Risk Parity: A Modern Tool for Diversification

The purpose of this study is to examine how well risk parity works in terms of risk, return and diversification relative to more traditional minimum variance, 1/N and 60/40 portfolios. Risk parity portfolios were constituted of five risk sources; three common asset classes and two alternative beta investment strategies. The three common asset classes were equities, bonds and commodities, and the alternative beta investment strategies were carry trade and trend following. Risk parity portfolios were constructed using five different risk measures of which four were tail risk measures. The risk measures were standard deviation, Value-at-Risk, Expected Shortfall, modified Value-at-Risk and modified Expected Shortfall. We studied also how sensitive risk parity is to the choice of risk measure. The hypothesis is that risk parity portfolios provide better return with the same amount of risk and are better diversified than the benchmark portfolios. We used two data sets, monthly and weekly data. The monthly data was from the years 1989-2011 and the weekly data was from the years 2000-2011. Empirical studies showed that risk parity portfolios provide better diversification since the diversification is made at the risk level. Risk based portfolios provided superior return compared to the asset based portfolios. Using tail risk measures in risk parity portfolios do not necessarily provide better hedge from tail events than standard deviation.

Liukuviin keskiarvoihin perustuvien kaupankäyntistrategioiden suoriutuminen Suomen osakemarkkinoilla

Tämän tutkimuksen tarkoituksena on selvittää, pystyykö teknistä analyysiä hyväksikäyttävä sijoittaja saamaan markkinatuottoa parempaa tuottoa Suomen osakemarkkinoilla. Tutkielman aineisto koostuu 24:stä vaihdetuimmasta osakkeesta Helsingin pörssissä. Nämä osakkeet muodostavat OMX25 –indeksin lukuun ottamatta yhtä osaketta, jota ei oltu vielä noteerattu tarkasteluperiodin alussa. Teknisen analyysin menetelminä käytetään neljää eripituista liukuvaa keskiarvoa (5, 20, 50 ja 100). Näistä muodostetaan liukuvien keskiarvojen kaksinkertaiset leikkausmenetelmät, joiden avulla saadaan osto- ja myyntisignaaleja kullekin osakkeelle. Tutkielman vertailukohteena käytetään perinteisen rahoitusteorian suosimaa osta ja pidä -strategiaa. Empiiristen testien tarkastelujakso on 1.1.2006 – 30.9.2010. Tutkielmassa havaittiin, että teknistä analyysiä hyväksikäyttäen voi saada markkinoita parempaa tuottoa, vaikka kaikki tulokset eivät olleet tilastollisesti merkittäviä. Tutkimuksessa ei otettu huomioon useista kaupoista syntyviä transaktiokustannuksia, veroja eikä korkotuottoa, jonka sijoittaja saisi pitäessään varoja esimerkiksi pankkitilillä ennen seuraavaa kauppaa. Erityisen huomionarvoista tässä tutkimuksessa oli se, että tekninen analyysi antoi sijoittajalle erittäin hyvän suojan finanssikriisin aikaiselta kurssilaskulta. Se antoi sijoittajalle selvän myyntisignaalin myydä osakkeet, ennen kuin kurssit alkoivat laskea rajusti.

Dynamic Hedging with Credit Default Swaps: Empirical Evidence from the European Monetary Union

This thesis investigates the effectiveness of time-varying hedging during the financial crisis of 2007 and the European Debt Crisis of 2010. In addition, the seven test economies are part of the European Monetary Union and these countries are in different economical states. Time-varying hedge ratio was constructed using conditional variances and correlations, which were created by using multivariate GARCH models. Here we have used three different underlying portfolios: national equity markets, government bond markets and the combination of these two. These underlying portfolios were hedged by using credit default swaps. Empirical part includes the in-sample and out-of-sample analysis, which are constructed by using constant and dynamic models. Moreover, almost in every case dynamic models outperform the constant ones in the determination of the hedge ratio. We could not find any statistically significant evidence to support the use of asymmetric dynamic conditional correlation model. In addition, our findings are in line with prior literature and support the use of time-varying hedge ratio. Finally, we found that in some cases credit default swaps are not suitable instruments for hedging and they act more as a speculative instrument.

Monte Carlo Hypothesis Testing with The Sharpe Ratio

The purpose of this master thesis was to perform simulations that involve use of random number while testing hypotheses especially on two samples populations being compared weather by their means, variances or Sharpe ratios. Specifically, we simulated some well known distributions by Matlab and check out the accuracy of an hypothesis testing. Furthermore, we went deeper and check what could happen once the bootstrapping method as described by Effrons is applied on the simulated data. In addition to that, one well known RobustSharpe hypothesis testing stated in the paper of Ledoit and Wolf was applied to measure the statistical significance performance between two investment founds basing on testing weather there is a statistically significant difference between their Sharpe Ratios or not. We collected many literatures about our topic and perform by Matlab many simulated random numbers as possible to put out our purpose; As results we come out with a good understanding that testing are not always accurate; for instance while testing weather two normal distributed random vectors come from the same normal distribution. The Jacque-Berra test for normality showed that for the normal random vector r1 and r2, only 94,7% and 95,7% respectively are coming from normal distribution in contrast 5,3% and 4,3% failed to shown the truth already known; but when we introduce the bootstrapping methods by Effrons while estimating pvalues where the hypothesis decision is based, the accuracy of the test was 100% successful. From the above results the reports showed that bootstrapping methods while testing or estimating some statistics should always considered because at most cases the outcome are accurate and errors are minimized in the computation. Also the RobustSharpe test which is known to use one of the bootstrapping methods, studentised one, were applied first on different simulated data including distribution of many kind and different shape secondly, on real data, Hedge and Mutual funds. The test performed quite well to agree with the existence of statistical significance difference between their Sharpe ratios as described in the paper of Ledoit andWolf.

Interdependence of Emerging Eastern European stock markets

One of the main developments in the global economy during the past decades has been the growth of emerging economies. Projections for their long-term growth, changes in the investment climate, corporate transparency and demography point to an increasing role for these emerging economies in the global economy. Today, emerging economies are usually considered as financial markets offering opportunities for high returns, good risk diversification and improved return-to-risk ratios. However, researchers have noted that these advantages may be in decline because of the increasing market integration. Nevertheless, it is likely that certain financial markets and specific sectors will remain partially segmented and somewhat insulated from the global economy for the year to come. This doctoral dissertation investigates several stock markets in Emerging Eastern Europe (EEE), including the ones in Russia, Poland, Hungary, the Czech Republic, Bulgaria and Slovenia. The objective is to analyze the returns and financial risks in these emerging markets from international investor’s point of view. This study also examines the segmentation/integration of these financial markets and the possibilities to diversify and hedge financial risk. The dissertation is divided into two parts. The first includes a review of the theoretical background for the articles and a review of the literature on EEE stock markets. It includes an overview of the methodology and research design applied in the analysis and a summary of articles from the second part of this dissertation and their main findings. The second part consists of four research publications. This work contributes to studies on emerging stock markets in four ways. First, it adds to the body of research on the pricing of risk, providing new empirical evidence about partial stock market segmentation in EEE. The results suggest that the aggregate emerging market risk is a relevant driver for stock market returns and that this market risk can be used to price financial instruments and forecast their performance. Second, it contributes to the empirical research on the integration of stock markets, asset prices and exchange rates by identifying the relationships between these markets through volatility and asset pricing. The results show that certain sectors of stock markets in EEE are not as integrated as others. For example, the Polish consumer goods sector, the Hungarian telecommunications sector, and the Czech financial sector are somewhat isolated from their counterparts elsewhere in Europe. Nevertheless, an analysis of the impact of EU accession in 2004 on stock markets suggests that most of the EEE markets are becoming increasingly integrated with the global markets. Third, this thesis complements the scientific literature in the field of shock and volatility spillovers by examining the mechanism of spillover distribution among the EU and EEE countries. The results illustrate that spillovers in emerging markets are mostly from a foreign exchange to the stock markets. Moreover, the results show that the effects of external shocks on stock markets have increased after the enlargement of the EU in 2004. Finally, this study is unique because it analyzes the effects of foreign macroeconomic news on geographically closely related countries. The results suggest that the effects of macroeconomic announcements on volatility are significant and have effect that varies across markets and their sectors. Moreover, the results show that the foreign macroeconomic news releases, somewhat surprisingly, have a greater effect on the EEE markets than the local macroeconomic news. This dissertation has a number of implications for the industry and for practitioners. It analyses financial risk associated with investing in Emerging Eastern Europe. Investors may use this information to construct and optimize investment portfolios. Moreover, this dissertation provides insights for investors and portfolio managers considering asset allocation to protect value or obtain higher returns. The results have also implications for asset pricing and portfolio selection in light of macroeconomic news releases.

Lämpötilamuutosten aiheuttamien volyymi- ja hintapiikkien suojaaminen yhteispohjoismaisilla sähkömarkkinoilla

Säätilan muutokset ovat Pohjoismaissa iso riski niin yrityksille, kotitalouksille, kuin sähkön myyjille/tuottajille. Säätilan muutoksia ja niistä seuraavia kulutus- ja hintavaihteluita vastaan voidaan suojautua oikeanlaisella riskienhallintapolitiikalla sekä oikeanlaisilla suojausinstrumenteilla. Tässä työssä perehdytään case-yritys Lappeenrannan Energian riskienhallintaan sekä erityisesti talvikauden aikana ilmeneviin lämpötilan muutoksien aiheuttamiin hinta- ja kulutuspiikkeihin. Työssä käydään läpi eri vaihtoehtoja, joilla suojausta ja riskienhallintaa voisi parantaa ja mitkä johdannaiset soveltuvat riskienhallinnan tueksi. Työssä havaitaan, että riskienhallinnan tukena on syytä käyttää johdannaisia mahdollisimman monipuolisesti, jolloin liiketoiminnan kassavirrat pysyvät tasapainossa ja nouseva kulutus- ja hintakäyrä voidaan ”valjastaa”. Pörssijohdannaiset eivät pelkästään ratkaise suojausongelmaa, sillä niiden suojausteho on rajallinen, eivätkä ne sovellu yksinään kyseisiltä riskeiltä suojautumiseen. Pörssijohdannaisten lisäksi on syytä käyttää räätälöityjä tuotteita, jotta suojauksesta saataisiin mahdollisimman kattava.

Caracterização florística e fitossociológica do componente arbustivo-arbóreo de uma floresta paludosa no Município de Rio Claro (SP), Brasil

As florestas paludosas ocupam geralmente porções planas de várzeas e fundos de vale. Caracterizouse a flora e a estrutura de uma floresta paludosa estabelecida sobre um declive acentuado no Município de Rio Claro, SP, visando à comparação florística dessa floresta com outras florestas paludosas estudadas no interior do Estado de São Paulo. Os indivíduos (PAP > 15 cm) foram amostrados em 45 parcelas de 10 m × 10 m (0,45 ha). Foram encontrados 1.651 indivíduos vivos, pertencentes a 49 espécies e 30 famílias. O índice de diversidade (H') para as espécies foi de 2,10 nats.indivíduo-1 e a eqüabilidade (J) foi de 0,54. As espécies mais importantes (em VI) foram Euterpe edulis Mart., Calophyllum brasiliense Cambess., Talauma ovata A. St.-Hill., Cedrela odorata L., Dendropanax cuneatum Decne & Planch. e Protium spruceanum (Benth.) Engl. O elevado número de espécies, em comparação com as outras florestas, pode ser atribuído aos diferentes períodos de saturação hídrica determinados pelo desnível topográfico, enquanto a baixa diversidade florística é conseqüência da elevada densidade relativa de poucas espécies, como Euterpe edulis (41%). A comparação florística indicou que: i) Calophyllum brasiliense, Cedrela odorata, Dendropanax cuneatum, Protium almecega, Styrax pohlii A. DC., Talauma ovata e Tapirira guianensis Aubl. constituem um importante grupo de espécies que predominam nas florestas paludosas do interior paulista e conferem uma semelhança estrutural a essas formações; ii) a flora dessas florestas mostra-se bastante variada, com muitas espécies exclusivas verificadas em cada estudo. Os resultados sugerem que cada fragmento de floresta paludosa, além de favorecer a ocorrência das principais populações associadas a solos hidromórficos, apresenta peculiaridades florísticas que, somadas, promovem o aumento da diversidade de espécies.

Hintariskeiltä suojautuminen viljakaupassa - viljatermiinit ja niiden käyttö Suomessa

Tämän tutkielman tarkoituksena on selvittää, miten viljatermiinejä käytetään Suomessa hintariskeiltä suojautumisen välineenä. Tutkimus on tehty viljantuottajan näkökulmasta. Tutkimusaineistona on käytetty aiheesta aiemmin tehtyä tutkimuskirjallisuutta ja varta vasten kerättyä haastatteluaineistoa. Tuottajien mielestä hintavaihteluilla oli suuri vaikutus tuotannon tulokseen ja kaikki haastatellut olivat miettineet keinoja hintavaihtelujen vaikutusten pienentämiseksi. Termiinikaupan käyttäminen viljan myynnissä on kuitenkin Suomessa melko harvinainen ilmiö. Aiempien tutkimustulosten perusteella ja kerättyyn haastatteluaineistoon perustuen vaikuttaisi siltä, että termiinikaupan vähäiseen käyttöön Suomessa ovat vaikuttaneet ainakin maataloustukien runsas osuus tilojen liikevaihdosta, tiloilla harjoitettava muu ansiotoiminta, sekä runsaat satovaihtelut. Haastatellut tuottajat pyrkivät suojautumaan hintavaihteluilta lähinnä viljaa varastoiden ja koettamalla valita tuotantoon mahdollisimman kannattavia kasveja, joilla hintavaihtelu oli vähäistä. Termiinejä tarjoavat viljantuottajille useat eri viljanostajat. Käytettäessä termiinejä säännöllisesti ja johdonmukaisesti, on termiinikaupalla tuloja tasaava vaikutus. Sen käyttö ei kuitenkaan takaa parempaa tulosta kuin käteiskauppakaan, vaan hyötynä on nimenomaan ennustettavuuden lisääntyminen ja epävarmuuden väheneminen tulovaihteluiden pienentymisen myötä. Termiinikaupasta aiheutuu tuottajalle myös kuluja ja siihen pitäisikin suhtautua kuten vakuutukseen.

IFRS 9 – standardiuudistus Big Four -tilintarkastusyhteisöjen näkökulmasta – kommenttikirjeiden empiirinen analyysi

Since 2008, One of the International Accounting Standards Board’s (IASB) objective has been to replace the old IAS 39 – Financial Instruments standard. IASB achieved this objective in July 2014 when they published the new IFRS 9 – Financial Instruments after many phases. In this study, the main purpose was to find out how the Big Four – audit entities have welcomed the different reforms which IFRS 9 brings to the treatment of financial instruments in the financial statements. Alongside with this, the study presents a short overview to the common attitude towards the new standard. The study proceeds so that the most siginificant reforms have been divided into three main categories and inside of these more precisely to single reforms. This study is based on the qualitative research method. The empirical data of the study consists of comment letters by the Big Four – entities, which have been sent to the IASB regarding Exposure Drafts (ED) of IFRS 9. In total IASB received 757 comment letters regarding to the specific EDs. In this study the population were restricted to 16 comment letters sent by the Big Four – entities. The data is available at IFRS Foundation’s website. According to the research results Big Four – entities think that the reforms which IFRS 9 brings are mainly welcome. In its entirety Big Four – entities consider IFRS 9 better than its predecessor IAS 39. There were differnces in opinions towards IFRS 9 and specific reforms among the Big Four - entities. According to the findings the best reforms were related to the efficiency demands of hedge accounting and to impairments and the valuation of credit losses. The least popular reforms were the reforms regarding the measurement of financial assets and liabilities; more specifically fair value option and the reforms concerning equity instruments were viewed as most challenging.

Viljan hintariskiä vastaan suojautuminen Suomessa

Tässä tutkielmassa tarkastellaan viljan hintariskin merkitystä suomalaisen viljanviljelyyn keskittyneen maatalousyrittäjän tulonmuodostukseen ja vertaillaan keinoja, joilla tältä riskiltä voidaan tarvittaessa suojautua. Tutkielman tuloksena voidaan todeta seuraavaa: 1) Tarkasteluajanjaksolla 2000-2014 viljan hinnan volatiliteetti Suomessa on pääosin pysytellyt maltillisella tasolla, muutamaa poikkeusvuotta lukuunottamatta. 2) Suomalaisesta näkökulmasta maailman hyödykepörssien futuureista vain muutama soveltuu hintasuojauksen tehokkaaseen toteuttamiseen. 3) Viljan hintariskin kriittisyys viljelijälle riippuu vahvasti tämän tulonmuodostuksesta, joten on tapauskohtaista voidaanko hintasuojaksen toteutus katsoa tarpeelliseksi. 4) Mahdollisuudet viljan hintasuojauksen toteuttamiseen ovat Suomessa varsin rajalliset verrattuna esimerkiksi edelläkävijään Yhdysvaltoihin.

Variance reduction properties of dynamic hedging models - empirical evidence from BRICS countries

This Master’s Thesis analyses the effectiveness of different hedging models on BRICS (Brazil, Russia, India, China, and South Africa) countries. Hedging performance is examined by comparing two different dynamic hedging models to conventional OLS regression based model. The dynamic hedging models being employed are Constant Conditional Correlation (CCC) GARCH(1,1) and Dynamic Conditional Correlation (DCC) GARCH(1,1) with Student’s t-distribution. In order to capture the period of both Great Moderation and the latest financial crisis, the sample period extends from 2003 to 2014. To determine whether dynamic models outperform the conventional one, the reduction of portfolio variance for in-sample data with contemporaneous hedge ratios is first determined and then the holding period of the portfolios is extended to one and two days. In addition, the accuracy of hedge ratio forecasts is examined on the basis of out-of-sample variance reduction. The results are mixed and suggest that dynamic hedging models may not provide enough benefits to justify harder estimation and daily portfolio adjustment. In this sense, the results are consistent with the existing literature.

A crise do sistema financeiro globalizado contemporâneo

The paper analyses the development of the contemporary global financial system as a consequence of markets as well as States strategies. This global financial system based on the flexible dollar has generated many financial bubbles since it started in the 80s, of which the 2008 crisis is the latest and the largest, particularly because it affected the main banks in the core market of the system, the U.S. On the last decades, banks had changed their business strategies from traditional lending activities towards more speculative investments, similar to what hedge funds do.

OMXH 25-yhtiöiden valuuttariski ja siltä suojautuminen

Tämän kandidaatintutkielman tavoitteena on selvittää OMXH 25-yhtiöiden altistumista valuuttariskille ja kuinka nämä yhtiöt suojautuvat siltä. Tässä tutkimuksessa on lisäksi selvitetty näiden yhtiöiden tärkeimmät ulkomaanvaluutat ja yhtiöiden suojausstrategioita. Valuuttariskin suuruuden selvittämiseksi yhtiöiden vieraan valuuttaista liikevaihtoa verrattiin yhtiön kokonaisliikevaihtoon. Tutkimuksen aineistona on käytetty yhtiöiden vuosien 2013 ja 2014 tilinpäätöksiä. Aineistosta on lisäksi rajattu pois OMXH 25-yhtiöiden joukosta Nordea, Sampo, Elisa ja Telia Sonera. Nämä yhtiöt rajattiin pois, koska ne soveltuivat huonosti tämän tutkimuksen kohteiksi. Tutkimuksen teoriakehys on rakennettu keskeisten teorioiden ja käsitteiden avulla. Valuuttariski voidaan jakaa kolmeen osaan: transaktioriskiin, ekonomiseen riskiin ja translaatioriskiin. Valuuttariskin suojauksessa käytettävät instrumentit ovat termiinit, optiot, swap-sopimukset ja vieraan valuuttainen velka. Myös suojaamatta jättämisen mahdollisuutta on tutkittu. Tutkimuksessa kävi ilmi yhtiöiden merkittävä altistuminen valuuttariskille liikevaihdolla mitattuna. Yhtiöiden liikevaihdosta lähes 50% tapahtui jossain muussa valuutassa kuin euroissa. Yhtiöt käyttävät valuuttariskiltä suojautumiseen pääasiassa termiinejä, mutta myös muita instrumentteja käytetään jonkin verran. Yhtiöt keskittyvät eniten transaktioriskin suojaamiseen ekonomisen riskin ja tranlaatioriskin jäädessä pienemmälle huomiolle. Myös aikaisemmissa tutkimuksissa on saatu samankaltaisia tuloksia. Viime vuosien voimakkaat valuuttakurssimuutokset ovat vaikuttaneet yhtiöiden tuloksiin negatiivisesti ja erityisesti ruplan arvon voimakas heikentyminen suhteessa euroon aiheutti joillekkin yhtiöille merkittäviä valuuttakurssitappioita. Tärkein vieras valuutta tutkituille yhtiöille oli USA:n dollari. Korkeasta suojausasteesta huolimatta suurinosa tutkituista yhtiöistä kärsi valuuttakurssitappiota kumpanakin tarkasteltuna vuonna.

Liquidity Risk in the Finnish Stock Market

This study explores the pricing of liquidity risk and its effect on stock returns in the Finnish stock market. In addition to that, it investigates whether there is a trend in liquidity risk. Finally, it analyzes whether the two chosen liquidity measures provide different results. The data consists of all the common shares listed in the Finnish stock market during the period of 1/1997–7/2015. To examine whether liquidity risk affects stock returns in the Finnish stock market, this study utilizes a conditional version of liquidity-adjusted capital asset pricing model (LCAPM) by Acharya and Pedersen (2005). Two recently proposed illiquidity measures – PQS and AdjILLIQ – are used in the empirical estimation to see whether there are differences in the results between the measures. The time-varying conditional liquidity risks are estimated by using a multivariate DCC-GARCH model, while the pricing of the liquidity risk is conducted by applying fixed effect panel regression. The results imply that investors in the Finnish stock market are willing to pay a premium to hedge from wealth shocks and having liquid assets during the declined market liquidity. However, investors are not willing to pay a premium for stocks with higher returns during illiquid markets. The total annualized illiquidity premiums found in the Finnish stock market are 1.77% and 1.04%, based on the PQS and AdjILLIQ measures, respectively. The study also shows that liquidity risk does not exhibit decreasing trend, and investors should consider liquidity risk in their portfolio diversification in the Finnish stock market.