Thesis (MBA)--Stellenbosch University, 2000. / ENGLISH ABSTRACT: The price earnings multiple is a ratio of valuation and is published widely in the media as a comparative instrument of investment decisions. It is used to compare company valuation levels and their future growth/franchise opportunities. There have been numerous research studies done on the price earnings multiple, but no study has been able to design or derive a model to successfully predict the future price earnings multiple where the current stock price and following year-end earnings per share is used. The most widely accepted method of share valuation is to discount the future cash flows by an appropriate discount rate. Popular and widely used stock valuation models are the Dividend Discount Model and the Gordon Model. Both these models assume that future dividends are cash flows to the shareholder. Thomas K. Philips, the chief investment officer at Paradigm Asset Management in New York, constructed a valuation model at the end of 1999, which he published in The Journal of Portfolio Management. The model (Philips price earnings multiple model) was derived from the Dividend Discount Model and calculates an implied future price earnings multiple. The Philips price earnings multiple model includes the following independent variables: the cost of equity, the return on equity and the dividend payout ratio. Each variable in the Philips price earnings multiple model is a calculated present year-end point value, which was used to calculate the implied future price earnings multiple (present year stock price divided by following year-end earnings per share). This study used a historical five year (1995-2000) year-end data to calculate the implied and actual future price earnings multiple. Out of 225, Johannesburg Stock Exchange listed companies studied, only 36 were able to meet the criteria of the Philips price earnings multiple model. Correlation and population mean tests were conducted on the implied and constructed data sets. It proved that the Philips price earnings multiple model was unsuccesful in predicting the future price earnings multiple, at a statistical 0,20 level of significance. The Philips price earnings multiple model is substantially more complex than the Discount Dividend Model and includes greater restrictions and more assumptions. The Philips price earnings multiple model is a theoretical instrument which can be used to analyse hypothetical (with all model assumptions and restrictions having been met) companies. The Philips price earnings multiple model thus has little to no applicability in the practical valuation of stock price on Johannesburg Stock Exchange listed companies. / AFRIKAANSE OPSOMMING: Die prysverdienste verhouding is 'n waarde bepalingsverhouding en word geredelik gepubliseer in die media. Hierdie verhouding is 'n maatstaf om maatskappye se waarde vlakke te vergelyk en om toekomstige groei geleenthede te evalueer. Daar was al verskeie navorsingstudies gewy aan die prysverdiensteverhouding, maar nog geen model is ontwikkel wat die toekomstige prysverdiensteverhouding (die teenswoordige aandeelprys en toekomstige jaareind verdienste per aandeel) suksesvol kon modelleer nie. Die mees aanvaarbare metode vir waardebepaling van aandele is om toekomstige kontantvloeie te verdiskonteer teen 'n toepaslike verdiskonteringskoers. Van die vernaamste en mees gebruikte waardeberamings modelle is die Dividend Groei Model en die Gordon Model. Beide modelle gebruik die toekomstige dividendstroom as die toekomstige kontantvloeie wat uitbetaal word aan die aandeelhouers. Thomas K. Philips, die hoof beleggingsbeampte by Paradigm Asset Management in New York, het 'n waardeberamingsmodel ontwerp in 1999. Die model (Philips prysverdienste verhoudingsmodei) was afgelei vanaf die Dividend Groei Model en word gebruik om 'n geïmpliseerde toekomstige prysverdiensteverhouding te bereken. Die Philips prysverdienste verhoudingsmodel sluit die volgende onafhanklike veranderlikes in: die koste van kapitaal, die opbrengs op aandeelhouding en die uitbetalingsverhouding. Elke veranderlike in hierdie model is 'n berekende teenswoordige jaareinde puntwaarde, wat gebruik was om die toekomstige geïmpliseerde prysverdiensteverhouding (teenswoordige jaar aandeelprys gedeel deur die toekomstige verdienste per aandeel) te bereken. In hierdie studie word vyf jaar historiese jaareind besonderhede gebruik om die geïmpliseerde en werklike toekomstige prysverdiensteverhouding te bereken. Van die 225 Johannesburg Effektebeurs genoteerde maatskappye, is slegs 36 gebruik wat aan die vereistes voldoen om die Philips prysverdienste verhoudingsmodel te toets. Korrelasie en populasie gemiddelde statistiese toetse is op die berekende en geïmpliseerde data stelle uitgevoer en gevind dat die Philips prysverdienste verhoudingsmodel, teen 'n statistiese 0,20 vlak van beduidenheid, onsuksesvol was om die toekomstige prysverdiensteverhouding vooruit te skat. Die Philips prysverdienste verhoudingsmodel is meer kompleks as die Dividend Groei Model met meer aannames en beperkings. Die Philips prysverdienste verhoudingsmodel is 'n teoretiese instrument wat gebruik kan word om hipotetiese (alle model aannames en voorwaardes is nagekom) maatskappye te ontleed. Dus het die Philips prysverdienste verhoudingsmodel min tot geen praktiese toepassingsvermoë in die werkilke waardasie van aandele nie.

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This thesis aims to provide new insights into the importance of decomposing aggregate time series data using the Maximum Overlap Discrete Wavelet Transform. In particular, the analysis throughout this thesis involves decomposing aggregate financial time series data at hand into approximation (low-frequency) and detail (high-frequency) components. Following this, information and hidden relations can be extracted for different investment horizons, as matched with the detail components. The first study examines the ability of different GARCH models to forecast stock return volatility in eight international stock markets. The results demonstrate that de-noising the returns improves the accuracy of volatility forecasts regardless of the statistical test employed. After de-noising, the asymmetric GARCH approach tends to be preferred, although that result is not universal. Furthermore, wavelet de-noising is found to be more important at the key 99% Value-at-Risk level compared to the 95% level. The second study examines the impact of fourteen macroeconomic news announcements on the stock and bond return dynamic correlation in the U.S. from the day of the announcement up to sixteen days afterwards. Results conducted over the full sample offer very little evidence that macroeconomic news announcements affect the stock-bond return dynamic correlation. However, after controlling for the financial crisis of 2007-2008 several announcements become significant both on the announcement day and afterwards. Furthermore, the study observes that news released early in the day, i.e. before 12 pm, and in the first half of the month, exhibit a slower effect on the dynamic correlation than those released later in the month or later in the day. While several announcements exhibit significance in the 2008 crisis period, only CPI and Housing Starts show significant and consistent effects on the correlation outside the 2001, 2008 and 2011 crises periods. The final study investigates whether recent returns and the time-scaled return can predict the subsequent trading in ten stock markets. The study finds little evidence that recent returns do predict the subsequent trading, though this predictability is observed more over the long-run horizon. The study also finds a statistical relation between trading and return over the long-time investment horizons of [8-16] and [16-32] day periods. Yet, this relation is mostly a negative one, only being positive for developing countries. It also tends to be economically stronger during bull-periods.

Bakgrund: Åren 86-97 kännetecknas som en period med flera stora reformer och en svensk konjunktur som nådde sin botten med tre år i följd av negativ BNP-tillväxt. Påtagligt var även reaktionen från Stockholmsbörsen som i samband med lågkonjunkturen upplevde en kraftig nedgång. Vad drev då denna avkastningsutveckling, vinsterna eller värderingarna av dessa? Hur såg sambandet ut mellan konjunktur, bolagsvinster, vinstvärderingar och börsutveckling för perioden? Syfte: Syftet med denna uppsats, på uppdrag av Melker Schörling AB, är att studera avkastningsutveckling, bolagsvinster och P/E-multiplar över en konjunkturcykel för att analysera till vilken grad multipelexpansion/kontraktion kontra vinsttillväxt drivit avkastningen för olika branscher på Stockholmsbörsen. I ett andra skede utreds huruvida prognoser för P/E-tal och branschvinster på Stockholmsbörsen korrelerat med konjunkturen samt även hur EBITDA- och vinstmarginaler inverkat på aktievärderingar under tidsperioden. Utifrån studiens resultat kommer eventuella lärdomar kopplas till dagens konjunkturella situation. Genomförande: Insamlat datamaterial i form av siffror och nyckeltal utgår från Affärsvärldens tidsskrifter och årsböcker med början 1986 och slut 1997. Utifrån dessa har, för studien, relevanta beräkningar dessutom gjorts. Resultat: Studien av Stockholmsbörsen 86-97, där handelsbranschen genomled konjunkturnedgången bäst, visar inte på att konjunkturen spelar roll för avkastningsutvecklingen. Vinstprognoserna drev avkastningen under lågkonjunkturen medan vinstvärderingarna dämpade nedgången. Genomgående ökade vinstvärderingarna under lågkonjunkturen till följd av att vinstprognoserna föll mer än kursen. Studien visar på att dessa ökade vinstvärderingar innehöll överskattade vinstförväntningar. Innan börsnedgången befann sig P/E-talen på relativt låga nivåer och när utväxlingen i samband med lågkonjunkturens slut skedde var P/E-talen höga, vilket ifrågasätter huruvida P/E-talet egentligen är representativt under en lågkonjunktur samt dess förmåga att indikera på risk. Prognostiserat P/E-tal korrelerar väl med faktiskt P/E-tal men det faktiska fluktuerar i större grad. Marginalerna, som korrelerar negativt med vinstvärderingarna, uppvisar en laggningseffekt gentemot omsättningen. / Background: The years 86-97 are characterized as a period with many big reformations when the Swedish economy reached its bottom with three years in a row with negative GDP. The reaction from the Swedish stock market was substantial and Stockholmsbörsen went through a heavy bearish period. What was it that drove this stock return, the expected earnings or the valuation of them? What was the connection between the business cycle, earnings, valuations and stock return for this particular period? Aim: The aim of the thesis, on behalf of Melker Schörling AB, is to study stock return, company earnings and price-earnings ratios during a business cycle in order to analyse to what extent multiple expansion/contraction versus earnings growth have driven stock return for the different branches on Stockholmsbörsen. In a second stage we observe how estimates of branches’ price-earnings ratios and earnings correlate with the business cycle and what impact EBITDA and pre-tax profit margin have on valuation during the period. Based on the result of the thesis, contingent knowledge will be related to today’s economic situation. Completion: The data, consisting of figures and ratios, is collected from magazines and yearbooks of Affärsvärlden starting 1986 and ending 1997. With the help of these, relevant calculations have been made. Result: This study of Stockholmsbörsen during the years 86-97, where the consumer-goods index had the best performance, shows that the business cycle has no impact on the stock return. The earnings estimates drove the stock return during the economic slump of 91-93 while the valuations tempered the fall. Through the economic slump the valuations became higher due to the fact that the earnings estimates fell more than the stock return. The study also shows that the increased valuations consisted of overestimated earnings estimates. Before the stock market fell the price-earnings ratios were at relatively low levels and when bull period begun in the end of the economic slump the ratios were high. This fact questions whether the price-earnings ratio is representative during an economic slump and if the ratio indicates risk accurately. Forward PE correlates positively with current PE, but the current PE is more volatile. Margins, which correlate negatively with valuations, indicate a lagging effect towards sales growth.

<p>Bakgrund: Åren 86-97 kännetecknas som en period med flera stora reformer och en svensk konjunktur som nådde sin botten med tre år i följd av negativ BNP-tillväxt. Påtagligt var även reaktionen från Stockholmsbörsen som i samband med lågkonjunkturen upplevde en kraftig nedgång. Vad drev då denna avkastningsutveckling, vinsterna eller värderingarna av dessa? Hur såg sambandet ut mellan konjunktur, bolagsvinster, vinstvärderingar och börsutveckling för perioden?</p><p>Syfte: Syftet med denna uppsats, på uppdrag av Melker Schörling AB, är att studera avkastningsutveckling, bolagsvinster och P/E-multiplar över en konjunkturcykel för att analysera till vilken grad multipelexpansion/kontraktion kontra vinsttillväxt drivit avkastningen för olika branscher på Stockholmsbörsen.</p><p>I ett andra skede utreds huruvida prognoser för P/E-tal och branschvinster på Stockholmsbörsen korrelerat med konjunkturen samt även hur EBITDA- och vinstmarginaler inverkat på aktievärderingar under tidsperioden. Utifrån studiens resultat kommer eventuella lärdomar kopplas till dagens konjunkturella situation.</p><p>Genomförande: Insamlat datamaterial i form av siffror och nyckeltal utgår från Affärsvärldens tidsskrifter och årsböcker med början 1986 och slut 1997. Utifrån dessa har, för studien, relevanta beräkningar dessutom gjorts.</p><p>Resultat: Studien av Stockholmsbörsen 86-97, där handelsbranschen genomled konjunkturnedgången bäst, visar inte på att konjunkturen spelar roll för avkastningsutvecklingen. Vinstprognoserna drev avkastningen under lågkonjunkturen medan vinstvärderingarna dämpade nedgången. Genomgående ökade vinstvärderingarna under lågkonjunkturen till följd av att vinstprognoserna föll mer än kursen. Studien visar på att dessa ökade vinstvärderingar innehöll överskattade vinstförväntningar. Innan börsnedgången befann sig P/E-talen på relativt låga nivåer och när utväxlingen i samband med lågkonjunkturens slut skedde var P/E-talen höga, vilket ifrågasätter huruvida P/E-talet egentligen är representativt under en lågkonjunktur samt dess förmåga att indikera på risk. Prognostiserat P/E-tal korrelerar väl med faktiskt P/E-tal men det faktiska fluktuerar i större grad. Marginalerna, som korrelerar negativt med vinstvärderingarna, uppvisar en laggningseffekt gentemot omsättningen.</p> / <p>Background: The years 86-97 are characterized as a period with many big reformations when the Swedish economy reached its bottom with three years in a row with negative GDP. The reaction from the Swedish stock market was substantial and Stockholmsbörsen went through a heavy bearish period. What was it that drove this stock return, the expected earnings or the valuation of them? What was the connection between the business cycle, earnings, valuations and stock return for this particular period?</p><p>Aim: The aim of the thesis, on behalf of Melker Schörling AB, is to study stock return, company earnings and price-earnings ratios during a business cycle in order to analyse to what extent multiple expansion/contraction versus earnings growth have driven stock return for the different branches on Stockholmsbörsen.</p><p>In a second stage we observe how estimates of branches’ price-earnings ratios and earnings correlate with the business cycle and what impact EBITDA and pre-tax profit margin have on valuation during the period. Based on the result of the thesis, contingent knowledge will be related to today’s economic situation.</p><p>Completion: The data, consisting of figures and ratios, is collected from magazines and yearbooks of Affärsvärlden starting 1986 and ending 1997. With the help of these, relevant calculations have been made.</p><p>Result: This study of Stockholmsbörsen during the years 86-97, where the consumer-goods index had the best performance, shows that the business cycle has no impact on the stock return. The earnings estimates drove the stock return during the economic slump of 91-93 while the valuations tempered the fall. Through the economic slump the valuations became higher due to the fact that the earnings estimates fell more than the stock return. The study also shows that the increased valuations consisted of overestimated earnings estimates. Before the stock market fell the price-earnings ratios were at relatively low levels and when bull period begun in the end of the economic slump the ratios were high. This fact questions whether the price-earnings ratio is representative during an economic slump and if the ratio indicates risk accurately. Forward PE correlates positively with current PE, but the current PE is more volatile. Margins, which correlate negatively with valuations, indicate a lagging effect towards sales growth.</p>

In the field of sustainable finance, Environmental-, Social- and Governance-ratings (ESG) have become an acknowledged measurement of a firm's sustainability performance. The increased awareness of sustainability issues in today's society is undeniable. However, based upon contradicting results from previous research, it was uncertain if investors were rewarding a firm’s sustainability efforts in the form of a lower cost of equity. The purpose of this thesis has therefore been to examine the relationship between sustainability, risk and valuation as well as stock-price behavior in times of crisis regarding large firms publicly listed in the Nordic countries. In order to fulfil the purpose, various multiple regression models have been conducted on quarterly data from the period between 2011 to 2020. The approach chosen to examine if ESG has a relation to the cost of equity has been to calculate the implied cost of equity inferred from consensus forecasts of future financial development and stock price at each point in time, also known as the ex-ante cost of equity. Since the independent variable ESG-score was not likely to be the sole variable to affect the independent variables in our multivariate regression models, we have followed previous studies in the choice of control variables. The empirical results of this study showed a significantly negative relationship between a firm’s ESG-score and the cost of equity. In addition, our results showed a significantly positive relationship between a firm’s ESG-score and both the price-to-earnings ratio as well as the price-to-book ratio while no significant relationship between a firm’s ESG-score and the enterprise value to earnings before interest and taxes ratio could be established. Finally, the results of this thesis showed that firms with a greater ESG-score generated excess returns during the latest market turmoil of 2020 caused by the Covid-19 outbreak. This thesis challenges the value-destruction view of ESG-efforts since our results indicate that investors are pricing sustainability risk with a negative risk premium in line with the value creation approach. No causality test has been performed during this study, however several possible mechanisms by which ESG impacts the valuation and crisis resistance have been discussed based upon previous research and the theoretical framework. We argue for the reduced cost of equity to reflect diminished information asymmetry, a larger investor base, improved growth and cash-flow opportunities as well as reduced risk for litigations as aconsequence of a more sustainable business conduct. To the best of our knowledge, no previous study on the topic has been conducted on the Nordic markets. This study fills thus a research gap on the relation between sustainability, risk andequity market valuation and we sincerely hope to have contributed to academia with new approaches.

The disclosure of headline earnings is one of the JSE Limited (JSE)’s listing requirements. All listed entities are required to comply with this disclosure requirement. Guidance in the form of The Circular on headline earnings is issued by the South African Institute of Chartered Accountants (SAICA), and is updated every time when there are changes to the International Financial Reporting Standards (IFRS). The Circular adopts a rules-based approach and specifies what is included and excluded in the calculation of headline earnings. The rules consist of general rules, which apply to all entities other than those industry groups with special provisions such as the life insurance entities. This study questions whether a rules-based headline earnings approach or a principles-based approach is more appropriate for the calculation of headline earnings of listed property entities on the JSE, for economic decision-making purposes. The research method consisted of questionnaires that were sent out to stakeholders. The responses from the CFOs and investment analysts show that principles-based headline earnings guidance is preferred over rules-based headline earnings guidance. / Business Management / M. Phil (Accounting Sciences)

The disclosure of headline earnings is one of the JSE Limited (JSE)’s listing requirements. All listed entities are required to comply with this disclosure requirement. Guidance in the form of The Circular on headline earnings is issued by the South African Institute of Chartered Accountants (SAICA), and is updated every time when there are changes to the International Financial Reporting Standards (IFRS). The Circular adopts a rules-based approach and specifies what is included and excluded in the calculation of headline earnings. The rules consist of general rules, which apply to all entities other than those industry groups with special provisions such as the life insurance entities. This study questions whether a rules-based headline earnings approach or a principles-based approach is more appropriate for the calculation of headline earnings of listed property entities on the JSE, for economic decision-making purposes. The research method consisted of questionnaires that were sent out to stakeholders. The responses from the CFOs and investment analysts show that principles-based headline earnings guidance is preferred over rules-based headline earnings guidance. / Business Management / M. Phil. (Accounting Sciences)

The topic of this Bachelor Thesis is “Which of these valuation methods provides the most accurate valuation forecast”. Assuming that the year is 2020, the goal of this thesis is to forecast the future stock prices of the fifty largest US-based companies on the Nasdaq stock exchange for 2021 and 2022. By using a quantitative method and looking ten years back at historical data. We determine which valuation method provides the most accurate stock price when conducted in a non-sector specific sample by comparing predicted prices to actual stock prices and discussing the results. There are several ways to evaluate a company and the ones being utilized in this thesis are the discounted cash flow valuation method, the price-to-earnings ratio method (equity multiple), and enterprise value to enterprise value before interest, tax, and depreciation (firm multiple). Our results show that when reviewing the valuations of multiple companies in different sectors the relative valuation methods provide better predictions with EV/EBITDA rather than the discounted cash flow method. This thesis provides the reader with a comprehensive overview of these different valuation methods and their effectiveness in providing valuation forecasts. The result of this thesis is beneficial for policymakers, investors, and financial analysts when forecasting future stock prices.