Arvostrategioiden menestys Suomen osakemarkkinoilla

Tämän tutkimuksen tavoitteena on selvittää saavutetaanko passiivisilla arvostrategioilla riskikorjattuna ylisuuria tuottoja Suomen osakemarkkinoilla. Tuottaako matalien tunnuslukujen perusteella valittujen osakkeiden portfolio enemmän kuin korkeiden tunnuslukujen portfolio? Ovatko alfat tilastollisesti merkitseviä? Tutkimuksen tavoitteena on myös selvittää, ovatko korkeimman ja matalimman arvostustason portfolioiden menestyserot tilastollisesti merkitseviä. Tunnuslukuina on tarkasteltu P/E-, EV/EBIT- ja EV/EBITDA-tunnuslukuja sekä P/B- ja P/S–lukuja. Lisäksi on tutkittu yhdistelmätunnuslukuina P/E- ja P/B–lukujen tulon muodostamaa tunnuslukua, sekä suhteellisiin EV/EBITDA-, P/B- ja P/S-lukuihin perustuvaa arvostusmittaria. Tutkimusaineisto koostuu Suomen osakemarkkinoilla julkisesti noteeratuista yrityksistä toukokuusta 1991 toukokuuhun 2006. Osakkeet järjestettiin tunnuslukujen arvostustason perusteella kvintiiliportfolioihin. Myöhemmin portfoliot muodostettiin uudelleen kolmen ja viiden vuoden välein. Lopuksi tarkasteltiin kvintiiliportfolioiden kuukausittaisia tuottoja tunnuslukukohtaisesti koko tutkimusjakson ajalta. Tulosten perusteella on selkeästi havaittavissa, että matalan tunnusluvun kvintiiliportfoliot menestyivät paremmin kuin korkean tunnusluvun kvintiiliportfoliot. Kolmen vuoden jaksoissa P/E-, EV/EBITDA-, P/B-, P/S- ja kolmen tunnusluvun yhdistelmällä muodostetuilla kvintiiliportfolioilla arvopreemio oli selkeästi havaittavissa. Viiden vuoden jaksoissa vastaava ilmiö toistui EV/EBITDA-tunnusluvulla muodostetuilla kvintiiliportfolioilla. Eniten tuotti absoluuttisesti sekä riskikorjattuna tutkimuksessa esiteltävä kolmen vuoden jaksoissa kolmen tunnusluvun yhdistelmällä muodostettu matalimman arvostustason kvintiiliportfolio, joka tuotti riskikorjattuna tilastollisesti erittäin merkitsevästi positiivista alfaa matalalla riskitasolla.

Time-varying Risk Premiums and Conditional Market Risk: Empirical Evidence from European Stock Markets

This study investigates the relationship between the time-varying risk premiums and conditional market risk in the stock markets of the ten member countries of Economy and Monetary Union. Second, it examines whether the conditional second moments change over time and are there asymmetric effects in the conditional covariance matrix. Third, it analyzes the possible effects of the chosen testing framework. Empirical analysis is conducted using asymmetric univariate and multivariate GARCH-in-mean models and assuming three different degrees of market integration. For a daily sample period from 1999 to 2007, the study shows that the time-varying market risk alone is not enough to explain the dynamics of risk premiums and indications are found that the market risk is detected only when its price is allowed to change over time. Also asymmetric effects in the conditional covariance matrix, which is found to be time-varying, are clearly present and should be recognized in empirical asset pricing analyses.

Kvantitatiivisen osakepisteytysmallin testaaminen Euroopan markkinoilla

Tutkielman tavoitteena on testata kvantitatiivisen osakepisteytysmallin tehokkuutta Euroopan osakemarkkinoilla. Osakepisteytysmalli järjestää osakkeet paremmuusjärjestykseen yrityskohtaisten tunnuslukujen avulla. Pisteytysmallin suositusten mukaan luodaan testisalkku ajanjaksolta 2002 2007. Testisalkun tuottoa mitataan pääomahyödykkeiden hinnoittelumallin sekä Faman ja Frenchin kolmen faktorin mallin avulla. Testisalkkua testataan markkina arvopainoisena sekä tasapainoisena. Tasapainoisessa salkussa jokaista osaketta painotetaan yhtäläisesti. Testisalkun rinnalle luodaan lisäksi vertailusalkku satunnaisista osakkeista. Tasapainotettu testisalkku tuotti tarkasteluajanjaksolla tilastollisesti merkitsevää markkinariskikorjattua ylituottoa 0,7 prosenttia kuukaudessa. Kolmen faktorin mallin avulla laskettu ylituotto ei ollut merkitsevä. Yrityskokofaktori sekä markkinatuotto näyttivät selittävän vahvasti testisalkun tuottoja. Yrityskoon vaikutus näkyi myös markkina arvopainotetussa salkussa, jonka tuotto ei päihittänyt markkinatuottoa. Vertailusalkku ei tuottanut tilastollisesti merkitsevää ylituottoa.

Essays on pricing of risk and international linkage of Russian stock market

Last two decades have seen a rapid change in the global economic and financial situation; the economic conditions in many small and large underdeveloped countries started to improve and they became recognized as emerging markets. This led to growth in the amounts of global investments in these countries, partly spurred by expectations of higher returns, favorable risk-return opportunities, and better diversification alternatives to global investors. This process, however, has not been without problems and it has emphasized the need for more information on these markets. In particular, the liberalization of financial markets around the world, globalization of trade and companies, recent formation of economic and regional blocks, and the rapid development of underdeveloped countries during the last two decades have brought a major challenge to the financial world and researchers alike. This doctoral dissertation studies one of the largest emerging markets, namely Russia. The motivation why the Russian equity market is worth investigating includes, among other factors, its sheer size, rapid and robust economic growth since the turn of the millennium, future prospect for international investors, and a number of important major financial reforms implemented since the early 1990s. Another interesting feature of the Russian economy, which gives motivation to study Russian market, is Russia’s 1998 financial crisis, considered as one of the worst crisis in recent times, affecting both developed and developing economies. Therefore, special attention has been paid to Russia’s 1998 financial crisis throughout this dissertation. This thesis covers the period from the birth of the modern Russian financial markets to the present day, Special attention is given to the international linkage and the 1998 financial crisis. This study first identifies the risks associated with Russian market and then deals with their pricing issues. Finally some insights about portfolio construction within Russian market are presented. The first research paper of this dissertation considers the linkage of the Russian equity market to the world equity market by examining the international transmission of the Russia’s 1998 financial crisis utilizing the GARCH-BEKK model proposed by Engle and Kroner. Empirical results shows evidence of direct linkage between the Russian equity market and the world market both in regards of returns and volatility. However, the weakness of the linkage suggests that the Russian equity market was only partially integrated into the world market, even though the contagion can be clearly seen during the time of the crisis period. The second and the third paper, co-authored with Mika Vaihekoski, investigate whether global, local and currency risks are priced in the Russian stock market from a US investors’ point of view. Furthermore, the dynamics of these sources of risk are studied, i.e., whether the prices of the global and local risk factors are constant or time-varying over time. We utilize the multivariate GARCH-M framework of De Santis and Gérard (1998). Similar to them we find price of global market risk to be time-varying. Currency risk also found to be priced and highly time varying in the Russian market. Moreover, our results suggest that the Russian market is partially segmented and local risk is also priced in the market. The model also implies that the biggest impact on the US market risk premium is coming from the world risk component whereas the Russian risk premium is on average caused mostly by the local and currency components. The purpose of the fourth paper is to look at the relationship between the stock and the bond market of Russia. The objective is to examine whether the correlations between two classes of assets are time varying by using multivariate conditional volatility models. The Constant Conditional Correlation model by Bollerslev (1990), the Dynamic Conditional Correlation model by Engle (2002), and an asymmetric version of the Dynamic Conditional Correlation model by Cappiello et al. (2006) are used in the analysis. The empirical results do not support the assumption of constant conditional correlation and there was clear evidence of time varying correlations between the Russian stocks and bond market and both asset markets exhibit positive asymmetries. The implications of the results in this dissertation are useful for both companies and international investors who are interested in investing in Russia. Our results give useful insights to those involved in minimising or managing financial risk exposures, such as, portfolio managers, international investors, risk analysts and financial researchers. When portfolio managers aim to optimize the risk-return relationship, the results indicate that at least in the case of Russia, one should account for the local market as well as currency risk when calculating the key inputs for the optimization. In addition, the pricing of exchange rate risk implies that exchange rate exposure is partly non-diversifiable and investors are compensated for bearing the risk. Likewise, international transmission of stock market volatility can profoundly influence corporate capital budgeting decisions, investors’ investment decisions, and other business cycle variables. Finally, the weak integration of the Russian market and low correlations between Russian stock and bond market offers good opportunities to the international investors to diversify their portfolios.

Sopimusvalmistajan tarjouslaskentamallin kehittäminen monituoteympäristöön

Työn tavoitteena oli luoda yhtenäinen, tehokas ja helppokäyttöinen tarjouslaskentamalli sopimusvalmistajan käyttöön. Konsernin käytössä oli aiemmin neljä erilaista tarjouslaskentamallia ja niitä oli erittäin vaikea vertailla keskenään, eikä niillä voitu laskea tarjouksia kaikille tehtaille. Työ jakautuu kirjallisuuskatsaukseen ja empiiriseen osaan. Kirjallisuuskatsauksessa käsitellään erilaisia hinnoitteluvaihtoehtoja, kustannuslaskennan roolia ja kustannuslaskentamenetelmiä. Empiirinen osa koostuu tarjouslaskennan nykytilan analysoinnista, uuden tarjouslaskentamallin rakentamisesta sekä kehitetyn tarjouslaskentamallin toimintakuvauksesta. Tarjouslaskentamallin pohjaksi valittiin kustannusperusteinen hinnoittelu, koska sitä oli käytetty aikaisemminkin ja se oli koettu hyväksi. Kustannusperusteisen tarjouslaskentamallin pohjaksi luotiin yhtenäiset työ – ja konetuntihinnat koko konserniin. Konetuntihinnat laskettiin 28 koneelle. Konetuntihintoja analysoitiin ja ryhmiteltiin siten, että päädyttiin 16 konelisän käyttöön. Tarjouslaskentamalli käsittelee vain valmistuksen kustannuksia eikä ota kantaa hallintokustannusten syntyyn. Yhtenäinen tarjouslaskentamalli helpottaa eri myyntimiesten tekemien tarjousten vertailua ja mahdollistaa tuotteiden myynnin useille tehtaille. Tarjouslaskentamalli toteutettiin taulukkolaskentaohjelmalla.

Liikennemerkkien hankinta ja käänteinen huutokauppa

The aim of this study was to find out the benefits of centralized procurement. Research began with description of sourcing process and tools used in it. In this process the final tendering was done with e-auction. Due the fact that e-auction is unknown for most people, there is also need to explain when it can be used and what are the pros and cons. In the end of the study the pros and cons of the centralized sourcing process were analysed. This research was qualitative and that is why the results can’t be generalised to all other situations. Spend-analysis, Cost Break Down and Kraljic Matrix were used during the sourcing process. Process began with product group analysis- After that the financial and strategic significance was analysed. After analyses first quotations were asked and according to the results suppliers were eliminated and the selected ones were invited to e-auction. E-auction is an event where suppliers bid in a live online situation against each other to have the lowest current price. Benefits of it are fast sourcing process, discovering the true market price and information transparency. In the other hand the biggest problem comes from weakened supplier relationships. Average prices degreased 26 % from the 2009 price level and acquired price level was over 20 % lover that prices asked by individual projects. In a e-auction only moderate 1,34 % saving was acquired, but it also had other benefits as increasing the internal interest towards it.

Tukkusähkön hintapiikkeihin reagoinnin keinot sellu- ja kartonkitehtaalla.

Sähkön tukkuhinnat vaihtelivat hyvin voimakkaasti talvella 2009–2010. Työssä on esitetty rajahyötytarkasteluna yhdistetyn sellu- ja paperitehtaan mahdollisuudet lisätä vastapainesähkön tuotantoa sekä leikata sähkön kulutusta aikana, jolloin sähkön tuntihinta on korkea. Työssä tarkastellaan myös erilaisia sähkömarkkinaoperaatioita. Työn ensimmäisessä osiossa esitellään Stora Enson Imatran tehtaat. Myöhemmissä kappaleissa perehdytään pohjoismaisten sähkömarkkinoiden sekä kaasupörssin toimintaan. Jotta korkeista sähkön hinnoista voitaisiin hyötyä, tulee sähkön myyntitarjoukset jättää sähköpörssi Nord Poolin kaupankäyntijärjestelmään toimitusvuorokautta edeltävänä päivänä. Tässä työssä on määritetty sähköenergian mahdolliset myyntivolyymit sekä hinnat eri tuotantotilanteissa. Työssä pyritään parantamaan tehtaan sähkökaupankäynnin kannattavuutta käyttämällä eri sähkökaupan tuotteita. Työssä esitetään malleja, joiden avulla korkeita sähkön markkinahintoja voidaan pyrkiä hyödyntämään. Eri sähkömarkkinatuotteet soveltuvat myös riskienhallintaan voimakkaasti vaihtelevilla sähkömarkkinoilla

Lämmöntalteenoton tuotteistus, kannattavuus ja riskit vaneriteollisuudessa

Viilunkuivaus vaneriteollisuudessa on energiaintensiivinen prosessi, josta syntyvä hukkalämpö kannattaa ottaa talteen ja hyödyntää. Työ käsittelee erilaisten lämmöntalteenottovariaatioiden tuotteistusta ja kannattavuutta, sekä sisältää laitteiston riskianalyysin. Aiemman asiakaskohtaisen räätälöinnin sijaan, laitteiston modulaarinen tuoterakenne on otettava tuotteistuksen lähtökohdaksi. Modulaarisen tuoterakenteen ansiosta erilaisiin asiakastarpeisiin pystytään vastaamaan aiempaa tehokkaammin, kiitos erilaisten variaatioiden. Standardien ja yhtenäisten rajapintojen myötä muun muassa suunnittelua, projektinhoito ja myyntiä saadaan tehostettua. Lämmöntalteenottoratkaisuille luodaan kolme eri varustelutasoa: perus, korkea ja luksus. Näillä eri varianteilla pystytään vastamaan entistä kattavammin eri markkina-alueiden asiakastarpeisiin. Kannattavuuslaskelmat todistavat, että lämmöntalteenoton avulla saadaan merkittäviä energiasäästöjä ja eri laitteistovariaatiot maksavat itsensä erittäin nopeasti takaisin, vaikka esimerkiksi sähköenergian hinta nousisi radikaalisti. Lämmöntalteenoton voidaankin katsoa olevan aina erittäin kannattavaa. Laitteistosta on tunnistettu myös tekniset riskit, joihin on puututtava välittömästi sekä lukuisia toimenpide-ehdotuksia, joiden avulla laitteiston tuomintaa voidaan tehostaa ja muuttaa turvallisemmaksi. Riskianalyysi antaa myös suuntaviivoja tuotteistukselle sekä laitteiston huolto- ja käyttöohjeistolle.

Added Value of Combining Value and Momentum Indicators in the Swiss Stock Market

The purpose of the thesis is to examine the added value of combining value and momentum indicators in the Swiss stock exchange. Value indicators employed are P/E, EV/EBITDA, P/CF, P/B ja P/S. Momentum indicators examined are 52-week high, acceleration rate, 12-month past return and 6-month past return. The thesis examines whether the composite value measures based on the above mentioned ratios can add value and whether the inclusion of momentum can further improve the risk return profile of the value portfolios. The data is gathered from the Swiss equity market during the sample period from May 2001 to May 2011. Previous studies have shown that composite value measures can somewhat add value to the value portfolio strategy. Similarly, recent academic literature have found evidence that momentum works well as a timing indicator for time to entry to value stocks. This study indicates that the added value of composite value measures exists. It also shows that momentum combined to acceleration rate can significantly improve the risk adjusted performance of value-only portfolios.

Optimal trading of wind power in the short term market

The energy reform, which is happening all over the world, is caused by the common concern of the future of the humankind in our shared planet. In order to keep the effects of the global warming inside of a certain limit, the use of fossil fuels must be reduced. The marginal costs of the renewable sources, RES are quite high, since they are new technology. In order to induce the implementation of RES to the power grid and lower the marginal costs, subsidies were developed in order to make the use of RES more profitable. From the RES perspective the current market is developed to favor conventional generation, which mainly uses fossil fuels. Intermittent generation, like wind power, is penalized in the electricity market since it is intermittent and thus diffi-cult to control. Therefore, the need of regulation and thus the regulation costs to the producer differ, depending on what kind of generation market participant owns. In this thesis it is studied if there is a way for market participant, who has wind power to use the special characteristics of electricity market Nord Pool and thus reach the gap between conventional generation and the intermittent generation only by placing bids to the market. Thus, an optimal bid is introduced, which purpose is to minimize the regulation costs and thus lower the marginal costs of wind power. In order to make real life simulations in Nord Pool, a wind power forecast model was created. The simulations were done in years 2009 and 2010 by using a real wind power data provided by Hyötytuuli, market data from Nord Pool and wind forecast data provided by Finnish Meteorological Institute. The optimal bid needs probability intervals and therefore the methodology to create probability distributions is introduced in this thesis. In the end of the thesis it is shown that the optimal bidding improves the position of wind power producer in the electricity market.

Pricing anomalies in the Finnish stock market

The aim of this thesis is to examine whether the pricing anomalies exists in the Finnish stock markets by comparing the performance of quantile portfolios that are formed on the basis of either individual valuation ratios, composite value measures or combined value and momentum indicators. All the research papers included in the thesis show evidence of value anomalies in the Finnish stock markets. In the first paper, the sample of stocks over the 1991-2006 period is divided into quintile portfolios based on four individual valuation ratios (i.e., E/P, EBITDA/EV, B/P, and S/P) and three hybrids of them (i.e. composite value measures). The results show the superiority of composite value measures as selection criterion for value stocks, particularly when EBITDA/EV is employed as earnings multiple. The main focus of the second paper is on the impact of the holding period length on performance of value strategies. As an extension to the first paper, two more individual ratios (i.e. CF/P and D/P) are included in the comparative analysis. The sample of stocks over 1993- 2008 period is divided into tercile portfolios based on six individual valuation ratios and three hybrids of them. The use of either dividend yield criterion or one of three composite value measures being examined results in best value portfolio performance according to all performance metrics used. Parallel to the findings of many international studies, our results from performance comparisons indicate that for the sample data employed, the yearly reformation of portfolios is not necessarily optimal in order to maximally gain from the value premium. Instead, the value investor may extend his holding period up to 5 years without any decrease in long-term portfolio performance. The same holds also for the results of the third paper that examines the applicability of data envelopment analysis (DEA) method in discriminating the undervalued stocks from overvalued ones. The fourth paper examines the added value of combining price momentum with various value strategies. Taking account of the price momentum improves the performance of value portfolios in most cases. The performance improvement is greatest for value portfolios that are formed on the basis of the 3-composite value measure which consists of D/P, B/P and EBITDA/EV ratios. The risk-adjusted performance can be enhanced further by following 130/30 long-short strategy in which the long position of value winner stocks is leveraged by 30 percentages while simultaneously selling short glamour loser stocks by the same amount. Average return of the long-short position proved to be more than double stock market average coupled with the volatility decrease. The fifth paper offers a new approach to combine value and momentum indicators into a single portfolio-formation criterion using different variants of DEA models. The results throughout the 1994-2010 sample period shows that the top-tercile portfolios outperform both the market portfolio and the corresponding bottom-tercile portfolios. In addition, the middle-tercile portfolios also outperform the comparable bottom-tercile portfolios when DEA models are used as a basis for stock classification criteria. To my knowledge, such strong performance differences have not been reported in earlier peer-reviewed studies that have employed the comparable quantile approach of dividing stocks into portfolios. Consistently with the previous literature, the division of the full sample period into bullish and bearish periods reveals that the top-quantile DEA portfolios lose far less of their value during the bearish conditions than do the corresponding bottom portfolios. The sixth paper extends the sample period employed in the fourth paper by one year (i.e. 1993- 2009) covering also the first years of the recent financial crisis. It contributes to the fourth paper by examining the impact of the stock market conditions on the main results. Consistently with the fifth paper, value portfolios lose much less of their value during bearish conditions than do stocks on average. The inclusion of a momentum criterion somewhat adds value to an investor during bullish conditions, but this added value turns to negative during bearish conditions. During bear market periods some of the value loser portfolios perform even better than their value winner counterparts. Furthermore, the results show that the recent financial crisis has reduced the added value of using combinations of momentum and value indicators as portfolio formation criteria. However, since the stock markets have historically been bullish more often than bearish, the combination of the value and momentum criteria has paid off to the investor despite the fact that its added value during bearish periods is negative, on an average.

Building a creative city brand through an international mega-event : Case: Helsinki World Design Capital 2012

In order to grow, cities are increasingly competing for attention, jobs, investments, visitors, residents and significant events. Cities need to come up with creative solutions to keep up with the competition; they ought to become creative cities. Attracting talented and diverse inhabitants is a key factor in developing a creative city, which on is characterized by openness, tolerance, vibrancy and diversity. Along the need for renewed city images city brand building has become popular. Helsinki is the World Design Capital 2012 (WDC 2012) and this mega-event presents a meaningful opportunity for the city to broadcast itself globally. The purpose of this study is to evaluate how Helsinki brands itself as a creative city through an international mega-event. The sub-aims are to: 1) Map the factors behind the creative city and their relation to the city of Helsinki, 2) Describe the city branding process, 3) Evaluate the role of the Helsinki World Design Capital 2012 mega-event in Helsinki’s creative city brand building. First, the theory discusses the concept of the creative city that has gained growing attention during the past decade. Then, the city branding process is described and the benefits of hosting a mega-event are presented. Finally, co-branding a city and a mega-event in order to generate maximum benefit from the mega-event, is reviewed. This is a qualitative research for which data was collected through three face-to-face interviews, the World Design Capital 2012 bid, Helsinki’s economic development strategy, a consulting firm’s research report on the case city and web-pages. The research reveals that Helsinki has shown interest in the creative city discussion. The terminology around the concept is however approached carefully. Helsinki fits many of the creative city characteristics and recognizes its flaws for which improvement strategies have been planned. Bottlenecks keeping the city from promoting a more open mind were mainly revealed in its organizational structures. Helsinki has no official brand strategy; nonetheless pressure to develop one is present. The World Design Capital 2012 mega-event is seen as a meaningful stepping board to strengthen Helsinki’s identity and image, and start thinking about a city brand. The brand strategies of the mega-event support the values and virtues of the city itself, which enables benefits of co-branding introduces in the theory part. Helsinki has no official brand and doesn’t call itself a creative city, however this study shows signs of the city taking steps towards building a creative city brand with the help of the Helsinki World Design Capital 2012 mega-event.

Yritysjärjestelyn toteutuneeseen kauppahintaan vaikuttavat tekijät – empiirinen tutkimus ulkoisen neuvonantajan suoriutumisesta yritysjärjestelyissä

Tämän Pro Gradu -tutkielman tavoitteena on tutkia mitkä tekijät vaikuttavat yritysjärjestelyn toteutuneeseen kauppahintaan. Lisäksi tämä tutkimus pyrkii vastaamaan mikä on ulkoisen neuvonantajan rooli kauppahinnan muodostumisessa sekä miten ulkoinen neuvonantaja suoriutuu erilaisista yritysjärjestelyistä. Tutkimuksen syntyä motivoi vähäinen tutkimusten määrä pienten yritysten yritysjärjestelyistä; yritysjärjestelyt toteutetaan usein puutteellisilla resursseilla ja epäonnistuneet yritysjärjestelyt nähdään uhkana Euroopan unionin talouskasvulle. Empiirinen tutkimus koostuu 104 toteutuneesta pienen yrityksen yritysjärjestelyn tilastollisesta analyysistä. Pääsääntöisesti otosta on tutkittu keskiarvovertailulla (Ttesti ja Oneway Anova) sekä korrelaatiotestauksella. Tutkimuksen tulokset osoittavat, että arvonmääritys on merkittävimmin kauppahintaan vaikuttava tekijä. Tämän lisäksi tilinpäätöstiedoilla on positiivinen yhteys kauppahintaan, kun taas myyntiajalla tai preemiolla ei ole yhteyttä kauppahintaan. Sekä osake- ja liiketoimintakaupan että sukupolvenvaihdosten ja yrityskauppojen välillä tehty keskiarvovertailu osoittaa, että ulkoinen neuvonantaja suoriutuu ammattitaitoisesti erilaisista yritysjärjestelytilanteista osaten huomioida näihin liittyviä erityispiirteitä.