Automatic model selection for forecasting brazilian stock returns

This study aims to contribute on the forecasting literature in stock return for emerging markets. We use Autometrics to select relevant predictors among macroeconomic, microeconomic and technical variables. We develop predictive models for the Brazilian market premium, measured as the excess return over Selic interest rate, Itaú SA, Itaú-Unibanco and Bradesco stock returns. We nd that for the market premium, an ADL with error correction is able to outperform the benchmarks in terms of economic performance. For individual stock returns, there is a trade o between statistical properties and out-of-sample performance of the model.

Automatic model selection for forecasting Brazilian stock returns

This study aims to contribute on the forecasting literature in stock return for emerging markets. We use Autometrics to select relevant predictors among macroeconomic, microeconomic and technical variables. We develop predictive models for the Brazilian market premium, measured as the excess return over Selic interest rate, Itaú SA, Itaú-Unibanco and Bradesco stock returns. We find that for the market premium, an ADL with error correction is able to outperform the benchmarks in terms of economic performance. For individual stock returns, there is a trade o between statistical properties and out-of-sample performance of the model.

Brazil’s 35 years-old quasi-stagnation: facts and theory

Brazil is growing around 1% per capita a year from 1981; this means for a country that is supposed to catch up, quasi-stagnation. Four historical new facts explain why growth was so low after the Real Plan: the reduction of public savings, and three facts that reduce private investments: the end of the unlimited supply of labor, a very high interest rate, and the 1990 dismantling of the mechanism that neutralized the Dutch disease, which represented a major competitive disadvantage for the manufacturing industry. New-developmental theory offers an explanation and two solutions for the problem, but does not underestimate the political economy problems involved

Política monetária brasileira pré-crise de 2008 : uma análise da possível influência dos juros americanos e de outros fatores externos

Neste trabalho, é feita uma análise da política monetária brasileira no período de 2000 a 2008 com o intuito de entender o quão independente ela foi em relação às ações do Federal Reserve. Esse entendimento é importante devido à iminente movimentação de subida de juros nos EUA, ainda sem data precisa para ocorrer, mas que pode trazer consequências no câmbio e nos juros domésticos em um momento em que já há um aperto monetário em curso no país. Além disso, os efeitos de outras variáveis ligadas a situações externas como eventos de crise, câmbio e risco país nos juros brasileiros também são levados em consideração. Os resultados indicam que, no período de estudo, a política monetária nacional foi marcada por uma maior autonomia em relação às flutuações nos juros americanos, fato que pode ter sido auxiliado pela adoção em 1999 do câmbio flutuante.

Creditor's protection and bank loans: lack of competition hamprers bankruptcy reform's effects

This dissertation investigates how credit institutions’ market power limits the effects of creditor protection rules on the interest rate and the spread of bank loans. We use the Brazilian Bankruptcy Reform of June/2005 (BBR) as a legal event affecting the institutional environment of the Brazilian credit market. The law augments creditor protection and aims to improve the access of firms to the credit market and to reduce the cost of borrowing. Either access to credit or the credit cost are also determined by bank industry competition and the market power of suppliers of credit. We derive a simple economic model to study the effect of market power interacting with cost of lending. Using an accounting and operations dataset from July/2004 to December/2007 provided by the Brazilian Central Bank, we estimate that the lack of competition in the bank lending industry hinders the potential reducing effect of the BBR on the interest rate of corporate loans by approximately 30% and on the spread by approximately 23%. We also find no statistical evidence that the BBR affected the concentration level of the Brazilian credit market. We present a brief report on bankruptcy reforms around the world, the changes in the Brazilian legislation and on some recent related articles in our introductory chapter. The second chapter presents the economic model and the testable hypothesis on how the lack of competition in the lending market limits the effects of improved creditor protection. In this chapter, we introduce our empirical strategy using a differences-in-differences model and we estimate the limiting effect of market power on the BBR’s potential to reduce interest rates and on the spread of bank loans. We use the BBR as an exogenous event that affects collateralized corporate loans (treatment group) but that does not affect clean consumer loans (control group) to identify these effects, using different concentration measures. In Chapter 3, we propose a two-stage empirical strategy to handle the H–Statistics proposed by Panzar and Rosse as a measure of market competition. We estimate the limiting effects of the lack of competition in replacing the concentration statistics by the H–Statistics. Chapter 4 presents a structural break test of the concentration index and checks if the BBR affects the dynamic evolution of the concentration index.

Fiscal policy in Brazil: from counter-cyclical response to crisis

The main goal of this article is to identify the dynamic effects of fiscal policy on output in Brazil from 1997 to 2014, and, more specifically, to estimate those effects when the output falls below its potential level. To do so, we estimate VAR (vector autoregressive) models to generate impulse-response functions and causality/endogeneity tests. Our most remarkable results indicate the following channel of economic policy in Brazil: to foster output, government spending increases causing increases in both tax rates and revenue and the short-term interest rate. A fiscal stimulus via spending seems efficient for economic performance as well as monetary policy; however, the latter operates pro-cyclically in the way we defined here, while the former is predominantly countercyclical. As the monetary shock had a negative effect on GDP growth and GDP growth responded positively to the fiscal shock, it seems that the economic policy has given poise to growth with one hand and taken it with the other one. The monetary policy is only reacting to the fiscal stimuli. We were not able to find any statistically significant response of the output to tax changes, but vice versa seems work in the Brazilian case.

Influência das principais commodities agropecuárias e de variáveis macroeconômicas sobre os preços da terra agrícola no Brasil

Este trabalho tem como proposta investigar como o preço de terras de uso rural no Brasil é afetado pelos preços e exportações das principais commodities agropecuárias, bem como por variáveis macroeconômicas, como taxa básica de juros, taxa de câmbio, taxa de inflação e disponibilidade de crédito agrícola. Para tal foram consideradas as produções agrícola de algodão, café, cana-de-açúcar (e seus principais produtos açúcar e etanol), milho e soja, a produção pecuária de carne bovina e a produção industrial de celulose de fibra curta com foco em sua principal matéria prima, os plantios reflorestados de eucalipto. Em linha com estudos anteriores, foi encontrada evidência empírica de que o preço da terra possui cointegração com algumas das variáveis agrícolas, pecuárias e florestais citadas, em especial em estados com maior vocação agropecuária e/ou para silvicultura. Quanto às variáveis macroeconômicas, apenas a taxa básica de juros apresentou cointegração com o preço de terras para todos os estados avaliados, taxa de câmbio e disponibilidade de crédito rural não aparecem como variáveis estatisticamente significantes. Conclui-se que, para estados com notável participação na balança comercial brasileira de produtos agrossilvipastoris, é possível obter um modelo de equilibro de longo prazo entre o preço da terra de uso rural e as variáveis destacadas acima, de modo que investidores do setor possam utilizá-lo como ferramenta de projeção no auxílio da tomada de decisão além de avaliar potenciais impactos no valor de seus ativos A inovação do presente estudo está em testar as hipóteses de cointegração para cada um dos estados da federação.

Volatility of returns, variations in prices and volume traded: evidence from the main stocks in Brazil

We study the relationship between the volatility and the price of stocks and the impact that variables such as past volatility, financial gearing, interest rates, stock return and turnover have on the present volatility of these securities. The results show the persistent behavior of volatility and the relationship between interest rate and volatility. The results also showed that a reduction in stock prices are associated with an increase in volatility. Finally we found a greater trading volume tends to increase the volatility.

O mercado de opções de Petrobras é eficiente? Um estudo a partir da estratégia delta-gama-neutra

This study aims to verify if the Petrobras options market is efficient in the semi-strong form, that is, if all public information is reflected in these derivative prices. For this purpose, this work tries to achieve profit systematically through the Delta-GammaNeutral strategy using the company's stock and options. In order to simulate the strategy exactly as it would be used in the real world, we built the order books every five minutes considering all buying and selling orders sent to the underlying asset and to the options. We apply the strategy when distortions between implied volatilities extracted from the options are detected. The results show that the Petrobras options market is not efficient, since in 371 day trade strategies, which have an average investment of R$81,000 and average duration of one hour and thirteen minutes, the average return was 0.49% - which corresponds to more than 1,600% of the 1-day risk free interest rate - and 85% of strategies were profitable.

Avaliação microeconômica do comportamento de investidores frente às alterações de condições de mercado : os determinantes da não racionalidade dos investidores no mercado de fundos brasileiros

Neste trabalho buscamos identificar os principais determinantes da demanda por fundos de investimento no Brasil através do modelo Logit, que é bastante utilizado na teoria das organizações industriais. Sempre que possível realizamos “links” com os principais conceitos de finanças comportamentais. Assim, conseguimos aclarar as principais variáveis que impactam as variações de “market-share” na indústria de fundos de investimento. Concluímos que os principais indicadores observados pelos investidores no momento de tomada de decisão são o CDI, a inflação, a taxa real de juros, a variação do dólar e da bolsa de valores, por outro lado a rentabilidade acumulada dos últimos três meses é fator decisivo para que o investidor aplique ou resgate um fundo de investimento. Variáveis de risco e de retorno esperado que imaginávamos ter forte impacto, não se mostraram significativas para as variações de “share”.

O diferencial entre as curvas de juros doméstica e externa em reais é uma evidência para o argumento de "incerteza jurisdicional"?

O trabalho faz uma análise sobre as taxas de juros brasileiras, além das principais características da curva soberana de juros nominais, dando ênfase aos títulos pré-fixados emitidos pelo governo em moeda local, no mercado doméstico e externo, onde notamos a ocorrência de um fenômeno bastante peculiar, que é o diferencial de rendimento e de maturidade existentes entre os dois mercados. Arida, Bacha e Lara-Resende (2004) conjecturam sobre a existência de um risco inerente ao país, chamado por eles de “incerteza jurisdicional”, relacionado às instituições brasileiras, e que estaria por trás das altas taxas de juros e da inexistência de um mercado de crédito doméstico de longo prazo. É feito um diagnóstico mais detalhado sobre as possíveis causas do fenômeno de maior maturidade e menor rendimento dos títulos emitidos no mercado externo em relação aos títulos do mercado interno, notando-se que ambos os fenômenos – dos altos juros brasileiros e da inexistência de um mercado juros de longo prazo – estão diretamente relacionados. As conclusões sobre as possíveis causas para o diferencial de rendimento entre os títulos locais e externos emitidos em Reais dizem respeito tanto aos fatores quantitativos, relacionados aos custos de investimento no Brasil e ao risco de conversibilidade, que contribuem em parte para aumentar as taxas exigidas para os títulos locais, bem como aos fatores qualitativos, como piores instituições no Brasil em relação às instituições externas. A diferença de maturidade entre os títulos também advém de questões institucionais, o que reafirma de certo modo a teoria de “incerteza jurisdicional” para explicar este fenômeno.

Efeitos dos choques de políticas monetária e fiscal sobre as expectativas de inflação no Brasil

In the past few years, uncertainty regarding fiscal situation in Brazil has raised concerns about Central Bank’s ability to anchor inflation expectations. This work examines the impact of monetary and fiscal policy shocks in inflation expectations in Brazil from 2003 to 2015, using VAR models. The results show that unexpected increases in the overnight interest rate lower 12 and 24-months-ahead inflation expectations. However when we reestimate the model using only the late sample (2010-2015), the effects of monetary shocks in inflation expectations are not statistically significant. On the other hand, negative shocks in primary balance expectations have a positive and stronger effect on inflation expectations for recent years. These results suggest that the deanchoring of inflation expectations in Brazil over the past five years is no longer a monetary phenomenon but a fiscal phenomenon.

The trasition from fixed to floating exchange rate regimes: the case of Brazil

This dissertation evaluates macroeconomic management in Brazil from 1994 to the present, with particular focus on exchange rate policy. It points out that while Brazil's Real Plan succeeded in halting the hyperinflation that had reached more than 2000 percent in 1993, it also caused significant real appreciation of the exchange rate situation that was only made worse by the extremely high interest rates and ensuing bout of severe financial crises in the intemational arena. By the end of 1998, the accumulation of internai and externai imbalances led the authorities to drop foreign exchange controls and allow the currency to float. In spite of some initial scepticism, the flexible rate regime cum inflation target proved to work well. Inflation was kept under control; the current account position improved significantly, real interest rates fell and GDP growth resumed. Thus, while great challenges still lie ahead, the recent successes bestow some optimism on the well functioning of this exchange rate regime. The Brazilian case suggests that successful transition from one foreign exchange system to another, particularly during financial crisis, does not depend only on one variable be it fiscal or monetary. In reality, it depends on whole set of co-ordinated policies aimed at resuming price stability with as little exchange rate and output volatility as possible.

Exchange rate policies, patterns of specialization and economic development: theory and evidence in developing countries

The objectives of this paper are twofold. First, it intends to provide theoretical elements to analyze the relation between real exchange rates and economic development. Our main hypothesis is very much in line with the Dutch disease literature, and states that competitive currencies contribute to the existence and maintenance of the anufacturing sector in the economy. This, in turn, brings about higher growth rates in the long run, given the existence of increasing returns in the industrial sector, and its importance in generating echnological change and increasing productivity in the overall economy. The second objective of this paper is empirical. It intends to analyze examples of successful exchange rate policies, such as Chile and Indonesia in the eighties, as a benchmark for comparison with countries where currency overvaluation has taken place, such as Brazil. In the latter case, the local currency is being inflated by large capital inflows, due to high domestic interest rates and to a boom in demand and prices of commodities in the international markets. It will be argued that the industrial sector bears most of the burden when the currency appreciates, and that Brazil risks at deindustrialization if there are no changes in the exchange rate regime