estimating value at risk of crude oil price and its spillover effect using the ged garch approach estimation has been carried out using garch type models based on the generalized error distribution ged for both the extreme downside and upside value at risks var of returns in the wti and brent crude oil spot markets furthermore according to a new concept of granger causality in risk a kernel based test is proposed to detect extreme risk spillover effect between the two oil markets results of an empirical study indicate that the ged garch based var approach appears more effective than the well recognized hsaf i e historical simulation with arma forecasts moreover this approach is also more realistic and comprehensive than the standard normal distribution based var model that is commonly used results reveal that there is significant two way risk spillover effect between wti and brent markets supplementary study indicates that at the 99 confidence level when negative market news arises that brings about a slump in oil price return historical information on risk in the wti market helps to forecast the brent market conversely it is not the case when positive news occurs and returns rise historical information on risk in the two markets can facilitate forecasts of future extreme market risks for each other these results are valuable for anyone who needs evaluation and forecasts of the risk situation in international crude oil markets

effects of nymex trading on ipe brent crude futures markets a duration analysis abstract recent developments in the energy markets and the surge and dip in crude oil prices over the last few years have renewed the interest in the workings of the two main price setting markets london s international petroleum exchange ipe and new york s mercantile exchange nymex the interaction of these two markets when both of them are open synchronous trading and when only london is open asynchronous trading is important in view of the fact that most participants take positions in both markets this paper looks at how london is affected by new york by analysing the transaction duration of the ipe brent futures contract both when the nymex wti futures contract is being traded and when nymex is closed using tick by tick data obtained from ipe transaction durations are found to form two distinctive and inverted u shaped patterns autoregressive conditional duration acd model first introduced by engle and russell is applied to the data parameters of ipe morning and afternoon are significantly different from each other underlining the dominant effects of nymex on ipe trading the results from the current analysis reinforce previous results by the authors which indicate that nymex is a leading price setter in crude oil futures prices and has a dominant effect on the ipe traded contracts

cross commodity news transmission and volatility spillovers in the german energy markets this study investigates volatility spillovers to electric power from large exogenous shocks in the prices of gas coal and carbon emission allowances in the german energy market our sample ranges from 2008 to 2016 and covers periods of different market conditions we use a general var bekk model and the volatility impulse response function methodology to analyze and evaluate the spillover effects special attention is paid to selecting an appropriate econometric volatility model our results show that the spillover effects often are of a significant magnitude and display considerable variation over time and across commodities coal and gas generate non negligible spillovers during almost the entire sample period carbon has very little impact during the early and late parts of the sample but generates significant and highly variable spillovers during the period from 2011 to the end of 2014

volatility transmission and volatility impulse response functions in european electricity forward markets using daily data from march 2001 to june 2005 we estimate a var bekk model and find evidence of return and volatility spillovers between the german the dutch and the british forward electricity markets we apply hafner and herwartz 2006 journal of international money and finance 25 719 740 volatility impulse response function virf to quantify the impact of shock on expected conditional volatility we observe that a shock has a high positive impact only if its size is large compared to the current level of volatility the impact of shocks are usually not persistent which may be an indication of market efficiency finally we estimate the density of the virf at different forecast horizon these fitted distributions are asymmetric and show that extreme events are possible even if their probability is low these results have interesting implications for market participants whose risk management policy is based on option prices which themselves depend on the volatility level

metal volatility in presence of oil and interest rate shocks abstract this study uses three two factor volatility models of the garch family to examine the volatility behavior of three strategic commodities gold silver and copper in the presence of crude oil and interest rate shocks the results of the standard garch models suggest that gold and silver have almost the same volatility persistence which is greater than that of copper the cgarch estimates indicate that the short run transitory component of volatility converges to zero much faster for copper than for gold and silver in this sequence however the permanent volatility component demonstrates equally strong persistence in the long run for all three metals the egarch results suggest that the leverage effect is present and significant for copper only implying that gold and silver can be good investment in anticipation of bad times past oil shock does not impact all three metals similarly monetary policy and to leaser extent the oil shocks have calming effects on precious metals but not on copper if the t bill rate is used crises such as the 2003 iraq war heighten metal volatility these results have implications for derivatives valuations using gold as a reserve asset risk analysis and for the commodity exporting countries and commodity producing firms

correlations in price changes and volatility across international stock markets the short run interdependence of prices and price volatility across three major international stock markets is studied daily opening and closing prices of major stock indexes for the tokyo london and new york stock markets are examined the analysis utilizes the autoregressive conditionally heteroskedastic arch family of statistical models to explore these pricing relationships evidence of price volatility spillovers from new york to tokyo london to tokyo and new york to london is observed but no price volatility spillover effects in other directions are found for the pre october 1987 period article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

price discovery in energy markets abstract in this study we empirically analyze the price discovery process in the futures and spot markets for crude oil heating oil and natural gas using daily closing prices we use two different information share measures that are based on the methods proposed by gonzalo and granger 1995 and lien and shrestha 2014 both measures indicate that almost all the price discovery takes place in the futures markets for the heating oil and natural gas however for the crude oil the price discovery takes place both in the futures and spot markets as a whole our study indicates that futures markets play an important role in the price discovery process

performance of inflation targeting based on constant interest rate projections monetary policy is sometimes formulated in terms of a target level of inflation a fixed time horizon and a constant interest rate that is anticipated to achieve the target at the specified horizon these requirements lead to constant interest rate cir instrument rules using the standard new keynesian model it is shown that some forms of cir policy lead to both indeterminacy of equilibria and instability under adaptive learning however some other forms of cir policy perform better we also examine the properties of the different policy rules in the presence of inertial demand and price behaviour

learning about monetary policy rules abstract we study macroeconomic systems with forward looking private sector agents and a monetary authority that is trying to control the economy through the use of a linear policy feedback rule we use stability under recursive learning a la evans and honkapohja learning and expectations in macroeconomics princeton university press princeton new jersey 2001 as a criterion for evaluating monetary policy rules in this context we find that considering learning can alter the evaluation of alternative policy rules

energy markets volatility modelling using garch abstract this paper investigates the empirical properties of oil natural gas and electricity price volatilities using a range of univariate and multivariate garch models and daily data from wholesale markets in the united states for the period from 2001 to 2013 the key contribution to the literature is the estimation of trivariate bekk and dcc models that allow us to observe spillovers and interactions among energy markets we evaluate and compare the performance of univariate and multivariate models with a range of diagnostic and forecast performance tests and assess forecasting performance and conditional correlation dynamics

risk transmission mechanism between energy markets a var for var approach abstract the global financial crisis gfc of 2007 2009 that originated in the us has revealed the need for measuring and monitoring the transmission of extreme downside market risk this paper investigates the risk transmission mechanism between the oil and natural gas markets we apply the recently introduced test statistics based on cross quantilogram function and the multivariate quantile regression model var for var to the us oil and natural gas prices which are independently formed our results show two asymmetric patterns first the shocks in the oil market substantially increase the value at risk var in the natural gas market but the reverse impact does not exist second we highlight the significant asymmetric response of gains and losses transmission in energy markets cautioning about the underlying weakness of adopting volatility to measure risk in the energy market moreover an extreme market risk is more easily transmitted across markets than moderate risks our results are in general robust in application to other regional energy markets such as europe and asia but the heterogeneities in responses are underpinned by the different role of natural gas in regions the findings in this paper have important implications for academic researchers policy makers in gas dependent economies and business practitioners in light of projected increases in the use of natural gas worldwide as well as the development of independent gas on gas competitive hub prices in asia and europe

commodity currencies and commodity prices modelling static and time varying dependence abstractthis article employs the copula approach to study the relationship between exchange rates and commodity prices for large commodity exporters using data for the nominal exchange rates of four commodity currencies australian canadian and new zealand dollars and norwegian krone against the us dollar and the relevant country specific commodity price indices constructed on a daily basis we find 1 a positive dependence between the values of commodity currencies and commodity indices i e a commodity index increases when a respective currency appreciates and provides several explanations for this finding 2 no major asymmetries in the tail dependence for most pairs of exchange rates and commodity indices and 3 a pronounced increase in the time varying tail dependence following the global financial crisis

volatility transmission and volatility impulse response functions in crude oil markets abstract using daily data from july 2005 to february 2011 for wti dubai and brent futures contracts we employ a var bekk model to investigate crude oil markets integration on the second moment we also quantify the size and persistence of these connections through the analysis of volatility impulse response functions virf for two historical shocks namely the 2008 financial crisis and the bp deepwater horizon oil spill we observe that brent and dubai crude are highly responsive to market shocks whereas wti crude shows the least responsiveness of the three benchmarks which creates questions about its predominance as a benchmark crude oil furthermore we fit the density of the virf at different forecast horizons these fitted distributions are asymmetric showing that the probability of observing a large impact of a shock is lower while the probability of a relatively smaller impact is much higher finally we simulate the virf for a given probability of a random shock the virf shows that only a large shock derived from a smaller probability will result in an increase in expected conditional volatilities these results provide useful insights into the volatility transmission mechanism in crude oil markets and their associated risk estimation and may have significant implications for various market participants and regulators

international transmission of stock market movements this paper investigates the international transmission mechanism of stock market movements by estimating a nine market vector autoregression var system using simulated responses of the estimated var system we i locate all the main channels of interactions among national stock markets and ii trace out the dynamic responses of one market to innovations in another generally speaking a substantial amount of multi lateral interaction is detected among national stock markets innovations in the u s are rapidly transmitted to other markets in a clearly recognizable fashion whereas no single foreign market can significantly explain the u s market movements also the dynamic response pattern is found to be generally consistent with the notion of informationally efficient international stock markets

analyzing and forecasting volatility spillovers asymmetries and hedging in major oil markets crude oil price volatility has been analyzed extensively for organized spot forward and futures markets for well over a decade and is crucial for forecasting volatility and value at risk var there are four major benchmarks in the international oil market namely west texas intermediate usa brent north sea dubai oman middle east and tapis asia pacific which are likely to be highly correlated this paper analyses the volatility spillover and asymmetric effects across and within the four markets using three multivariate garch models namely the constant conditional correlation ccc vector arma garch varma garch and vector arma asymmetric garch varma agarch models a rolling window approach is used to forecast the 1 day ahead conditional correlations the paper presents evidence of volatility spillovers and asymmetric effects on the conditional variances for most pairs of series in addition the forecast conditional correlations between pairs of crude oil returns have both positive and negative trends moreover the optimal hedge ratios and optimal portfolio weights of crude oil across different assets and market portfolios are evaluated in order to provide important policy implications for risk management in crude oil markets

price discount inventories and the distortion of wti benchmark abstract applying a rolling estimation to the hasbrouck information share model this study investigates the changing status of wti benchmark over time results show the ability of wti in reflecting market conditions decreases sharply and wti s efficiency in processing information has been surpassed by brent s since the second half of 2004 in the short run the wti distortion is related to its price discount problem but the distortion cannot be indicated by contangos in the long run wti s price discount problem coexists with a positive forward curve and both have harmed the price discovery role of wti the rising inventories in cushing significantly deteriorate wti s ability in serving as a world benchmark

do emerging markets matter in the world oil pricing system evidence of imported crude by china and india abstract this paper provides empirical evidence on the changing structure of world oil price system by identifying an additional driver emerging market factor we choose china and india as a representative of emerging markets to examine if the quantity of crude oil imported by china and india is significant in the existing oil pricing system kaufmann et al 2004 our data starts from january 2002 and ends in march 2010 which includes the oil shock of 2007 2008 we utilize cointegration and error correction model framework developed by engle granger 1987 and gregory hansen 1996 in the analysis our results indicate that demand from emerging markets has become a significant factor in the world oil pricing system since 2003 this result is significant as it lends empirical support to the widely held conjecture that the oil shock of 2007 2008 is a demand led shock hamilton 2009 our result also has significant policy implications that go beyond the oil shock the emerging market factor is there to stay and reflects the changing power between emerging and developed economies in the world economic system as a result of decades of fast economic development in the former it will certainly influence policy issues related to oil and beyond

time varying granger causality tests for applications in global crude oil markets abstract this paper proposes time varying granger causality tests based on the tests developed by hong 2001 and two dynamic correlation estimators i e rolling correlation and dynamic conditional correlation multivariate garch here called the rolling hong and dcc mgarch hong tests respectively the proposed tests are used to examine time varying information spillover among global crude oil markets the results provide empirical evidence of time varying information spillover in particular the instantaneous causal effects of dubai and tapis crudes on brent and wti become stronger when a major event or events occur in major oil producing countries such events include the iraq war in march 2003 opec s announcement of a record production cut in december 2008 and the libyan civil war in early 2011 and consistent with previous studies wti and brent play dominant roles in global crude markets impulse response analysis shows that market information has a positive influence on the spillover effect in global crude oil markets moreover the dcc mgarch hong test consistently leads the rolling hong test which indicates that the former performs better

hourly volatility spillovers between international equity markets abstract this paper examines the timing of mean and volatility spillovers between new york and london equity markets using an arch model it is found that the evidence of volatility spillovers between these markets is minimal and have a duration which lasts only an hour or so the most significant effects surround the movement of share prices around the new york opening but these results are not strong several new arch models are estimated including an asymmetric or leverage model and a non linear model which allows big shocks to have a different impact from small shocks

superexogeneity and the dynamic linkages among international equity markets abstract in this article we combine the johansen procedure for cointegration testing with tests of weak exogeneity and invariance in order to ascertain whether a system of equity markets is characterized by superexogeneity superexogeneity is rejected for the system comprised of stock indices of the us uk germany and japan this finding implies that agents participating in these financial markets are forward looking all markets are endogenous in our system and the assumption of stability of the asset demand function is questionable

spillover effects in energy futures markets price discovery in crude oil and refined oil products has been extensively undertaken in organised futures markets for over a decade now there are two dominant such markets today the first one in the new york mercantile exchange and the second in london s international petroleum exchange with the demise of opec as the leading price setter for crude and products nymex light sweet crude and brent crude have usurped the role of benchmark grades for price setting to date considerable work has been done to scrutinise the degree to which these two markets price efficiently but little with regard to the way the two markets interact participants in these markets move with relative ease from one market to the other and usually take positions in both of them it is of interest therefore to investigate the information transmission mechanism by looking at spillover effects and perhaps identify which market is the true price leader this paper is a first attempt to look at such a problem in the energy market although similar studies have been done on stock market indices it is found that substantial spillover effects do exist when both markets are trading simultaneously although ipe morning prices seem to be considerably affected by the close of the previous day on nymex q 2001 elsevier science b v all rights reserved

evolution of the world crude oil market integration a graph theory analysis this paper investigates the evolution of the world crude oil market and the pricing power for major oil producing and oil consuming countries using graph theory a minimal spanning tree for the world crude oil market is constructed and some empirical results are given the integration of the world crude oil market is verified furthermore the world crude oil market is characterised as a geographical and organisational structure the crude oil markets of adjacent countries or regions tend to link together while opec is well integrated we also found that the links in the south and north american region and the african region are relatively stable the crude oil markets in the u s angola and saudi arabia take up the core with a higher betweenness centrality and lower farness whereas the markets in the east and southeast asian countries are on the fringe finally the degree of globalisation for the world crude oil market is becoming further entrenched verified by a decreasing normalised tree length hence its systemic risk may increase due to the future uncertainty of world politics

virtuous professionalism in accountants to avoid fraud and to restore financial reporting over the past decade a number of accounting and financial reporting frauds have led to lost stock wealth destroyed public trust and a worldwide recession that called for necessary reform regulatory responses and systemic reforms quickly followed and we show that while necessary these reforms are insufficient the purpose of this paper is to forward virtuous professionalism as a necessary path toward restoring financial reporting systems we take the position of external observer and analyze the accounting profession over time to assess what has transpired within our financial reporting systems our analysis reveals that the combined influence of commercialism and regulatory response has led to a systemic decline in accounting s professional ideals and as a result an erosion of public trust we then propose virtuous professionalism as a necessary process for restoring financial reporting systems based on sociological professional and philosophical theories we argue that virtuous professionalism is necessary for restoring the public servant identity of the accounting professional we conclude that efforts to restore financial reporting systems should begin with reforms that restore professional identity shaped by virtues

the impact of the asian crisis on the behavior of us and international petroleum prices the strong long run relationships among the petroleum spot and futures prices have weakened after the asian crisis as manifested in less co integration among these prices in the post crisis period the directional causal relationships have either changed the direction as in the case of wti crude or weakened somewhat as in the case of nymex gasoline and heating oil these changes should complicate the job of those who try to benefit from predicting the movements of petroleum prices after the asian crisis in the international gasoline spot markets movements in the nymex gasoline price are found to precede movements in the gulf coast and rotterdam gasoline prices in the pre crisis period and the movements of these prices and those of the singapore price in the post crisis period implying that the nymex price is the gasoline leader in both periods the monday friday day of the week effect is only significant for the nymex gasoline 1 month and 3 month futures prices and the gulf coast gasoline spot economic and political shocks related to the spot prices have greater impacts on all prices than shocks related to the futures prices regardless of the petroleum type and the time period

modeling and forecasting the volatility of petroleum futures prices we investigate volatility models and their forecasting abilities for three types of petroleum futures contracts traded on the new york mercantile exchange west texas intermediate crude oil heating oil 2 and unleaded gasoline and suggest some stylized facts about the volatility of these futures markets particularly in regard to volatility persistence or long memory properties in this context we examine the persistence of market returns and volatility simultaneously using the following arfima garch class models arima garch arfima garch arfima igarch and arfima figarch although the arfima figarch model better captures long memory properties of returns and volatility the out of sample analysis indicates no unique model for all three types of petroleum futures contracts suggesting that investors should be careful when measuring and forecasting the volatility risk of petroleum futures markets

international spillovers of u s financial volatility abstract we study the international spillover effects of u s bond and stock market volatility using a panel data set of seventeen developed countries we find significant spillover impacts of u s financial market volatility on international output growth volatility of u s bonds with longer maturities is shown to have a more significant impact on international output growth than volatility of u s bonds with shorter maturities regardless of the maturity of the bonds u s financial market volatility is shown to play a larger role statistically in explaining international output growth than a country s own financial market volatility

market efficiency of oil spot and futures a mean variance and stochastic dominance approach this paper examines the market efficiency of oil spot and futures prices by using both mean variance mv and stochastic dominance sd approaches based on the west texas intermediate crude oil data for the sample period 1989 2008 we find no evidence of any mv and sd relationships between oil spot and futures indices this infers that there is no arbitrage opportunity between these two markets spot and futures do not dominate one another investors are indifferent to investing spot or futures and the spot and futures oil markets are efficient and rational the empirical findings are robust to each sub period before and after the crises for different crises and also to portfolio diversification