Browsing by Author "Moores-Pitt, Peter Brian Denton."
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Item An analysis of share prices and economic activity in South Africa: an NARDL approach.(2021) Naidoo, Thiasha.; Moores-Pitt, Peter Brian Denton.An integral component of economic activity rests on the performance of share prices as it influences consumer and business confidence which in turn affects the performance of the overall economy. The progressive characteristics of share prices and its successive role as an indicator of economic growth has been widely documented in advanced and developing economies such as South Africa but with evidence allowing for nonlinearity and asymmetric movements, being less predominant. The key objective of this thesis is to re-examine an existing issue by using a more complex method of analysis to determine whether fluctuations in the stock market influence the economic growth in South Africa. This study assesses share price fluctuations and its impact on economic growth, with the aim of identifying the nonlinearity and asymmetric effects in the relationship by taking into consideration a primary and sectoral analysis, within a South African context. As such, this study utilised various different methodological techniques that established cointegration; identified the existence of structural breaks; detected long and short-run relationships and determined the effects of nonlinearity and asymmetric adjustments between the stock market and economic activity, covering the period of 1999 to 2019. It was established that the relationship between economic growth and stock prices exhibit evidence of structural breaks. Furthermore, it was concluded that there is a strong link between the stock market and economic activity with the 2007/2008 global financial crisis. Most importantly, this thesis intended to determine the nonlinearity and asymmetric impacts that stock market fluctuations have on economic activity in South Africa. It was exhibited that there is evidence of strong nonlinear cointegration in the relationship. Additionally, there is a strong presence of nonlinearity and asymmetric adjustment in the relationship between stock market fluctuations and economic activity. Therefore, this study concluded that there is strong evidence of nonlinearity and asymmetric adjustment in the cointegrating relationship and depicted that economic growth is sensitive to stock market fluctuations in South Africa, which represents a novel contribution to the literature.Item An econometric analysis of the equity returns-inflation relationship in South Africa.(2019) Moores-Pitt, Peter Brian Denton.; McCullough, Kerry-Ann Frances.; Murray, Michael.Previous empirical evidence regarding the nature and magnitude of the relationship between equity returns and inflation has proven to be conflicting and inconsistent. Although several papers have considered this issue, there is still a lack of consensus as to the nature of the relationship between equity returns and inflation. This represents a considerable point of concern as it is this relationship that acts as an indicator of the historical efficacy of equities as an inflationary hedge. While the classical theory dating back to the 1930’s dictates that equities should function as an effective hedge against inflation because they are based on underlying assets with a fixed real value, a substantial number of studies have obtained results that contradict this theory. Many attempts have been made to explain this phenomenon and to resolve the debate since the 1980’s, notably with the application of cointegration theory andmethods (which were developed in the 90’s). Despite advances in econometrics, the issue remains unresolved on an international scale, with conflicting results still occurring in recent studies (Chaves and Silva, 2018; Bhanja and Dar, 2018; Al-Nassar and Bhatti, 2018). The literature that focuses on the South African case is a typical example of the disparity: relatively modern studies using fairly similar statistical approaches find vastly differing results as to the capacity for equities to act as an inflationary hedge, including findings of positive and negative results (Alagidede and Panagiotidis, 2010; Khumalo, 2013), as well as approaches that failed to produce conclusive results (van Rooyen and Jones, 2018). This thesis aims to resolve the issue for the South African case in order to determine whether or not equities have acted as a historically effective inflationary hedge. The South African economy represents a perfect natural experiment for the study due to its high volatility, especially in terms of macroeconomic indicators such as inflation, over the past thirty-five years. The analysis makes use of the Consumer Price Index (CPI) as a proxy for inflation and the Johannesburg Stock Exchange’s All Share Index (ALSI) as a proxy for equity returns over the period 1980 to 2015. The study is undertaken as a collection of publications that each seek to address particular issues, mostly of an econometric nature, that arise when studying the relationship. The first of these papers deals with the disparity in the South African economy regarding the order of integration of the two variables and seeks to provide a comparative analysis with previous studies. Further, the research contained in paper one seeks to identify possible explanations for the conflicting results in previous studies. The study finds that a significant, positive cointegrating relationship between inflation and equity returns exists in South Africa, at least when using conventional cointegration techniques, implying that equities have exhibited the historical capacity to act as an effective historical hedge against inflation, in contrast to the findings of much of the literature. Further, it resolves previous issues with differing findings as to the orders of integration of the variables, which represents a particularly prevalent problem in studies using South African data. While these initial findings would appear to lend support to the conventional theory that equities are able to act as an effective inflationary hedge in South Africa, when examining the issue more deeply it becomes evident that this finding may potentially be impacted by the inherent assumptions of the models employed. Based on the results of previous studies and the results of the first paper, the second paper posits that the equity- inflation relationship is both time and country dependent, potentially contributing to the aforementioned disparities in the existing literature. The implication of potentially flawed model assumptions is that the results of the first paper may be inaccurate (the model risk of a poor model choice giving unreliable results). As a result of this potential limitations bias, the remaining papers of this doctoral dissertation delve into the assumptions behind the classic model, reflecting more deeply on the nature of the data employed and seeking to determine if this relationship holds when various, arguably more realistic, alternate assumptions are considered. The first of these assumptions that is critiqued is that the relationship is time-invariant, such that the equity-inflation relationship does not exhibit variance over time. In an economy such as South Africa, which has shown exceptional macroeconomic volatility, such an assumption may well be inaccurate and is likely to have reduced the integrity of the conventional tests. Relaxing the assumption of time-invariance allows one to consider that the relationship may have experienced shifts over time as a result of exogenous shocks. This idea is tested by investigating the possibility of structural breaks in the individual time series, as well as in the relationship itself. Structural breaks here refer to an unexpected shift in a time series that can lead to forecasting errors, compromising the reliability of the model. Should a model rely on the assumption of time-invariance it is unable to account for the existence of such structural breaks, leading to compromised results. In the second paper, significant evidence for the existence of structural breaks was found in the case of both variables as well as in the overall relationship. Using the most significant structural break as a breakpoint and investigating the relationship preceding and subsequent to the break pointed to clear evidence that the relationship does change over time. As previous studies have generally assumed the series do not contain breaks, the assumption of time-invariance in previous work may have led to inherently flawed conclusions. However, what this second paper was able to demonstrate, was that even when accounting for breaks, equities maintained their capacity to act as a hedge against inflation in South Africa on either side of that structural break. Further, cointegration testing allowing for structural breaks indicated that the overall relationship was significant and positive and affirmed the prior conclusion that equities are an effective inflationary hedge in the long-run. That is, even when relaxing the assumption of time-invariance and accounting for structural breaks, the overall conclusion for the South African case – that equities are able to perform a hedging function against inflation – remains true. This thesis then continues by developing on this idea of addressing the previous assumptions that may affect this type of analysis, building towards a final, more robust, conclusion. Two additional assumptions remain which require consideration. In recent literature the question of asymmetric adjustment has arisen, including in the analysis of the relationship between equity returns and inflation. Such studies have aimed to deal with the idea that there is no compelling reason to assume that adjustments of the relationship between equity returns and inflation have necessarily been symmetric. Further, it is possible that the relationship may have been subject to a threshold effect, where it exhibits different characteristics depending on whether stocks are underpriced or overpriced relative to goods. It was shown that the adjustment coefficients differ substantially depending on whether they are above or below a certain threshold, and thus that the assumption of linear adjustment is flawed as the relationship exhibits asymmetric adjustment in reality. Further testing for asymmetric adjustment and allowing for such adjustments in the relationship led to the conclusion that the relationship has experienced asymmetric adjustment over the sample period and that the relationship between equity returns and inflation is more appropriately modelled using threshold cointegration techniques. Such findings drastically improve our understanding of the dynamics of the equity returns-inflation relationship and emphasize the importance of accounting for these factors in similar studies. The weakness in previous cointegration testing is somewhat exposed by the strength of the evidence of asymmetric adjustment and effectively questions the findings of the majority of the previous literature which has relied on these techniques. The model far more accurately estimates the relationship between equity returns and inflation and provides new evidence that it experiences a measure of variance around an endogenously determined threshold. Due to the relative power of the model as well as the fact that it has accounted for these factors it can be stated with far greater certainty that South African equities are able to provide an effective hedge against domestic inflation. The evidence of threshold effects is of importance to investors and policy makers, as it is at this point that the adjustment coefficients will vary in terms of their response to exogenous shocks. This is particularly important in the context of this thesis because of the evidence of multiple structural breaks in the cointegrating relationship (found in the second publication) indicating that the relationship has been affected by exogenous shocks at multiple points over the sample period. These factors, namely structural breaks, threshold effects and asymmetric adjustment, are a likely reason why previous studies, on an international scale, have exhibited such conflicting results. Should these studies be reconsidered to incorporate such effects, it would vastly improve the robustness of the results of these studies. It should be noted that the magnitude of the relationship is likely to differ across countries and time periods due to the variation in structural dynamics and macroeconomic conditions. It is therefore improbable that some standard measure of the relationship, such as the conventional theory by Fisher, would accurately estimate the relationship regardless of the sample country or sample period, given the findings in this thesis that the relationship is affected by exogenous factors. Due to the findings of asymmetric adjustment in the third research paper, it is not only the magnitude of the relationship that will cause varied responses, but also potentially the direction of the adjustment. This is investigated further in the fourth paper of this thesis, which aims to disaggregate the overall adjustment coefficient in order to better understand the effects of positive and negative adjustments when they differ substantially from the long-term aggregate relationship. Disaggregating the overall adjustment coefficient into its positive and negative components provided a novel understanding of the dynamics of the relationship. The results of the disaggregation were surprising due to the magnitude of the disparity between the positive and negative adjustments coefficients and indicated that it is important to consider the possibility of imminent fluctuations in inflation when best deciding how to hedge against it. Collectively however, this thesis has proven that equities are able to function as an effective long-run hedge against inflation in South Africa. Further this thesis demonstrates that the inherent assumptions in conventional cointegration techniques, especially those of time-invariance and symmetric adjustment are flawed and have likely contributed to the disparities in the previous literature.Item The impact of foreign ownership on firm performance: evidence from South Africa.(2020) Naidu, Delane Deborah.; Charteris, Ailie Heather.; Moores-Pitt, Peter Brian Denton.The inflow of Foreign Direct Investment (FDI) is an important source of finance for South Africa. The South African government continuously attempts to attract more FDI to improve economic growth. Several studies have examined the determinants and effects of FDI at a macroeconomic level in South Africa, but very little research has analysed the effects of FDI at a microeconomic level, where the focus is on firm performance. Foreign ownership sourced from FDI can have both direct and spillover (indirect) effects on firm performance. The absence of evidence regarding the effect of foreign ownership on firm performance raises questions about the impact of FDI at the firm-level in South Africa. Hence, this study seeks to determine the direct and horizontal spillover effects of foreign ownership on the financial performance of firms listed on the Johannesburg Stock Exchange (JSE). This study uses panel data for non-financial firms listed on the JSE, covering the seven-year period from 2012 to 2018. The system Generalized Method of Moments (GMM) approach is employed to estimate the relationship as it accounts for endogeneity, simultaneity and unobserved heterogeneity, thus ensuring unbiased results. Firm performance is measured with Return on Assets (ROA), Return on Equity (ROE) and Tobin’s Q. The results for the direct effects vary across performance measures, with a non-linear effect of foreign ownership identified only when ROE is used. The findings show that foreign ownership has a positive effect on ROE at levels of foreign ownership below 40.1% but a negative effect at higher levels of foreign ownership. No evidence of horizontal spillovers are found for any performance measures. The implications of these findings are discussed along with recommendations for future research.Item Modelling export growth in South Africa with a focus on third-country effects and stock market liquidity.(2020) Tsunga, Kudzanai Richard.; McCullough, Kerry-Ann Frances.; Moores-Pitt, Peter Brian Denton.After considering the potential benefits of exports in ameliorating lacklustre economic growth, this thesis analyses South Africa’s exports to the world and to its trading partners. It notes that gaps in erstwhile studies on export behaviour were attributable to linear modelling, overlooking the role of the financial economy, and an overreliance on exchange rate volatility as an explanatory variable, which in part, resulted in the exchange disconnect puzzle. The gaps are addressed by employing non-linear models, consideration of financial economic variables, and third-country effects which collectively addressed the summary objective of establishing the existence of shortrun and long-run linear and asymmetric relationships of South Africa’s exports with real and financial economic variables. A unique exports dataset obtained from the South African Revenue Services (SARS), is used to undertake multivariate time-series and cross-sectional analysis beginning with the linear autoregressive distributed lag model (ARDL) and the pooled mean group (PMG) before progressing to consider non-linearity with the non-linear ARDL (NARDL), the quantile ARDL (QARDL), the Markov-switching model, the threshold autoregressive (TAR) model and the panel threshold model. The analysis is conducted in cognisance with the endogenous growth theory and the finance-led growth hypothesis which propose an interdependence between the real and financial economies. This thesis finds that stock market illiquidity and volatility possess both a linear and asymmetric negative relationship with exports in the short-run and long-run. Further, exports were consistently weaker at higher thresholds of the financial economic variables. Exchange rate relationships and third-country effects are not consistently significant; confirming the exchange disconnect puzzle. This thesis concludes that non-linear models and the financial economy must be considered when analysing South African export demand because they provide a nuanced analysis of export behaviour. The findings imply that future research in the subject area must consider the financial economy. In addition, policy makers should incentivise ease of capital flows to export growth projects because investors react to changing risk and liquidity costs induced by diminishing exports. This thesis recommends the accommodation of financial market stability and liquidity within the scope of South Africa’s trade policy to attain sustained exports contribution towards economic growth.Item Residential property as a hedge against inflation in South Africa.(2021) Ramsaran, Nikita.; Moores-Pitt, Peter Brian Denton.The empirical evidence regarding the magnitude of the relationship between inflation and residential property has had conflicting results. Although the issue of inflation-hedging has been discussed by multiple authors, the results have been inconsistent with regard to the ability of property to act as a hedge against inflation. This topic has been explored largely in an international context, with limited studies on South African grounds. Over the years the topic of inflation-hedging has been examined using multiple cointegration techniques, which have been adapted over the years to accommodate various limitations. The conventional Autoregressive Distributive Lag (ARDL) model has been a solid model for the purpose of this topic as it has proven to have various advantages over other models. However, this model assumes linearity and symmetry with regard to the relationship. In order to overcome the limitations of this model, the Nonlinear Autoregressive Distributive Lag (NARDL) model was developed, as it accounts for possible asymmetric adjustment. Both these models were employed for the purpose of this study with the intent of determining whether the relationship between the variables is nonlinear and asymmetric. This study utilized quarterly data for a 30-year time period from 1989-2019, a period which was extremely relevant in the context of South African history, because of the transition period from the apartheid regime. The data chosen for the inflation rate is represented by the consumer price index (CPI) and housing prices was represented by both the housing price index (HPI), as well as segmented housing prices. The results from this study confirmed that property is able to hedge against inflation, with strong evidence supporting the existence of an asymmetric relationship between the variables. All segments were confirmed to effectively hedge against inflation, with only the affordable segment being a partial hedge for the purpose of the NARDL model. Evidence of asymmetry was confirmed, indicating that when inflation increases, housing prices increase at a rate greater than unity. However, in periods of decreasing inflation, the increase in absolute value is far greater. Investors can, therefore, profit off investing in property during all inflationary periods, and generate greater wealth in periods of decreased inflation.Item The risk-return relationship and volatility feedback in South Africa: a nonparametric Bayesian approach.(2020) Dwarika, Nitesha.; Moores-Pitt, Peter Brian Denton.; Chifurira, Retius.The risk-return relationship is a fundamental concept in finance and economic theory and is also known as the “first fundamental law” in finance. Traditionally, the risk-return relationship is known to help assist individuals in the construction of an efficient portfolio where a desired risk and return profile is tailored to their needs. However, it is a source of much more valuable information to various market participants such as bankers, investors, policy makers and researchers alike. There are a number of investment strategies, policy frameworks, theories and asset pricing models built on the empirical result of the risk-return relationship. Hence, the topic of the risk-return relationship is of broad importance. It has been widely investigated on an international scale, especially by developed markets from as early as the 1950's, with the primary motive being to help market participants optimise their chance to earn higher returns. According to conventional economic theory, the relationship between risk and return is a positive and linear relationship – the higher the risk, the higher the return. However, there are many studies documented in literature which show a positive or negative or no relationship at all. As a result, due to the magnitude of conflicting results over the years, this has caused an international and local debate to arise regarding the risk-return relationship. International studies have explored a number of theories and models to attempt resolving the inconclusive empirical backing of the risk-return relationship. On the other hand, the methods employed by South African studies and the volume of literature on the topic is relatively limited. South Africa is becoming increasingly more recognised, liberalised, interactive and integrated into the international economy. Therefore, this study makes a significant contribution from a South African market perspective. This study identifies volatility feedback, a stronger measure of regular volatility, as an important source of asymmetry to take into account when investigating the risk-return relationship. Given that South Africa is an emerging market which is subject to higher levels of volatility, one would expect the presence of this mechanism to be more pronounced. Thus, this study investigates the risk-return relationship once volatility feedback is taken into account by its magnitude in the South African market. A valuable contribution of this study is the introduction of the novel concept “asymmetric returns exposure” which refers to the risk that arises from the asymmetric nature of returns. This measure has a certain level of uncertainty attached to it due to its latent and stochastic nature. As a result, it may be ineffectively accounted for by existing parametric methods such as regression analysis and GARCH type models which are prone to model misspecification. The results of this study are presented according to the robustness of the approaches in the build up to the final result. First, the GARCH approach is employed and consists of a symmetric and asymmetric GARCH type models. The GARCH approach is treated as a preliminary test to investigate the presence of risk-return relationship and volatility feedback, respectively. While the GARCH type models have the ability to take into account the volatile nature of returns, asymmetries and nonlinearities remain uncaptured by the probability distributions governing the model innovations. Thus, the results of the GARCH type models are inconsistent and not statistically sound. This motivates the use of a more robust method, namely, the Bayesian approach which consists of a parametric and nonparametric Bayesian model. The Bayesian approach has the ability to average out sources of uncertainty and measurement errors and thus effectively account for “asymmetric returns exposure”. The test results of both the parametric and nonparametric Bayesian model find that volatility feedback has an insignificant effect in the South African market. Consequently, the risk-return relationship is estimated free from empirical distortions that result from volatility feedback. The result of the parametric Bayesian model is a positive and linear relationship, in line with traditional theoretical expectations. However, it is noteworthy that in the context of this study that the nonparametric approach is highlighted over the parametric approach. The nonparametric approach has the ability to adjust for model misspecifications and effectively account for stochastic, asymmetric and latent properties. It has the ability to take into account an infinite number of higher moment asymmetric forms of the risk-return relationship. Thus, the nonparametric Bayesian model estimates the actual fundamental nature of the data free from any predetermined assumptions or bias. According to the nonparametric Bayesian model, the final result of this study is no relationship between risk and return, in line with early South African studies.