policy transmission mechanism in the case of Brazil, using a structural FAVAR (SFAVAR) approach. The term structural comes from the estimation strategy, which generates factors that have a clear economic interpretation. The results show that unexpected shocks in the proxies for the external nance premium and the bank balance sheet channel produce large and persistent uctuations in in ation and economic activity accounting for more than 30% of the error forecast variance of the latter in a three-year horizon. The central bank seems to incorporate developments in credit markets especially variations in credit spreads into its reaction function, as impulse-response exercises show the Selic rate is declining in response to wider credit spreads and a contraction in the volume of new loans. Counterfactual simulations also demonstrate that the credit channel ampli ed the economic contraction in Brazil during the acute phase of the global nancial crisis in the last quarter of 2008, thus gave an important impulse to the recovery period that followed.

Essays on the credit channel of monetary policy: a case study for Brazil

The onset of the financial crisis in 2008 and the European sovereign crisis in 2010 renewed the interest of macroeconomists on the role played by credit in business cycle fluctuations. The purpose of the present work is to present empirical evidence on the monetary policy transmission mechanism in Brazil with a special eye on the role played by the credit channel, using different econometric techniques. It is comprised by three articles. The first one presents a review of the literature of financial frictions, with a focus on the overlaps between credit activity and the monetary policy. It highlights how the sharp disruptions in the financial markets spurred central banks in developed and emerging nations to deploy of a broad set of non conventional tools to overcome the damage on financial intermediation. A chapter is dedicated to the challenge face by the policymaking in emerging markets and Brazil in particular in the highly integrated global capital market. This second article investigates the implications of the credit channel of the monetary policy transmission mechanism in the case of Brazil, using a structural FAVAR (SFAVAR) approach. The term “structural” comes from the estimation strategy, which generates factors that have a clear economic interpretation. The results show that unexpected shocks in the proxies for the external finance premium and the credit volume produce large and persistent fluctuations in inflation and economic activity – accounting for more than 30% of the error forecast variance of the latter in a three-year horizon. Counterfactual simulations demonstrate that the credit channel amplified the economic contraction in Brazil during the acute phase of the global financial crisis in the last quarter of 2008, thus gave an important impulse to the recovery period that followed. In the third articles, I make use of Bayesian estimation of a classical neo-Keynesian DSGE model, incorporating the financial accelerator channel developed by Bernanke, Gertler and Gilchrist (1999). The results present evidences in line to those already seen in the previous article: disturbances on the external finance premium – represented here by credit spreads – trigger significant responses on the aggregate demand and inflation and monetary policy shocks are amplified by the financial accelerator mechanism. Keywords: Macroeconomics, Monetary Policy, Credit Channel, Financial Accelerator, FAVAR, DSGE, Bayesian Econometrics

Estimating brazilian monthly GDP: a state-space approach

This paper has several original contributions. The rst is to employ a superior interpolation method that enables to estimate, nowcast and forecast monthly Brazilian GDP for 1980-2012 in an integrated way; see Bernanke, Gertler and Watson (1997, Brookings Papers on Economic Activity). Second, along the spirit of Mariano and Murasawa (2003, Journal of Applied Econometrics), we propose and test a myriad of interpolation models and interpolation auxiliary series all coincident with GDP from a business-cycle dating point of view. Based on these results, we nally choose the most appropriate monthly indicator for Brazilian GDP. Third, this monthly GDP estimate is compared to an economic activity indicator widely used by practitioners in Brazil - the Brazilian Economic Activity Index - (IBC-Br). We found that the our monthly GDP tracks economic activity better than IBC-Br. This happens by construction, since our state-space approach imposes the restriction (discipline) that our monthly estimate must add up to the quarterly observed series in any given quarter, which may not hold regarding IBC-Br. Moreover, our method has the advantage to be easily implemented: it only requires conditioning on two observed series for estimation, while estimating IBC-Br requires the availability of hundreds of monthly series. Third, in a nowcasting and forecasting exercise, we illustrate the advantages of our integrated approach. Finally, we compare the chronology of recessions of our monthly estimate with those done elsewhere.

A monthly indicator of Brazilian GDP. The Brazilian business cycle and growth cycle

This paper constructs an indicator of Brazilian GDP at the monthly ftequency. The peculiar instability and abrupt changes of regimes in the dynamic behavior of the Brazilian business cycle were explicitly modeled within nonlinear ftameworks. In particular, a Markov switching dynarnic factor model was used to combine several macroeconomic variables that display simultaneous comovements with aggregate economic activity. The model generates as output a monthly indicator of the Brazilian GDP and real time probabilities of the current phase of the Brazilian business cycle. The monthly indicator shows a remarkable historical conformity with cyclical movements of GDP. In addition, the estimated filtered probabilities predict ali recessions in sample and out-of-sample. The ability of the indicator in linear forecasting growth rates of GDP is also examined. The estimated indicator displays a better in-sample and out-of-sample predictive performance in forecasting growth rates of real GDP, compared to a linear autoregressive model for GDP. These results suggest that the estimated monthly indicator can be used to forecast GDP and to monitor the state of the Brazilian economy in real time.

União monetária Européia : diferenças no mecanismo de transmissão monetária

This study identifies differences in the monetary policy transmission mechanism across countries in the euro area. It is argued that part of the differences in the response of economic activity to monetary policy during the pre-EMU period reflected differences in monetary policy reaction functions, rather than different transmission mechanisms. In particular, monetary policy appears to have been more persistent in Germany and in those countries closely following Germany (such as Netherlands and Austria) in the European Exchange Rate Mechanism. Monetary policy in these countries appears to have had significant effects on domestic output. The corollary is that under EMU other countries—in particular France, Italy, Ireland, and Finland—are expected to see more sensitivity of output to monetary policy under EMU. Nevertheless, a common monetary policy is still found to bring about heterogeneous output responses across countries, reflecting variations in the strength of the interest, credit, and exchange rate channels that remain under EMU.

Toward a venture capital-backed entrepreneurship model in Brazil

It is well documented venture capital‟s positive impact on creation and development of highly successful innovative companies worldwide. Venture capital not only provides funding to startups and SMEs (small and medium enterprises) that usually have financing gap, especially in emerging markets, but also brings a whole package of valuable resources that reduces companies‟ mortality rates. Using quantitative data obtained from an empirical survey as background, this paper discusses the role of venture capital in the success of innovative startups and SMEs, and it examines if, and to what extent, venture capitalists are supporting the entrepreneurial activity in Brazil. I focused on the portfolio companies analyzes and confirmed the hypothesis that the venture capital industry has been supporting entrepreneurship in Brazil. Second, I identified an important evidence of a venture capital‟s positive impact on economic activity, especially the capital market. Third, it became clear that venture capital-back entrepreneurship is highly concentrated in the Southeast region. And fourth, I identified that private equity expansion is also playing a key role on that dynamics. As consequence, I conclude that the venture capital (and private equity) industry has been very important to build an enormously dynamic and strong local entrepreneurial economy. Its committed capital grew 50% per year between 2005 and 2008 to achieve US$27 billion, which invested US$ 11 billion, which employs 1,400 professionals (75% with post-graduate degrees) and maintains 482 portfolio companies, mostly SMEs. In addition, venture capital-backed companies represented one third of the IPOs that occurred in Brazil between 2004 and 2008 (approximately US$15 billion).

Demand expectations and the timing of stimulus policies

This paper proposes a simple macroeconomic model with staggered investment decisions. The model captures the dynamic coordination problem arising from demand externalities and fixed costs of investment. In times of low economic activity, a firm faces low demand and hence has less incentives for investing, which reinforces firms’ expectations of low demand. In the unique equilibrium of the model, demand expectations are pinned down by fundamentals and history. Owing to the beliefs that arise in equilibrium, there is no special reason for stimulus at times of low economic activity.

Assessing interdependence among countries' fundamentals and its implications for exchange rate misalignment estimates: An empirical exercise based on GVAR

Exchange rates are important macroeconomic prices and changes in these rates a ect economic activity, prices, interest rates, and trade ows. Methodologies have been developed in empirical exchange rate misalignment studies to evaluate whether a real e ective exchange is overvalued or undervalued. There is a vast body of literature on the determinants of long-term real exchange rates and on empirical strategies to implement the equilibrium norms obtained from theoretical models. This study seeks to contribute to this literature by showing that the global vector autoregressions model (GVAR) proposed by Pesaran and co-authors can add relevant information to the literature on measuring exchange rate misalignment. Our empirical exercise suggests that the estimate exchange rate misalignment obtained from GVAR can be quite di erent to that using the traditional cointegrated time series techniques, which treat countries as detached entities. The di erences between the two approaches are more pronounced for small and developing countries. Our results also suggest a strong interdependence among eurozone countries, as expected