A Doctoral thesis submitted in fulfilment of the requirements for the award of Doctor of Philosophy degree in the field of Finance The Graduate school of Business Administration, University of the Witwatersrand, October 2016 / The global financial system has experienced turmoil in the past three decades, at the least. Although the shocks originate abroad, they possess some rippling effects on African economies. The essence of market integration and cross-border listings of stocks has fueled the need for African markets to be well integrated with the global economy. Despite this need, available empirical literature exploring the integration of African markets regionally, and with the rest of the world appear unclear. Moreover, the possibility of global shocks transmitting to Africa via its emerging equity markets remains underexplored. At the same time, such knowledge is critical for not only understanding the functioning of equity markets in particular, but also important for regulating the financial system in general. This thesis addresses these gaps inherent in extant literature and proffer empirical and theoretical solutions by exploring the nexus between African stock markets and global shocks. The emphasis is on contagion, co-movement, and diversification. The thesis is organized into four empirical essays, each deeply touching on specific theme (s) that form the core of the problems or research questions under investigation while employing advanced econometric techniques that underpin the modeling of asset returns. The first essay examines the capacity of African equity markets to act as ‗hubs‘ for portfolio investors during tranquil and turbulent conditions of global equity and commodity markets. The findings posit that African stock markets provide decorrelation from commodity and global equity markets during extreme market conditions. To the extent that the results reveal the strength of African stocks in cushioning international portfolio investors in a mean-variance stand-point during market crashes, the essay helps to decay doubts in the minds of investors on the perceived lack of capacity of the continent‘s stocks to yield higher expected risk-return trade-offs during global market sell-offs. The implication of the study is that given the recent history of commodities and global stocks, fund managers around the world seeking viable alternatives to compensate for losses from commodity shocks through uncorrelated markets may consider the equity markets in Africa, albeit on account of volatility persistence, present and past market conditions, markets stability, as well as size and liquidity issues. The second essay examines regional and global co-movement of African stock markets using the three-dimensional continuous Morlet wavelet transform methodology. The essay establishes evidence of stronger co-movements broadly narrowed to short-run fluctuations. The co-movements are time-varying and commonly non-homogeneous – with phase difference arrow vectors implying lead-lag African Equity Markets and Global Shocks 2016 © Gideon Boako Page iii relationships. The presence of lead-lag effects and stronger co-movements at short-run fluctuations may induce arbitrage and diversification opportunities to both local and international investors with long-term investment horizons. The findings also reveal that some African equity markets are, to a degree, segmented from volatilities of the dollar and euro exchange rates. The third essay sheds light on whether African equity markets decoupled from, and / or converged with regional and global markets from 2003 to 2014, and analyzes the implications of that for shocks spillovers. Although there is no evidence of African markets convergence either regionally or globally, shock propagation exists in a time-varying setting. Regional markets in Africa are not just ‗shock absorbers‘ but also ‗shock transmitters‘. In the last essay, the dependence structure and (extreme) downside developed equity markets and currency price risk spillover effects to African stock markets using value-at-risk (VaR) and conditional value-at-risk (CoVaR) based on stochastic copulas is modeled. The study finds evidence of non-homogenous weak negative dependence between stocks and the USD and EUR exchange rates. Except for Egypt, there is evidence of positive significant dependencies between all African markets and their developed counterparts. Although, evidence of both uni-directional and bidirectional causality, as well as upper and lower tail dependencies are found across the stocks and currency markets, only some minuscule evidence of downside spillover effects was recorded, albeit episodic. It is observed that propagation of shocks from the GFC had a second round effect in African stock markets. Thus, the impact of the GFC to African economies was not through the credit crunches and liquidity freezes in Phase I of the crisis, but rather through the global recession that followed into the second phase. The findings are consistent with the view that global shocks propagation to developing markets may stagger during crisis and intensify post-crisis. A practical implication from the results is that given the relatively scarce resources and levels of technological know-how available to African governments, efforts to wean the continent‟s equity markets from adverse effects of global market crashes should be geared towards plans and programmes to mitigate the shocks not at the early stages but latter stages, where the effects to Africa could be prominently felt. Three key arguments are deduced from all the essays. First, although financial market underdevelopment seems prima-facie, to help countries isolate themselves against immediate contagion, it also reduces the ability of the real economy to cushion the impact of the crisis. African Equity Markets and Global Shocks 2016 © Gideon Boako Page iv Therefore, the argument of the thesis is that despite the common fear that a highly integrated and developed market may present fertile grounds for shock spillover, Africa must continue to pursue programmes aimed at enhancing inter and intra-regional integration. However, the degree and extent of both inter- and intra-regional integration ought to be pegged at certain optimal levels in order to reap benefits from scale economies. Such endeavours at integration will not only help in risk diversification but also help smooth the impact of shocks. The second argument is that, the proposition of the ―decoupling theory‖ i.e. returns of African equity markets and global stocks are not jointly normal during crisis periods may not be entirely tenable, empirically. Thirdly, the thesis argues that the “shift-contagion” theory may not reflect the reality for Africa, particularly during initial stages of crisis. Instead, the thesis suggests an extension and argues for a “delayed-shift contagion” theory. Keywords: Decoupling, shift-contagion, spillover effects, CoVaR, exchange rates, commodities. JEL Classification: C40, C58, F31, F36, G10, G11, G15, / GR2018

Este trabalho consiste em abordar o conceito de fetichismo da mercadoria, de Karl Marx, presente principalmente na obra O Capital. Ao fazer essa abordagem, a pesquisa encontrou aspectos de certa teoria da ação que estariam presentes na problemática do fetichismo. As relações entre a ação e a representação formam o eixo que permeia toda a pesquisa. Está dividida em três capítulos. No primeiro, se apresenta o fetichismo como um problema que relaciona de modo muito particular a ação e a representação. Para refletir sobre estes aspectos buscamos, nos capítulos seguintes, alguns pontos da teoria da ação de Aristóteles como a responsabilidade moral, a diferença entre práxis e poiêsis, a divisão entre o intelecto prático e o teórico e a figura do acrático. Tais conceitos são articulados de modo que o fetichismo pode ser visto como um problema de uma teoria da ação / This work addresses the concept of commodity fetishism, from Karl Marx\'s book The Capital. By doing this approach, this research has found certain aspects of the theory of action that would be present in the problematic of fetishism. The relationship between action and representation form the axis that permeates all research. It is divided into three chapters. At the first, it presents fetishism as a problem that relates most particularly the action and representation. To think about these aspects we look for, in the following chapters, some points of the action theory of Aristotle as a moral responsibility, the difference between praxis and poiesis, the division between the theoretical and the practical intellect and the figure of akratic. Such concepts are so articulated that fetishism can be seen as a problem of a theory of action

實證證據顯示商品價格有均值回歸和跳躍的特性。由於一些商品期權收益涉及歷史商品價格的算術平均，因此我們求出算術亞式期權在均值回歸跳躍擴散過程下的分析解。比分析解是對資產價格最終值和實際平均值的聯合特徽函數進行快速傅立葉變換獲得。我們通過數值模擬研究來檢驗此建議方法的準確度和計算效率。 / Empirical evidence indicates that commodity prices are mean reverting and exhibit jumps. As some commodity option payoff involves the arithmetic average of historical commodity prices, we derive an analytical solution to arithmetic Asian options under a mean reverting jump diffusion process. The analytical solution is implemented with the fast Fourier transform based on the joint characteristic function of the terminal asset price and the realized average value. We also examine the accuracy and computational efficiency of the proposed method through numerical studies. / Detailed summary in vernacular field only. / Chung, Shing Fung. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2013. / Includes bibliographical references (leaves 40-42). / Electronic reproduction. Hong Kong : Chinese University of Hong Kong, [2012] System requirements: Adobe Acrobat Reader. Available via World Wide Web. / Abstracts also in Chinese. / Chapter 1 --- Introduction --- p.1 / Chapter 2 --- Model with constant parameters --- p.5 / Chapter 2.1 --- Model specification --- p.6 / Chapter 2.2 --- Joint characteristic function --- p.8 / Chapter 3 --- Model with time-dependent parameters --- p.12 / Chapter 3.1 --- Model specification --- p.13 / Chapter 3.2 --- Joint characteristic function --- p.13 / Chapter 4 --- Fast Fourier transform on Asian option prices --- p.18 / Chapter 5 --- Numerical results --- p.20 / Chapter 5.1 --- Comparison of the analytical solution and Monte Carlo simulation . --- p.20 / Chapter 5.2 --- Price sensitivity and model parameters --- p.26 / Chapter 5.3 --- Price sensitivity and payoff structure --- p.26 / Chapter 6 --- Conclusion --- p.33 / Chapter A --- Normally distributed jump size --- p.34 / Bibliography --- p.40

This thesis makes new observations of market phenomena for various commodities and trading strategies centered around these observations. In particular, our results imply that many aspects of the commodities markets, from delivery markets to producers and consumer derivative based ETFs can be modeled eectively using nancial engineering techniques. Chapter 2 examines what drives the returns of gold miner stocks and ETFs. Inspired by our real options model, we construct a method to dynamically replicate gold miner stocks using two factors: a spot gold ETF and a market equity portfolio. We find that our real options approach can explain a significant portion of the drivers of firm implied gold leverage. Chapter 3 studies commodity exchange-traded funds (ETFs). From empirical data, we find that many commodity leveraged ETFs underperform significantly against our constructed dynamic benchmark, and we quantify such a discrepancy via the novel idea of realized effective fee. Finally, we consider a number of trading strategies and examine their performance by backtesting with historical price data. Chapter 4 studies the phenomenon of non-convergence between futures and spot prices in the grains market. In our proposed approach, we incorporate stochastic spot price and storage cost, and solve an optimal double stopping problem to understand shipping certificate prices. Our new models for stochastic storage rates explain the spot-futures premium.

Technology has greatly impacted how economic agents interact in various markets, including transportation and online display advertising. This calls for a better understanding of some of the key features of these marketplaces and the development of fundamental insights for this class of problems. In this thesis, we study markets for which spatial and incentive considerations are crucial factors for their operational and economic success. In particular, we study pricing and staffing decisions for ride-hailing platforms. We also consider the contract design problem faced by Ad Exchanges when buyers' strategic behavior and inherent business constraints limit these platforms' decisions. Firstly, we investigate the pricing challenges of ride-hailing platforms and propose a general measure-theoretical framework in which a platform selects prices for different locations, and drivers respond by choosing where to relocate based on prices, travel costs, and market congestion levels. Our results identify the revenue-maximizing pricing policy and showcase the importance of accounting for global network effects. Secondly, we develop a queuing approach to study the link between capacity and performance for a service firm with spatial operations. In a classical M/M/n queueing model, the square root safety (SRS) staffing rule balances server utilization and customer wait times. By contrast, we find that the SRS rule does not lead to such a balance in spatial systems. In these settings, a service firm should use a higher safety factor, proportional to the offered load to the power of 2/3. Lastly, motivated by the online display advertising market where publishers frequently use transaction-contingent fees instead of up-front fees, we study the classic sequential screening problem and isolate the impact of buyers' ex-post participation constraints. We characterize the optimal selling mechanism and provide an intuitive necessary and sufficient condition under which screening is better than pooling.

Inúmeros fatores afetam diretamente o negócio dos produtores rurais, porém dois deles são claramente observáveis: a variabilidade nos preços e a dificuldade de agregar valor nos seus produtos agrícolas. Uma das soluções para mitigar estes problemas é através do uso do marketing, visando transformar uma commodity num produto com um valor agregado maior e uma marca reconhecida no mercado. Neste contexto, este trabalho buscou propor um Plano Comercial para introduzir um produto, in natura, a base da semente de Chia na cidade de Porto Alegre, com maior valor agregado, explorando todos os componentes do composto de marketing (preço, produto, distribuição e comunicação). O trabalho conseguiu desenvolver este plano com sucesso, identificando um público alvo e propondo um novo produto com embalagem inovadora; precificação com foco na maximização de mercado, uma arquitetura de canais de distribuição com poucos agentes e um plano de comunicação com foco nas mídias digitais e nos formadores de opinião. Finalmente este plano pode servir de guia para replicá-lo para outro tipo de produtores agrícolas que se enfrentem com as mesmas dificuldades. / Many factors affect the farmers’ business, of which two are most salient ones: price variability and the difficulty to add value to their agricultural products. One possibility to mitigate these problems is throughout a marketing strategy aiming to convert a commodity into a product with greater added value and a recognized brand in the market. Dealing with these challenges, this work proposes a Commercial Plan model to introduce a Chia seed product, in natura, in the city of Porto Alegre, with greater added value through the use of all components of the marketing compound (price, product, distribution and communication). The business plan developed successfully identifying a target consumer and proposed a new product with innovative packaging; pricing focus on market maximization, distribution channel architecture with few agents and communication plan focus on digital media and opinions leaders. It also serves as a guide for farmers that work with different commodities but face similar difficulties.

Este estudo é sobre as transformações vividas pelos indivíduos na porção meridional da Serra do Espinhaço do estado de Minas Gerais, Brasil. Estas transformações se manifestam aparentemente como uma expansão da indústria do turismo. Porém, na realidade elas são expressão das determinações impostas ali pela crise da sociedade do trabalho. / This study deals with the social changes experienced by people from the southern area of Serra do Espinhaço, Minas Gerais, Brazil. These changes are related to the increase of the tourism industry however they are determined by crise o work society reproduction.

This thesis examines the degree to which alternative funds deviate from their style-benchmark and how this is related to past performance and fund size, and how it impacts future risk and returns. Additionally the thesis examines how security selection and market timing skills differ across varying degrees of deviation from the benchmark. The thesis uses data for hedge funds, funds of funds, and CTA funds from the Center for International Securities and Derivatives Markets and employs fund???s tracking error relative to their style-benchmark to estimate the level of drift. The style-benchmarks used are the median return for all reporting funds that follow a particular style and funds are assigned a benchmark based on their self-reported style. First, this thesis documents statistically significant differences in the tracking errors of portfolios of funds with the highest tracking error versus funds with the lowest tracking error, implying that some managers drift from their self-reported style-benchmarks. Second, funds??? benchmark-inconsistency is less severe in the case of funds that have a regulatory obligation to disclose their performance, suggesting that the absence of regulation fosters an environment where managers can be more flexible with their investment approach. Third, the tendency to drift from the benchmark is most prevalent amongst funds with superior past performance as well as small funds. Fourth, future total portfolio risk increases as funds display more benchmarkinconsistency, suggesting that managers adopt riskier strategies as they attempt to enhance returns. Fifth, the thesis demonstrates that CTA funds that display drift from their benchmark produce higher absolute and relative returns in subsequent periods regardless of the direction of the general market. In contrast, the findings show for hedge funds and funds of funds, benchmark-inconsistent funds are likely to outperform in bull markets and underperform in bear markets. Finally, this thesis shows that more benchmark-consistent managers have better security selection skill. The main contribution of this thesis is in identifying the group of hedge funds, funds of funds, and CTA funds that are likely to deviate from their self-reported style-benchmark and the risk-return consequences of such deviations. The findings have implications for investors and regulators.

This thesis examines the degree to which alternative funds deviate from their style-benchmark and how this is related to past performance and fund size, and how it impacts future risk and returns. Additionally the thesis examines how security selection and market timing skills differ across varying degrees of deviation from the benchmark. The thesis uses data for hedge funds, funds of funds, and CTA funds from the Center for International Securities and Derivatives Markets and employs fund???s tracking error relative to their style-benchmark to estimate the level of drift. The style-benchmarks used are the median return for all reporting funds that follow a particular style and funds are assigned a benchmark based on their self-reported style. First, this thesis documents statistically significant differences in the tracking errors of portfolios of funds with the highest tracking error versus funds with the lowest tracking error, implying that some managers drift from their self-reported style-benchmarks. Second, funds??? benchmark-inconsistency is less severe in the case of funds that have a regulatory obligation to disclose their performance, suggesting that the absence of regulation fosters an environment where managers can be more flexible with their investment approach. Third, the tendency to drift from the benchmark is most prevalent amongst funds with superior past performance as well as small funds. Fourth, future total portfolio risk increases as funds display more benchmarkinconsistency, suggesting that managers adopt riskier strategies as they attempt to enhance returns. Fifth, the thesis demonstrates that CTA funds that display drift from their benchmark produce higher absolute and relative returns in subsequent periods regardless of the direction of the general market. In contrast, the findings show for hedge funds and funds of funds, benchmark-inconsistent funds are likely to outperform in bull markets and underperform in bear markets. Finally, this thesis shows that more benchmark-consistent managers have better security selection skill. The main contribution of this thesis is in identifying the group of hedge funds, funds of funds, and CTA funds that are likely to deviate from their self-reported style-benchmark and the risk-return consequences of such deviations. The findings have implications for investors and regulators.

This thesis examines the degree to which alternative funds deviate from their style-benchmark and how this is related to past performance and fund size, and how it impacts future risk and returns. Additionally the thesis examines how security selection and market timing skills differ across varying degrees of deviation from the benchmark. The thesis uses data for hedge funds, funds of funds, and CTA funds from the Center for International Securities and Derivatives Markets and employs fund???s tracking error relative to their style-benchmark to estimate the level of drift. The style-benchmarks used are the median return for all reporting funds that follow a particular style and funds are assigned a benchmark based on their self-reported style. First, this thesis documents statistically significant differences in the tracking errors of portfolios of funds with the highest tracking error versus funds with the lowest tracking error, implying that some managers drift from their self-reported style-benchmarks. Second, funds??? benchmark-inconsistency is less severe in the case of funds that have a regulatory obligation to disclose their performance, suggesting that the absence of regulation fosters an environment where managers can be more flexible with their investment approach. Third, the tendency to drift from the benchmark is most prevalent amongst funds with superior past performance as well as small funds. Fourth, future total portfolio risk increases as funds display more benchmarkinconsistency, suggesting that managers adopt riskier strategies as they attempt to enhance returns. Fifth, the thesis demonstrates that CTA funds that display drift from their benchmark produce higher absolute and relative returns in subsequent periods regardless of the direction of the general market. In contrast, the findings show for hedge funds and funds of funds, benchmark-inconsistent funds are likely to outperform in bull markets and underperform in bear markets. Finally, this thesis shows that more benchmark-consistent managers have better security selection skill. The main contribution of this thesis is in identifying the group of hedge funds, funds of funds, and CTA funds that are likely to deviate from their self-reported style-benchmark and the risk-return consequences of such deviations. The findings have implications for investors and regulators.