Simulation -based smoothing and filtering in factor stochastic volatility models : two econometric applications (July-2001)

The past decade has wítenessed a series of (well accepted and defined) financial crises periods in the world economy. Most of these events aI,"e country specific and eventually spreaded out across neighbor countries, with the concept of vicinity extrapolating the geographic maps and entering the contagion maps. Unfortunately, what contagion represents and how to measure it are still unanswered questions. In this article we measure the transmission of shocks by cross-market correlation\ coefficients following Forbes and Rigobon's (2000) notion of shift-contagion,. Our main contribution relies upon the use of traditional factor model techniques combined with stochastic volatility mo deIs to study the dependence among Latin American stock price indexes and the North American indexo More specifically, we concentrate on situations where the factor variances are modeled by a multivariate stochastic volatility structure. From a theoretical perspective, we improve currently available methodology by allowing the factor loadings, in the factor model structure, to have a time-varying structure and to capture changes in the series' weights over time. By doing this, we believe that changes and interventions experienced by those five countries are well accommodated by our models which learns and adapts reasonably fast to those economic and idiosyncratic shocks. We empirically show that the time varying covariance structure can be modeled by one or two common factors and that some sort of contagion is present in most of the series' covariances during periods of economical instability, or crisis. Open issues on real time implementation and natural model comparisons are thoroughly discussed.

Predictable dividends and returns

The conventional wisdom is that the aggregate stock price is predictable by the lagged pricedividend ratio, and that aggregate dividends follow approximately a random-walk. Contrary to this belief, this paper finds that variation in the aggregate dividends and price-dividend ratio is related to changes in expected dividend growth. The inclusion of labor income in a cointegrated vector autoregression with prices and dividends allows the identification of predictable variation in dividends. Most of the variation in the price-dividend ratio is due to changes in expected returns, but this paper shows that part of variation is related to transitory dividend growth shocks. Moreover, most of the variation in dividend growth can be attributed to these temporary changes in dividends. I also show that the price-dividend ratio (or dividend yield) can be constructed as the sum of two distinct, but correlated, variables that separately predict dividend growth and returns. One of these components, which could be called the expected return state variable, predicts returns better than the price-dividend ratio does.

Profundidade de mercado na BM&FBovespa: um modelo de alta frequência para estimação da profundidade de mercado da BM&FBovespa

O objetivo desse trabalho é encontrar uma medida dinâmica de liquidez de ações brasileiras, chamada VNET. Foram utilizados dados de alta frequência para criar um modelo capaz de medir o excesso de compras e vendas associadas a um movimento de preços. Ao variar no tempo, o VNET pode ser entendido como a variação da proporção de agentes informados em um modelo de informação assimétrica. Uma vez estimado, ele pode ser utilizado para prever mudanças na liquidez de uma ação. O VNET tem implicações práticas importantes, podendo ser utilizado por operadores como uma medida estocástica para identificar quais seriam os melhores momentos para operar. Gerentes de risco também podem estimar a deterioração de preço esperada ao se liquidar uma posição, sendo possível analisar suas diversas opções, servindo de base para otimização da execução. Na construção do trabalho encontramos as durações de preço de cada ação e as diversas medidas associadas a elas. Com base nos dados observa-se que a profundidade varia com ágio de compra e venda, com o volume negociado, com o numero de negócios, com a duração de preços condicional e com o seu erro de previsão. Os resíduos da regressão de VNET se mostraram bem comportados o que corrobora a hipótese de que o modelo foi bem especificado. Para estimar a curva de reação do mercado, variamos os intervalos de preço usados na definição das durações.

The impact of negative social environmental events on the market value of supply chain partners

The present work analyzes the impact of negative social / environmental events on the market value of supply chain partners. The study offers a contextualized discussion around important concepts which are largely employed on the Operations Management and Management literature in general. Among them, the developments of the literature around supply chains, supply chain management, corporate social responsibility, sustainable development and sustainable supply chain management are particularly addressed, beyond the links they share with competitive advantage. As for the theoretical bases, the study rests on the Stakeholder Theory, on the discussion of the efficient-market hypothesis and on the discussion of the adjustment of stock prices to new information. In face of such literature review negative social / environmental events are then hypothesized as causing negative impact in the market value of supply chain partners. Through the documental analysis of publicly available information around 15 different cases (i.e. 15 events), 82 supply chain partners were identified. Event studies for seven different event windows were conducted on the variation of the stock price of each supply chain partner, valuing the market reaction to the stock price of a firm due to triggering events occurred in another. The results show that, in general, the market value of supply chain partners was not penalized in response to such announcements. In that sense, the hypothesis derived from the literature review is not confirmed. Beyond that, the study also provides a critical description of the 15 cases, identifying the companies that have originated such events and their supply chain partners involved.

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.

Capital flows to Latin America: recent developments

The external environment has deteriorated sharply as a result of the spiraling financial turmoil, and has led to a weakening in commodity prices and fears of a worldwide recession. Latin America and the Caribbean's fastest expansion in 40 years may be threatened as the global credit crunch makes financing scarce and squeezes demand for the region's commodities. This time around the region is better positioned to weather the crisis than in the past, given improvements in macroeconomic and financial policies as well as a reduced net dependency on external capital inflows. However, Latin American markets are feeling the effects of the crisis through a slowdown in capital inflows, large declines in stock price indexes, significant currency adjustments and an increase in debt spreads. Volatility has soared, with the closely watched Chicago Board Options Exchange Volatility Index moving to an all-time high of 70.33 on October 17, indicating that fear (rather than greed) has been ruling the markets.After reaching record lows in May 2007, emerging markets bond spreads are now above pre-Asian crisis levels. The JPMorgan EMBI+ Latin American composite widened by 146 basis points in the third quarter, with spreads reaching 448 basis points at the end of September. Spreads have widened sharply in recent weeks as foreign investors cut back regional exposure for the safety of U.S. Treasuries. The ongoing lack of liquidity and subsequent liquidation of assets is leading to a collapse in asset prices and a sharp widening in spreads. Daily spreads in October have risen to levels not seen since December 2002, making it much more difficult for governments that need financing to get it. Risk premiums for Latin corporates and sovereigns have risen substantially, but have remained well below U.S. junk (high-yield) bonds. Latin corporates are facing a steep rise in foreign exchange borrowing costs (although less than firms in other emerging markets), which raises concerns that refinancing risks will climb.So far, emerging markets vulnerabilities have been more focused on corporates, as sovereigns have improved public debt dynamics and countries' financing needs are under control. Market performance has been driven by the rapid deterioration of emerging markets bank and corporate market, as well as ongoing losses in emerging markets equities. From January to September 2008, the Morgan Stanley Capital International (MSCI) Latin American Index lost almost 28%, while the Emerging Markets Index lost 37% and the G-7 Index lost 24%. While in 2007 the Latin America component gained 47%, almost nine times as much as the MSCI-G7 index for developed markets, since mid-September 2008 stocks in Latin America have been doing worse than stocks in developed countries, as concerns about access to credit and the adverse impact of sharp falls in commodity prices and in local currencies contribute to increased risk aversion and to outflows of capital. Many governments in the region have used revenue from the commodity boom to pay down debt and build reserves. Now, facing a global financial crisis and the threat of recession in developed countries, the biggest question for Latin America is how long and deep this cyclical downturn will be, and how much it is going to reduce commodity prices. Prices for commodities such as soy, gold, copper and oil, which helped fund the region's boom, have fallen 28% since their July 2 high, according to the RJ/CRB Commodity Price Index. According to Morgan Stanley (in a September 29 report), should prices return to their 10-year average, Latin America's balanced budgets would quickly revert to a deficit of 4.1% of GDP. As risk aversion increases, investors are rapidly pulling out massive amounts of money, creating problems for local markets and banks. There is an ongoing shortage of dollars (as investors liquidate assets in Latin American markets), and as currencies depreciate, inflation concerns increase despite the global slowdown. In Brazil and Mexico, central banks deployed billions of dollars of reserves to stem steep currency declines, as companies in these countries, believing their local currencies would continue to strengthen against the U.S. dollar, took debts in dollars. Some companies also made bets using currency derivatives that have led to losses in the billions of dollars. Dramatic currency swings have caused heavy losses for many companies, from Mexico's cement giant Cemex SAB to the Brazilian conglomerate Grupo Votorantim. Mexico's third-largest retailer, Controladora Comercial Mexicana, declared bankruptcy recently after reporting huge losses related to exchange rate bets. As concerns about corporate exposure to dollar-denominated derivatives increases, yields on bonds issued by many of Brazil's and Mexico's leading companies have started to rise, sharply raising the cost of issuing new debt. Latin American external debt issuance came to a halt in the third quarter of 2008, totaling only US$ 690 million. The cost of obtaining loans for capital expenditures, M&A and debt refinancing is also rising substantially for Latin American corporates amid contagion from the U.S. financial crisis. According to bankers, a protracted trend of shortening tenors and widening spreads has intensified in the past few weeks, indicating that bank lending is quickly following the way of bonds and equity. Finally, money transfers from Latin American migrants are expected to decline for the first time this decade, as a result of economic downturns in the U.S. and Spain, inflation and a weaker dollar. The Mexican Central Bank announced that money transfers from Mexicans living in the U.S. dropped a record 12.2% in August. In 2008, migrants from the region will send some 1.7% less in remittances year-on-year when adjusted for inflation, according to the IADB, compounding the adverse effects of the deepening financial turmoil.

Educação ambiental e estratégias empresariais na área portuária: um estudo da Companhia Docas do Pará (CDP)

Desde a ECO-92 houve um crescimento substancial de ações de Educação Ambiental (EA) no Brasil e no mundo, ligadas aos mais diversos segmentos da sociedade, como movimentos sociais, associações de bairros, ONG‟s, escolas, universidades, instituições de pesquisa e empresas. As ações de EA ganharam visibilidade no setor empresarial, particularmente, na área portuária, objeto de interesse desse trabalho. Essa dissertação objetiva analisar, numa perspectiva crítica, a lógica da inserção da EA no setor empresarial portuário e seus impactos, a partir da análise da Companhia Ambiental Rural(CDP). Os estudos da EA no setor portuário não elucidam as intenções de “ordem econômica” ao adotarem programas ambientais. Partimos do pressuposto de que a EA é um campo de conhecimento de caráter sistêmico. Seguindo a noção de campo de Bourdieu, procuramos mostrar que a lógica da inserção da EA é acumular “capital simbólico” (crédito/reconhecimento) para conseguir a legitimação do modus operandi empresarial, mostrando suas ações como sustentáveis. Isso permite promover uma boa imagem da empresa e a conquista de selos e certificados. Observou-se que houve a construção do que chamamos de “habitus eco-lógico” reproduzido nas relações de trabalho pela qualificação profissional e gerenciamento ambiental dos negócios da empresa; na apropriação crescente da dimensão intelectual e cognitiva, procurando envolver os trabalhadores mais intensamente pelo disciplinamento, e, consequentemente, obtendo ganho de performance empresarial. Finalmente, conclui-se que a lógica de inserção da EA é a acumulação de “capital simbólico”, para se conseguir a legitimação do modus operandi empresarial, mostrando suas ações como sustentáveis, assim promovendo uma boa imagem da empresa (aumento do preço das ações, como também de seus parceiros) e a diminuição de investimentos em tecnologias e planejamentos para mitigar o compensar os impactos ambientais. Em síntese, a análise percorre elementos relevantes do processo de reestruturação logística das Companhias Docas no Brasil, em particular no Pará.

Essays On CEO Compensation: New Evidence On The Managerial-Power Vs. Optimal Contracting Debate

This dissertation analyzes the effect of market analysts’ expectations of share prices (price targets) on executive compensation. It examines how well the estimated effects of price targets on compensation fit with two competing views on determining executive compensation: the arm’s length bargaining model, which assumes that a board seeks to maximize shareholders’ interests, and the managerial power model, which assumes that a board seeks to maximize managers’ compensation (Bebchuk et al. 2005). The first chapter documents the pattern of CEO pay from fiscal year 1996 to 2010. The second chapter analyzes the Institutional Broker Estimate System Detail History Price Target data file, which that reports analysts’ price targets for firms. I show that the number of price target announcements is positively associated with company share price’s volatility, that price targets are predictive of changes in the value of stocks, and that when analysts announce positive (negative) expectations of future stock price, share prices change in the same direction in the short run. The third chapter analyzes the effect of price targets on executive compensation. I find that analysts' price targets alter the composition of executive pay between cash-based compensation and stock-based compensation. When analysts forecast a rise (fall) in the share price for a firm, the compensation package tilts toward stock-based (cash-based) compensation. The substitution effect is stronger in companies that have weaker corporate governance. The fourth chapter explores the effect of the introduction of the Sarbanes-Oxley Act (SOX) in 2002 and its reinforcement in 2006 on the options granting process. I show that the introduction of SOX and its reinforcement eliminated the practice of backdating options but increased “spring-loading” of option grants around price targets announcements. Overall, the dissertation shows that price targets provide insights into the determinants of executive pay in favor of the managerial power model.

Twitter data analysis for financial markets

Over the time, Twitter has become a fundamental source of information for news. As a one step forward, researchers have tried to analyse if the tweets contain predictive power. In the past, in financial field, a lot of research has been done to propose a function which takes as input all the tweets for a particular stock or index s, analyse them and predict the stock or index price of s. In this work, we take an alternative approach: using the stock price and tweet information, we investigate following questions. 1. Is there any relation between the amount of tweets being generated and the stocks being exchanged? 2. Is there any relation between the sentiment of the tweets and stock prices? 3. What is the structure of the graph that describes the relationships between users?

Postacquisition performance of acquiring firms

We investigate whether negative postacquisition stock-price performance of acquiring firms is a genuine phenomenon or a statistical artifact. Using a comprehensive sample of domestic acquisitions in the 1966-1986 period, we show that acquiring firms underperform a control portfolio only during the three years but not five years following the acquisition. There is evidence of negative performance in the second and third postacquisition years, but that performance occurs mainly in the 1960s and 1970s, and disappears in the 1980s. Thus, especially in the later years, the postacquisition years do not provide convincing evidence of wasteful corporate acquisitions, or strong evidence that contradicts market efficiency.

Corporate dividencs and seasoned equity issues: an empirical investigation

This paper investigates whether managers rely on dividends to obtain a higher price in a stock offering and whether the stock price reaction to dividend and offering announcements justifies such a coordination. The evidence does not support either conjecture. Issuing firms are not more likely to pay or increase dividends than nonissuing forms. Moreover, there is little evidence that firms time stock offering announcements right after dividend declarations to befefit from the attendant information disclosure. The analysis of dividend and stock offering announcement effects suggests few if any benefits from linking divbidend and stock offering announcements.

Corporate acquisitions by listed firms: the experience of a comprehensive sample

The sample used includes tender offers, mergers, acquisitions of privately held corporations, and comprehensive acquisitions of other firms' assets. According to the results, the majority of bid announcements prompt significant stock price increases, especially when controlling for partial anticipation problems and relative acquisition size. Furthermore, there is little evidence that firms that engage in "bad" acquisitions are more likely to be taken over.

Efectividad de las señales de compromiso de suscripción ante el anuncio de ampliaciones de capital en España

El objetivo de esta tesis doctoral es averiguar si el anuncio por parte del accionista significativo de ejercitar su derecho de suscripción preferente elimina o reduce la asimetría de información en las ampliaciones de capital con derecho de suscripción preferente en el Mercado de Valores español. Durante los 17 años analizados, encontramos que ni el anuncio de la ampliación de capital ni el tipo de aseguramiento acordado en cada ampliación tienen un impacto estadísticamente significativo en el Exceso de Rentabilidad Ajustada por Riesgo. Principalmente, el análisis realizado utiliza la información requerida por la Comisión Nacional del Mercado de Valores (CNMV) que deben aportar los accionistas significativos en el Folleto de emisión publicado con carácter previo a la ampliación. Esta investigación desglosa las ofertas en un Grupo 1, el cual incluye aquéllas en las que los accionistas significativos anuncian su intención de ejercitar su derecho en las emisiones, y el Grupo 2, que incluye aquéllas en donde no acuden o simplemente no existía información al respecto ya que no es una información obligatoria a incluir en el Folleto. Para cada ampliación de capital y para tres periodos de tiempo distintos se obtiene el Exceso de Rentabilidad Ajustada por Riesgo (ERAR) como la diferencia entre la Tasa Interna de Retorno y el Retorno Esperado, utilizando el modelo CAPM. De este modo, se trata de aislar el efecto temporal. La principal contribución de esta tesis doctoral es el hallazgo de una rentabilidad negativa estadísticamente significativa cuando el accionista significativo anuncia su intención de no suscribir la ampliación, o no existe información suficiente sobre su intención a este respecto. Adicionalmente, el análisis que se ha llevado a cabo en este estudio muestra un refuerzo estadísticamente significativo de este efecto negativo en la rentabilidad cuando existe simultáneamente una falta de compromiso por parte del accionista significativo y la ampliación no está asegurada. ABSTRACT The aim of this doctoral dissertation is to find out whether or not consideration of significant shareholders announcement of intention to exercise subscription rights makes a difference in eliminating or reducing the effects of asymmetrical information in equity offerings with pre-emptive rights on the Spanish Stock Market. For the 17 years of equity issues covered, we find that neither equity issue announcements nor the type of underwriting arrangements has a statistically significant impact on the issues’ Excess Risk Adjusted Return. The analysis uses the information required by CNMV (Spanish equivalent to SEC) to be provided by the significant shareholders in the equity issue’s prospectus. The doctoral dissertation breaks the offerings down into Group 1, in which the significant shareholders indicated their intention to subscribe, and Group 2, for which there was not enough information provided as to their intentions. For each equity issue, Excess Risk Adjusted Return (ERAR) is obtained, for three different periods, as is the difference between nominal Internal Rate of Return and expected return, using the CAPM. By subtracting the expected return from the IRR, the effect of time or any other variable influencing the stock price during the period, aside from the equity issue, should, in principle, be removed. The main contribution of this study is the finding of a statistically significant negative impact on returns either when the significant shareholders indicate their intention not to subscribe, or when not enough information is provided about their intention. We also find a statistically significant reinforcing negative effect on returns in the case of simultaneous lack of commitment on the part of significant shareholders, and non-underwritten equity issues.

O Conflito de Agência Exposto ao Efeito de Mercado: Um Estudo Empírico de Precificação de Ações da Bombril S/A

Esta dissertação apresenta um estudo exploratório que tem como objetivo a avaliação da reação do mercado frente aos problemas de agência e assimetria informacional entre os acionistas majoritários-controladores e os acionistas minoritários de uma empresa brasileira de capital aberto, no tocante ao valor das suas ações negociadas na Bolsa de Valores de São Paulo. O estudo se propõe a investigar o impacto de precificação dessas ações promovendo a análise do seu comportamento frente à divulgação de notícias de crise e fraude da empresa por meio da mídia especializada. A metodologia adotada consiste na aplicação de estudo de eventos para identificação de retornos anormais da empresa desde a divulgação da primeira notícia selecionada, datada de maio de 2001, até a última notícia em outubro de 2005, utilizando-se de procedimentos estatísticos como a regressão linear e aplicação do teste t de student para estimar e comparar os resultados. Os dados foram obtidos por meio do banco de dados da Economática Ltda, conforme acesso realizado na Universidade de São Paulo. Para objeto de pesquisa foi selecionada a empresa Bombril S/A, por estar em evidências quanto a problemas de agência no âmbito do mercado nacional. Os resultados obtidos apontaram que o mercado reagiu significantemente aos anúncios dos conflitos selecionados, apresentando um valor de p-value <0,05 para os blocos de eventos, o que significa a rejeição da hipótese nula, constatando que a evidencia estatística dos dados testados comprova retornos anormais acumulados diferentes de zero. Entretanto, sugere-se novas pesquisas com outros parâmetros de eventos na busca de mais evidências sobre o efeito das informações no preço das ações.

O Conflito de Agência Exposto ao Efeito de Mercado: Um Estudo Empírico de Precificação de Ações da Bombril S/A

Esta dissertação apresenta um estudo exploratório que tem como objetivo a avaliação da reação do mercado frente aos problemas de agência e assimetria informacional entre os acionistas majoritários-controladores e os acionistas minoritários de uma empresa brasileira de capital aberto, no tocante ao valor das suas ações negociadas na Bolsa de Valores de São Paulo. O estudo se propõe a investigar o impacto de precificação dessas ações promovendo a análise do seu comportamento frente à divulgação de notícias de crise e fraude da empresa por meio da mídia especializada. A metodologia adotada consiste na aplicação de estudo de eventos para identificação de retornos anormais da empresa desde a divulgação da primeira notícia selecionada, datada de maio de 2001, até a última notícia em outubro de 2005, utilizando-se de procedimentos estatísticos como a regressão linear e aplicação do teste t de student para estimar e comparar os resultados. Os dados foram obtidos por meio do banco de dados da Economática Ltda, conforme acesso realizado na Universidade de São Paulo. Para objeto de pesquisa foi selecionada a empresa Bombril S/A, por estar em evidências quanto a problemas de agência no âmbito do mercado nacional. Os resultados obtidos apontaram que o mercado reagiu significantemente aos anúncios dos conflitos selecionados, apresentando um valor de p-value <0,05 para os blocos de eventos, o que significa a rejeição da hipótese nula, constatando que a evidencia estatística dos dados testados comprova retornos anormais acumulados diferentes de zero. Entretanto, sugere-se novas pesquisas com outros parâmetros de eventos na busca de mais evidências sobre o efeito das informações no preço das ações.