on the impacts of oil price fluctuations on european equity markets volatility spillover and hedging effectiveness the objective of this paper is to investigate the volatility spillovers between oil and stock markets in europe as not all industries are expected to be equally affected by oil price changes we conduct our study at both the aggregate as well as sector levels empirically we make use of a recently developed var garch approach which allows for transmissions in volatilities in addition we analyze the optimal weights and hedge ratios for oil stock portfolio holdings based on our results on the whole our findings show significant volatility spillovers between oil price and sector stock returns and suggest that a better understanding of those links is crucial for portfolio management in the presence of oil price risk

period specific volatility spillover based connectedness between oil and other commodity prices and their portfolio implications abstract this paper analyses the changing impact of oil price shocks on a bouquet of metal and agro prices and their implications for investment decisions during different oil price regimes separated by structural breaks endogenously identifying the structural breaks we use network analysis to decipher the nature and extent of such shock transfer across different sub periods we suggest optimal portfolios based on conditional variance estimates to hedge oil shocks during each period this is the first study to analyse the portfolio decisions during specific oil price regimes the results are of significant interest to investors and policy makers

inferring future volatility from the information in implied volatility in eurodollar options a new approach we study the information content of implied volatility from several volatility specifications of the heath jarrow morton 1992 hjm models relative to popular historical volatility models in the eurodollar options market the implied volatility from the hjm models explains much of the variation of realized interest rate volatility over both daily and monthly horizons the implied volatility dominates the garch terms the glosten et al 1993 type asymmetric volatility terms and the interest rate level however it cannot explain that the impact of interest rate shocks on the volatility is lower when interest rates are low than when they are high article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

comovement in international equity markets a sectoral view abstract we investigate shifts in correlation patterns among international equity returns at the market level as well as the industry level we develop a novel bivariate garch model for equity returns with a smoothly time varying correlation and then derive a lagrange multiplier statistic to test the constant correlation hypothesis directly applying the test to weekly data from germany japan the uk and the us in the period 1980 2000 we find that correlations among the german uk and us stock markets have doubled whereas japanese correlations have remained the same both dates of change and speeds of adjustment vary widely across countries and sectors

financialization in commodity markets a passing trend or the new normal abstract in this paper we show that large inflows into commodity investments a recent phenomenon known as financialization has changed the behavior and dependence structure between commodities and the general stock market the common perception is that the increase in comovements is the result of distressed investors selling both assets during the 2007 2009 financial crisis we show that financial distress alone cannot explain the size and persistence of comovements instead we argue that commodities have become an investment style for institutional investors given that institutional investors continue to target funds into commodities we predict spillovers between commodities and the stock market to remain high in the future

evolution of international stock and bond market integration influence of the european monetary union abstract this paper examines the dynamic relationship between daily stock and government bond returns of selected countries over the past decade to infer the state and progress of inter financial market integration we proceed to empirically investigate the influence of the european monetary union emu on time variations in inter stock bond market integration segmentation dynamics using a two step procedure first we document the downward trends in time varying conditional correlations between stock and bond market returns in european countries japan and the us second we investigate the causality and determinants of this interdependent relationship in particular whether the various macroeconomic convergence criteria associated with the emu have played a significant role we find that real economic integration and the reduction in currency risk have generally had the desired effect on financial integration but monetary policy integration may have created uncertain investor sentiments on the economic future of the emu thereby stimulating a flight to quality phenomenon

the effect of asymmetries on optimal hedge ratios there is widespread evidence that the volatility of stock returns displays an asymmetric response to good and bad news this article considers the impact of asymmetry on time varying hedges for financial futures an asymmetric model that allows forecasts of cash and futures return volatility to respond differently to positive and negative return innovations gives superior in sample hedging performance however the simpler symmetric model is not inferior in a hold out sample a method for evaluating the models in a modern risk management framework is presented highlighting the importance of allowing optimal hedge ratios to be both time varying and asymmetric

a reinterpretation of chapter 17 of keynes s general theory effective demand shortage under dynamic optimization this article is an attempt to formalize chapter 17 of keynes s general theory using a continuous dynamic optimization model with perfect foresight i present two subjective interest rates the time preference rate and the liquidity premium that respectively govern the consumption saving and portfolio decisions under optimal household behavior they are equalized to the market rate of interest in the monetary economy described by keynes however the equality can be inconsistent with the condition of market equilibrium in which case persistent stagnation occurs a new analytic method based on dynamic optimization is proposed as an alternative to is lm analysis

volatility spillovers between oil prices and stock sector returns implications for portfolio management abstract in this article we take a recent generalized var garch approach to examine the extent of volatility transmission between oil and stock markets in europe and the united states at the sector level the empirical model is advantageous in that it typically allows simultaneous shock transmission in the conditional returns and volatilities insofar as volatility transmission across oil and stock sector markets is a crucial element for portfolio designs and risk management we also analyze the optimal weights and hedge ratios for oil stock portfolio holdings with respect to the results our findings point to the existence of significant volatility spillover between oil and sector stock returns however the spillover is usually unidirectional from oil markets to stock markets in europe but bidirectional in the united states our back testing procedures finally suggest that taking the cross market volatility spillovers estimated from the var garch models often leads to diversification benefits and hedging effectiveness better than those of commonly used multivariate volatility models such as the ccc garch of bollerslev 1990 the diagonal bekk garch of engle and kroner 1995 and the dcc garch of engle 2002

multivariate term structure models with level and heteroskedasticity effects abstract the paper introduces and estimates a multivariate level garch model for the long rate and the term structure spread where the conditional volatility is proportional to the th power of the variable itself level effects and the conditional covariance matrix evolves according to a multivariate garch process heteroskedasticity effects the long rate variance exhibits heteroskedasticity effects and level effects in accordance with the square root model the spread variance exhibits heteroskedasticity effects but no level effects the level garch model is preferred above the garch model and the level model garch effects are more important than level effects the results are robust to the maturity of the interest rates

bivariate garch estimation of the optimal commodity futures hedge six different commodities are examined using daily data over two futures contract periods cash and futures prices for all six commodities are found to be well described as martingales with near integrated garch innovations bivariate garch models of cash and futures prices are estimated for the same six commodities the optimal hedge ratio ohr is then calculated as a ratio of the conditional covariance between cash and futures to the conditional variance of futures the estimated ohrs reveal that the standard assumption of a time invariant ohr is inappropriate for each commodity the estimated ohr path appears non stationary which has important implications for hedging strategies

modeling returns and volatility transmission between oil price and us nigeria exchange rate article i nfo this paper models returns and volatility transmission between oil price op and us nigeria exchange rate exr consequently it provides five main innovations i it analyzes op and exr using the recently devel oped test by narayan and popp 2010 np which allows for two structural breaks in the data series ii it employs the narayan and liu 2011 nl garch unit root test to evaluate robustness of np test iii it con siders the newly developed var garch model to capture the spillover effects in the returns and volatility of op and exr iv it modifies the var garch model to account for structural breaks obtained from the np procedure and v using the results obtained from the var garch model it examines the optimal weights of holding oil and foreign exchange fx assets and also computes the hedging ratios in the presence of oil risk based on the np and nl tests it finds robust structural breaks that coincide with the period of global fi nancial crisis as well as period of fx crisis in nigeria also it establishes a bidirectional returns and spillover transmission between oil and fx markets finally its findings reveal evidence of hedging effectiveness involving oil and fx markets in nigeria and thus the inclusion of oil into a diversified portfolio of fx will improve its risk adjusted return performance

linkages among energy price exchange rates and stock markets evidence from emerging african economies this study examines the dynamic links among oil prices foreign exchange rates and stock markets in emerging africa using recent 10 years data and var bekk garch forecasting framework we find evid

oil price shocks policy uncertainty and stock returns of oil and gas corporations abstract this paper investigates the effects of oil price shocks and economic policy uncertainty on the stock returns of oil and gas companies we find that an oil demand side shock has a positive effect on the return of oil and gas companies on average whereas shocks to policy uncertainty have a negative effect on the return historical decomposition shows that the effects of oil shocks on the stock return are amplified by the endogenous policy uncertainty responses these results are consistent with those for major integrated oil and gas companies the return responses however show heterogeneous effects of structural shocks on upstream midstream and downstream oil and gas companies suggesting that a well diversified portfolio is obtainable

returns synchronization and daily correlation dynamics between international stock markets the use of close to close returns underestimates returns correlation because international stock markets have different trading hours with the availability of 16 00 london time stock market series we find dynamics of daily correlation and covariance estimated using two non synchroneity adjustment procedures to be substantially different from their synchronous counterparts conditional correlation may have different signs depending on the model and data type used other findings include volatility spillover from the us to the uk and france and a reverse spillover which is not documented before also unlike previous findings we found the increase in daily correlation is prominent only under extremely adverse conditions when a large negative return has been registered

food energy nexus in europe price volatility approach abstract the literature on food biofuel price volatility spillovers is growing published articles so far have widely ignored nonlinearities and the influence of exogenous variables on volatility patterns this article allows for these issues when characterizing eu biodiesel industry price dynamics while brazilian and us ethanol markets have been thoroughly investigated less attention has been paid to eu biodiesel markets pure eu biodiesel and rapeseed oil prices are the object of our research two different methods are applied to model these data a parametric approach and long et al s 2011 semiparametric approach empirical results suggest significant asymmetries in volatility spillovers between pure biodiesel and rapeseed oil prices rapeseed stock levels and euro dollar exchange rates are found to play a significant role in reducing food and biofuel price volatilities

the components of the illiquidity premium an empirical analysis of u s stocks 1927 2010 this paper implements a conditional version of the liquidity adjusted capm lcapm the conditional lcapm allows for a time varying decomposition of the total illiquidity premium into a level component and three risk components the estimated average annual total illiquidity premium for us stocks 1927 2010 is 1 74 2 08 which is substantially lower than in most previous studies the contributions from illiquidity level and illiquidity risk are 1 25 1 28 and 0 46 0 83 respectively of the three illiquidity risk components risk related to the hedging of wealth shocks is the most important while commonality risk is the least important the illiquidity premia are clearly time varying with peaks in downturns and crises but with no general tendency to decrease over time the level premium and the risk premium are significantly positively correlated at around 0 35 indicating that in periods of turbulence both illiquidity cost and illiquidity risk premia tend to be high

how do great shocks influence the correlation between oil and international stock markets abstractwe investigate the impacts of great shocks 2003 iraq war and 2008 financial crisis on the correlations between oil and us china stock markets utilizing a novel madcc mixed asymmetry dynamic conditional correlation model this model successfully captures the coexistence of opposite signed asymmetries we find that great shocks indeed increased the correlations further results from the news impact surfaces indicate that correlations between oil and stock markets are higher to joint negative shocks however correlation between stock markets has stronger response to joint positive shocks

information transmission and market interactions across the atlantic an empirical study on the natural gas market abstract this paper studies the international information transmission and market interactions in the u s and u k natural gas markets three well documented approaches are used to measure the relative importance on the process of price discovery under a quadvariate system after adjusting the effects of nonsynchronous trading prices robust results indicate our system that includes spot and futures prices within the two countries are driven by one common factor information disseminates efficiently among the four markets concerned the u s futures market dominates as the center for price discovery the u k futures market comes as the second the spot markets in the u s and u k are less efficient than their corresponding futures market where the u k spot market contributes the least and almost zero to the price discovery process asymmetric volatility spillovers are found in three of the four markets volatility in the u s futures market increases with positive returns which illustrates the inverse leverage effect in most of the commodity market volatilities in the spot markets are negatively related to returns which is analogous to the traditional leverage effect prevailing in most of the equity stock markets

time varying volatility spillover between chinese fuel oil and stock index futures markets based on a dcc garch model with a semi nonparametric approach abstract this paper reveals some new evidence on the volatility spillover between fuel oil and stock index futures markets in china by considering its time variant feature time varying effect is specified by the legendre polynomials in a dcc garch model moreover the semi nonparametric snp approach accounting for marginal excess kurtosis and asymmetry is applied we find different time evolving patterns of volatility spillover across multiple periods due to the structural breaks the direction of mean volatility spillover is found to be bilateral moreover the strength of mean volatility spillover shows that the effect from stock index to fuel oil futures is much stronger than the other way around this implies that the stock index futures market plays a leading role in information processing these findings have important implications for the fuel oil stakeholders as well as risk management

how do the stock prices of new energy and fossil fuel companies correlate evidence from china abstract this study documents the return and volatility spillover effect between the stock prices of chinese new energy and fossil fuel companies using the asymmetric bekk model based on daily samples taken from august 30 2006 to september 11 2012 the dynamics of new energy fossil fuel stock spillover are found to be significant and asymmetric compared with positive news negative news about new energy and fossil fuel stock returns leads to larger return changes in their counter assets news about both new energy and fossil fuel stock returns spills over into variances of their counter assets and the volatility spillovers depend complexly on the respective signs of the return shocks of each asset the empirical results demonstrate that new energy and fossil fuel stocks are generally viewed as competing assets that positive news about new energy stocks could affect the attractiveness of fossil fuel stocks and that new energy stock investment is more speculative and riskier than fossil fuel stock investment these results have potential implications for asset allocation financial risk management and energy policymaking

modeling oil price us stock nexus a varma bekk agarch approach abstract this study adds to the existing literature on oil price us stock nexus in three ways first it employs the varma agarch model developed by mcaleer et al 2009 within the context of bekk framework using west texas intermediate wti and brent as proxies for oil market and s p stocks as a proxy for us stock market secondly it modifies the model to include endogenously determined structural break using the general structure for analyzing breaks with unit roots in perron 2006 third it uses the adopted model to compute optimal portfolio weight and hedge ratios between oil price and us stocks using different sample data based on the break date on average our empirical evidence suggests a significant positive return spillover from us stock market to oil market and bi directional shock spillovers between the two markets in addition there is significant own asymmetric shock effect in both markets while volatility spillover from oil market to stock market became pronounced after the break which coincides with the period of global economic slowdown similarly the results of portfolio management differ across the sample data more importantly we find that ignoring structural break when it exists may exaggerate hedging effectiveness

fiscal policy expenditure composition and growth in low income countries abstract this paper assesses the effects of fiscal consolidation and expenditure composition on economic growth in a sample of 39 low income countries during the 1990s the paper finds that strong budgetary positions are generally associated with higher economic growth in both the short and long terms the composition of public outlays also matters countries where spending is concentrated on wages tend to have lower growth while those that allocate higher shares to capital and nonwage goods and services enjoy faster output expansion finally initial fiscal conditions also have a bearing on the nexus between fiscal deficits and growth

time varying correlations in oil gas and co2 prices an application using bekk ccc and dcc mgarch models previous literature has identified oil and gas prices as being the main drivers of co2 prices in a univariate generalized autoregressive conditional heteroscedasticity garch econometric framework alberola et al 2008 oberndorfer 2009 by contrast we argue in this article that the interrelationships between energy and emissions markets shall be modelled in a vector autoregressive var and multivariate garch mgarch framework so as to reflect the dynamics of the correlations between the oil gas and co2 variables overtime using the baba engle kraft kroner bekk constant conditional correlation ccc and dynamic conditional correlation mgarch dcc mgarch models on daily data from april 2005 to december 2008 we highlight significant own volatility cross volatility spillovers and own persistent volatility effects for nearly all markets indicating the presence of strong autoregressive conditional heteroscedasticity arch and garch effects besides we provide strong empirical evidence of tim

european natural gas seasonal effects on futures hedging abstract this paper is the first to discuss the design of futures hedging strategies in european natural gas markets nbp ttf and zeebrugge a common feature of energy prices is that conditional mean and volatility are driven by seasonal trends due to weather demand and storage level seasonalities this paper follows and extends the ederington and salas 2008 framework and considers seasonalities in mean and volatility when minimum variance hedge ratios are computed our results show that hedging effectiveness is much higher when the seasonal pattern in spot price changes is approximated with lagged values of the basis futures price minus spot price this fact remains true for short a week and long one three and six months hedging periods furthermore volatility of weekly price changes also has a seasonal pattern and is higher in winter than in summer a simple volatility seasonal model that is based on sinusoidal functions on the basis improves the risk reduction obtained by strategies in which hedging ratios are estimated with linear regressions seasonal hedging strategies linear regression based strategies or even a naive position perform better than more sophisticated statistical methods

measuring the response of macroeconomic uncertainty to shocks recent research documents the importance of uncertainty in determining macroeconomic outcomes but little is known about the transmission of uncertainty across such outcomes this paper examines the response of uncertainty about inflation and output growth to shocks documenting statistically significant size and sign bias and spillover effects uncertainty about inflation is a determinant of output uncertainty whereas higher growth volatility tends to raise inflation volatility both inflation and growth volatility respond asymmetrically to positive and negative shocks negative growth and inflation shocks lead to higher and more persistent uncertainty than shocks of equal magnitude but opposite sign

biofuel related price transmission literature a review abstract in this article an extensive review of the rapidly growing biofuel related time series literature is carried out the data used the modeling techniques and the main findings of this literature are discussed providing a review of this flourishing research area is relevant as a guidepost for future research this literature concludes that energy prices drive long run agricultural price levels and that instability in energy markets is transferred to food markets

hedging with futures does anything beat the naive hedging strategy this paper investigates out of sample performance of the naive hedging strategy relative to that of the minimum variance hedging strategy in which the covariance parameters are estimated from 18 e

modeling volatility and correlations between emerging market stock prices and the prices of copper oil and wheat abstract increased financial integration between countries and the financialization of commodity markets are providing investors with new ways to diversify their investment portfolios this paper uses varma agarch and dcc agarch models to model volatilities and conditional correlations between emerging market stock prices copper prices oil prices and wheat prices the dynamic conditional correlation model is found to fit the data the best and used to generate dynamic conditional correlations hedge ratios and optimal portfolio weights emerging market stock prices and oil prices display leverage effects where negative residuals tend to increase the variance conditional volatility more than positive ones correlations between these assets increased considerably after 2008 and have yet to return to their pre 2008 values on average oil provides the cheapest hedge for emerging market stock prices while copper is the most expensive but given the variability in the hedge ratios one should probably not put too much emphasis on average hedge ratios

fiscal consolidations quality economic conditions and success recent research has demonstrated theimportance of good quality of fiscaladjustments for the success of governmentbudget consolidations we extend thisapproach to analyze the importance of theeconomic conditions in which fiscalconsolidations are started for theirsuccess the cyclical positions of thedomestic and international economy theinitial debt level and the stance of fiscalpolicy in the oecd are all importantdeterminants of the likelihood of fiscalconsolidations they also affect thegovernment s choice of consolidationstrategy making them importantdeterminants of the success of fiscalconsolidations in contrast the monetarypolicy stance plays only a negligible rolefor fiscal consolidations we use theanalysis to test for any maastricht effectson the performance of european governmentsduring the 1990s such effects are weak atbest and occurred only during the firsthalf of the decade

the copula garch model of conditional dependencies an international stock market application abstract modeling the dependency between stock market returns is a difficult task when returns follow a complicated dynamics when returns are non normal it is often simply impossible to specify the multivariate distribution relating two or more return series in this context we propose a new methodology based on copula functions which consists in estimating first the univariate distributions and then the joining distribution in such a context the dependency parameter can easily be rendered conditional and time varying we apply this methodology to the daily returns of four major stock markets our results suggest that conditional dependency depends on past realizations for european market pairs only for these markets dependency is found to be more widely affected when returns move in the same direction than when they move in opposite directions modeling the dynamics of the dependency parameter also suggests that dependency is higher and more persistent between european stock markets

the impact of short selling on the price volume relationship evidence from hong kong this paper considers the relationship between traded volume and volatility allowing for the impact of short sales the evidence supports a nonlinear bidirectional relationship between volume and volatility short selling is found to have a significant impact on this relationship and our results suggest i that the hong kong market displays greater volatility following a period of short selling and ii that asymmetric responses to positive and negative innovations to returns appear to be exacerbated by short selling

the keynesian multiplier effect reconsidered the keynesian multiplier effect is reinterpreted and several issues that may have misled assessments of the effect of fiscal spending are discussed it is shown that even in the textbook keynesian framework some transfer policy reduces aggregate demand and that public works spending may completely crowd out private consumption useless public works are found to be equivalent to transfers although they increase accounting national income more than transfers do the net effect of fiscal spending on national benefits is explored and shown to equal only the direct benefit created by the spending

the asymmetric effects of uncertainty on inflation and output growth we study the effects of growth volatility and inflation volatility on average rates of output growth and inflation for post war us data our results suggest that increased growth uncertainty is associated with significantly lower average growth while higher inflation uncertainty is significantly negatively correlated with lower output growth and lower average inflation both inflation and growth display evidence of significant asymmetric response to positive and negative shocks of equal magnitude copyright 2004 john wiley sons ltd

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

asymmetric predictability of conditional variances we show that there is an asymmetry in the predictability of the volatilities of large versus small firms using both univariate and multivariate arma garch m parameterizations we find that volatility surprises to large market value firms are important to the future dynamics of their own returns as well as the returns of smaller firms conversely however shocks to smaller firms have no impact on the behavior of either the mean or the variance of the returns of larger capitalization companies article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

stock prices and volume the authors undertake a comprehensive investigation of price and volume co movement using daily new york stock exchange data from 1928 to 1987 they adjust the data to take into account well known calendar effects and long run trends to describe the process they use a seminonparametric estimate of the joint density of current price change and volume conditional on past price changes and volume four empirical regularities are found 1 positive correlation between conditional volatility and volume 2 large price movements are followed by high volume 3 conditioning on lagged volume substantially attenuates the leverage effect and 4 after conditioning on lagged volume there is a positive risk return relation article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

injecting charter school best practices into traditional public schools evidence from field experiments this study examines the impact on student achievement of implementing a bundle of best practices from high performing charter schools into low performing traditional public schools in houston texas using a school level randomized field experiment and quasi experimental comparisons the five practices in the bundle are increased instructional time more effective teachers and administrators high dosage tutoring data driven instruction and a culture of high expectations the findings show that injecting best practices from charter schools into traditional houston public schools significantly increases student math achievement in treated elementary and secondary schools by 0 15 to 0 18 standard deviations a year and has little effect on reading achievement similar bundles of practices are found to significantly raise math achievement in analyses for public schools in a field experiment in denver and program in chicago jel codes i21 i24 i28 j24

temporal aggregation of univariate and multivariate time series models a survey abstract we present a unified and up to date overview of temporal aggregation techniques for univariate and multivariate time series models explaining in detail although intuitively the technical machinery behind the results some empirical applications illustrate the main issues

a wavelet analysis of mean and volatility spillovers between oil and brics stock markets this paper investigates the spillover effects of volatility and shocks between oil prices and the brics stock markets using multivariate approach and wavelet analysis at different time horizons hence we combine a multivariate arma garch model and wavelet multiresolution analysis to study this phenomenon a bivariate arma 1 1 garch 1 1 cdcc student t model was joined with modwt filter to capture a broad range of possible spillover effects in mean and variances of level prices at various time horizons generally empirical results provide strong evidence of time varying volatility in all markets under study however our proposed approach shows that oil price and stock market prices are directly affected by their own news and volatilities and indirectly affected by the volatilities of other prices and wavelet scale the results show also that mean and volatility spillover effects was decomposed into many sub spillovers on different time scales according to heterogeneous investors and market participants the practical implications of this study are critical innovative and useful for the local and international investors and also for the portfolio managers they can utilize this study to formulate the optimal oil bricks stock portfolios as well as lead to more accurate predictions of volatility spillovers patterns also in developing their hedging strategies

analyzing volatility spillovers and hedging between oil and stock markets evidence from wavelet analysis abstract this paper examines the linkage of crude oil market wti and stock markets of the g 7 countries we study the mean and volatility spillovers of oil and stock market prices over various time horizons we propose a new approach incorporating both multivariate garch models and wavelet analysis wavelet based mgarch approach we combine a bivariate garch bekk model with wavelet multiresolution analysis in order to capture the multiscale features of mean and volatility spillovers between time series for optimal portfolio allocation decisions we analyze the multiscale behavior of hedge ratio empirical results show strong evidence of significant volatility spillovers between oil and stock markets as well as time varying correlations for various market pairs however results of wavelet coherence indicate that in most the wti market was leading in addition it is stated that the decomposed volatility spillovers permit investors to adapt their hedging strategies

the pricing of systematic liquidity risk empirical evidence from the us stock market abstract in this study we examine whether aggregate market liquidity risk is priced in the us stock market we define a bivariate garch 1 1 in mean specification for the market portfolio excess returns and the changes in the standardized number of shares in the s p 500 index the aggregate market liquidity proxy the findings based on monthly data suggest that systematic liquidity risk is priced in the us over the period january 1973 december 1997 the liquidity premium represents a non negligible negative and time varying component of the total market risk premium whose magnitude is not influenced by the october 87 crash

on the volatility and comovement of u s financial markets around macroeconomic news announcements the objective of this paper is to provide a deeper insight into the links between financial markets and the real economy to that end we study the short term anticipation and response of u s stock treasury and corporate bond markets to the first release of surprise u s macroeconomic information specifically we focus on the impact of these announcements not only on the level but also on the volatility and comovement of those assets returns we do so by estimating several extensions of the parsimonious multivariate garch dcc model of engle 2002 for the excess holding period returns on seven portfolios of these asset classes we find that both the process of price formation in each of those financial markets and their interaction appear to be driven by fundamentals yet our analysis reveals a statistically and economically significant dichotomy between the reaction of the stock and bond markets to the arrival of unexpected fundamental information we also show that the conditional mean volatility and comovement among stock treasury and corporate bond returns react asymmetrically to the information content of these surprise announcements overall the above results shed new light on the mechanismsbywhichnewinformationisincorporatedintopriceswithinandacrossu s financial markets

time varying co movements between energy market and global financial markets implication for portfolio diversification and hedging strategies abstract this study explores the time patterns of volatility spillovers between energy market and stock prices of seven major global financial markets including clean energy energy information technology corporations equity markets and united states economic policy index over the period vary from december 28 2000 to december 31 2018 we employ a time domain connectedness measures of diebold and yilmaz dy 2009 2012 and 2014 to examine spillover mechanism of volatility shocks across future markets optimal weights and hedge ratios are calculated for portfolio diversification and risk management the main findings of the study conclude that oil shocks are exogenous and contribution of oil market volatility to global financial markets is insignificant the returns of world stock index and world energy index are major transmitters of volatility to clean energy market moreover the impact of energy market become strong in global financial market when data is divided into pre during and post financial crisis periods finally the hedge ratios are volatile over time and their maximum value is observed during the financial crisis period of 2008 09 the optimal portfolio between energy and stock prices are heavily weighted to the stock markets

separating bric using islamic stocks and crude oil dynamic conditional correlation and volatility spillover analysis abstract this paper explores the dynamic conditional correlation and volatility linkage between islamic indexes and oil for bric countries correlations between these assets increase during the global financial crisis for india and china but not for brazil and russia the volatility error forecast variance of all five indexes comes from spillover but is much lower compared to volatility spillover between conventional indexes and oil hedging performance of islamic indexes are superior in india and china compared to conventional indexes in emerging markets an optimal minimum variance portfolio without reducing expected return can be achieved by investing in lower weights of bric islamic indexes and oil compared to conventional indexes

is public expenditure productive abstract this paper considers the relationship between aggregate productivity and stock and flow government spending variables the empirical results indicate that i the nonmilitary public capital stock is dramatically more important in determining productivity than is either the flow of nonmilitary or military spending ii military capital bears little relation to productivity and iii a core infrastructure of streets highways airports mass transit sewers water systems etc has most explanatory power for productivity the paper also suggests an important role for the net public capital stock in the productivity slowdown of the last fifteen years

price and volatility dynamics between electricity and fuel costs some evidence for spain abstract the purpose of this study is to investigate the causal linkages between the spanish electricity brent crude oil and zeebrugge belgium natural gas 1 month ahead forward prices following lutkepohl et al 2004 we control for the presence of a structural change in the series and then we use the johansen cointegration test and a vector error correction model vecm to embrace the analysis additionally a multivariate generalized autoregressive conditional heteroskedastic garch model is applied to explore volatility interactions between the three markets involved in the study our findings reveal that brent crude oil and zeebrugge natural gas forward prices play a prominent role in the spanish electricity price formation process furthermore causation both in price and volatility runs from brent crude oil and natural gas forward markets to the spanish electricity forward market these results are of practical importance for both the wholesale and retail markets participants as well as the regulator through the established link between the forward contracts price and the spanish tariff of last resort paid by more than 23 million of customers

conditional volatility skewness and kurtosis existence persistence and comovements abstract recent portfolio choice asset pricing value at risk and option valuation models highlight the importance of modeling the asymmetry and tail fatness of returns these characteristics are captured by the skewness and the kurtosis we characterize the maximal range of skewness and kurtosis for which a density exists and show that the generalized student t distribution spans a large domain in the maximal set we use this distribution to model innovations of a garch type model where parameters are conditional after demonstrating that an autoregressive specification of the parameters may yield spurious results we estimate and test restrictions of the model for a set of daily stock index and foreign exchange returns the estimation is implemented as a constrained optimization via a sequential quadratic programming algorithm adequacy tests demonstrate the importance of a time varying distribution for the innovations in almost all series we find time dependency of the asymmetry parameter whereas the degree of freedom parameter is generally found to be constant over time we also provide evidence that skewness is strongly persistent but kurtosis is much less so a simulation validates our estimations and we conjecture that normality holds for the estimates in a cross section setting we also document covariability of moments beyond volatility suggesting that extreme realizations tend to occur simultaneously on different markets

optimal dynamic hedging portfolios and the currency composition of external debt abstract we present a model which shows that the currency composition of a country s external debt can serve as a hedging instrument against changes in exchange rates and commodity prices because our model permits the second moments to change through time we get a sequence of optimal dynamic hedging portfolios which can be estimated with a multivariate generalized autoregressive conditional heteroskedasticity garch model to illustrate the usefulness of the technique we apply it to indonesia and it is found as expected that indonesia s optimal debt portfolio consists of a much larger proportion of us dollars and a much smaller proportion of japanese yen than they have in their current debt portoflio

oil price fluctuation volatility spillover and the ghanaian equity market implication for portfolio management and hedging effectiveness abstract this study attempts to contribute to the literature on stock markets and energy prices by examining the dynamic volatility and volatility transmission between oil and ghanaian stock market returns in a multivariate setting using the recently developed var garch var agarch and dcc garch frameworks in turn the models results are used to compute and analyze the optimal weights and hedge ratios for oil stock portfolio holdings for comparison purposes and to put the paper more in the perspective of west africa the nigerian stock market is also included in the analysis our findings point to the existence of significant volatility spillover and interdependence between oil and the two stock market returns while spillover effects are stronger for nigeria the transmission of volatility is much more apparent from oil to stock than from stock to oil in the case of ghana also the study demonstrates evidence of short term predictability in oil and stock price changes through time and reveals that conditional volatility changes more rapidly as result of substantial effects of past volatility rather than past news shocks for all market returns moreover we show that there is a slightly more effective hedge in the two stock markets under the dcc garch framework our preferred model compared to the other two models although hedging effectiveness is much greater for ghana on the whole our findings for optimal hedge ratios are consistent with other studies and particularly the view that oil assets should be an integral part of a diversified portfolio of stocks and suggest that a better understanding of volatility links is crucial for portfolio management in the presence of oil price risk finally the existence of multivariate asymmetric effects and dynamic conditional correlations as revealed by the var agarch and dcc garch models make it clear that the assumptions of symmetric effects and constant conditional correlations are not supported empirically

oil volatility oil and gas firms and portfolio diversification abstract this paper investigates the volatility spillovers and co movements among oil prices and stock prices of major oil and gas corporations over the period between 18th june 2001 and 1st february 2016 to do so we use the spillover index approach by diebold and yilmaz 2009 2012 2014 2015 and the dynamic correlation coefficient model of engle 2002 so as to identify the transmission mechanisms of volatility shocks and the contagion of volatility among oil prices and stock prices of oil and gas companies respectively given that volatility transmission across oil and major oil and gas corporations is important for portfolio diversification and risk management we also examine optimal weights and hedge ratios among the aforementioned series our results point to the existence of significant volatility spillover effects among oil and oil and gas companies stock volatility however the spillover is usually unidirectional from oil and gas companies stock volatility to oil volatility with bp chevron exxon shell and total being the major net transmitters of volatility to oil markets conditional correlations are positive and time varying with those between each of the aforementioned companies and oil being the highest finally the diversification benefits and hedging effectiveness based on our results are discussed

volatility spillovers and cross hedging between gold oil and equities evidence from the gulf cooperation council countries the paper examines the return and volatility spillovers between crude oil gold and equities and investigates the usefulness of the two commodities in hedging equity portfolios using daily data from january 20043 to may 2016 for the gulf cooperation council countries a dcc garch model is used to estimate dynamic correlations and hedge ratios we find significant spillovers from oil to equities highlighting the heavy dependence of the local economies on oil moreover the spillovers of gold on the stock markets are insignificant suggesting that gold price fluctuations do not necessarily influence equity investment decisions in the opposite direction we find that equities do not exert significant influence on the two commodities which we attribute to the relatively small capitalisation of the exchanges our results reveal low dynamic correlations and hedge ratios with a few spikes during crises indicating that oil and gold are cheap hedges for stocks albeit not good ones while they could be considered as weak safe havens but at a considerable cost

the gaussian mixture dynamic conditional correlation model parameter estimation value at risk calculation and portfolio selection a multivariate generalized autoregressive conditional heteroscedasticity model with dynamic conditional correlations is proposed in which the individual conditional volatilities follow exponential generalized autoregressive conditional heteroscedasticity models and the standardized innovations follow a mixture of gaussian distributions inference on the model parameters and prediction of future volatilities are addressed by both maximum likelihood and bayesian estimation methods estimation of the value at risk of a given portfolio and selection of optimal portfolios under the proposed specification are addressed the good performance of the proposed methodology is illustrated via monte carlo experiments and the analysis of the daily closing prices of the dow jones and nasdaq indexes

improving diversification opportunities for socially responsible investors socially responsible investment sri has grown enormously and has expanded globally in recent years it allows sri investors to reduce their portfolio risk assumptions through international diversification in this context the aim of this paper is twofold i to examine price and volatility linkages among the most representative sri indexes for north america europe and asia pacific employing a multivariate approach and ii to provide the out of sample performance of an optimal portfolio constructed on the basis of time varying return and volatility forecasts from this specification approach our overall results show that using this technique it is possible to reduce risk and out perform the naive rule which is usually employed in this type of investment these findings are relevant not only for academics but also for practitioners especially for professional managers of sri portfolios

co movement of the chinese and u s aggregate stock returns this article studies the co movement of the levels as well as of the volatilities of the chinese and u s aggregate stock returns in 1995 2014 focusing on the impact of the liberalization of chinese stock market from 2005 the volatilities of the two returns appear to have started to co move in 2006 to understand the co movement we use the garch bekk method the result suggests that before 2006 the evolution of the u s returns had a tendency to affect the chinese returns in level and volatility however after 2006 the two returns affected each other in a more complex way

the composition of public expenditure and economic growth abstract noting that the literature has focused on the link between the level of public expenditure and growth we derive conditions under which a change in the composition of expenditure leads to a higher steady state growth rate of the economy the conditions depend not just on the physical productivity of the different components of public expenditure but also on the initial shares using data from 43 developing countries over 20 years we show that an increase in the share of current expenditure has positive and statistically significant growth effects by contrast the relationship between the capital component of public expenditure and per capita growth is negative thus seemingly productive expenditures when used in excess could become unproductive these results imply that developing country governments have been misallocating public expenditures in favor of capital expenditures at the expense of current expenditures

how important is intertemporal risk for asset allocation how important is merton s intertemporal risk for asset allocation decisions to address this question we jointly estimate and test a conditional asset pricing model which includes long term interest rate risk as a potentially priced factor for four broad classes of assets large stocks small stocks long term treasury bonds and corporate bonds we find that the premium for long bond risk is the main component of the risk premiums of treasury bond and corporate bond portfolios while it represents a small fraction of total risk premiums for equities our results suggest that investors perceive stocks and especially small stocks as hedges against variations in the investment opportunity set since these four asset classes represent some of the most important for investors we proceed to use our estimates to compute the optimal asset allocations for investors who optimize with or without taking into account the intertemporal risk we provide a set of measures to investigate the importance of this risk we find that at average market volatility levels investors can earn annual premiums between 3 6 during expansions and 5 8 during recessions for bearing intertemporal risk alone these results underscore the importance of explicitly considering intertemporal risk in asset allocation decisions especially during down markets and business recessions

another look at models of the short term interest rate the short term rate of interest is fundamental to much of theoretical and empirical finance yet no consensus has emerged on the dynamics of its volatility we show that models which parameterize volatility only as a function of interest rate levels tend to over emphasize the sensitivity of volatility to levels and fail to model adequately the serial correlation in condi tional variances on the other hand serial correlation based models like garch models fail to capture adequately the relationship between interest rate levels and volatility we introduce and test a new class of models for the dynamics of short term interest rate volatility which allows volatility to depend on both interest rate levels and information shocks two important conclusions emerge first the sensitivity of interest rate volatility to interest rate levels has been overstated in the literature while this relationship is important adequately modeling volatility as a function of unexpected information shocks is also important sec ond we conclude that the volatility processes in many existing theoretical models of interest rates are misspecified and suggest new paths toward improving the theory

value at risk for long and short trading positions in this paper we model value at risk var for daily stock index returns using a collection of parametric models of the arch family based on the skewed student distribution we show that models that rely on a symmetric density distribution for the error term underperform with respect to skewed density models when the left and right tails of the distribution of returns must be modelled thus var for traders having both long and short positions is not adequately modelled using usual normal or student distributions we suggest using an aparch model based on the skewed student distribution to fully take into account the fat left and right tails of the returns distribution this allows for an adequate modelling of large returns defined on long and short trading positions the performances of all models are assessed on daily data for the cac40 dax nasdaq nikkei and smi stock indexes we also compute the expected short fall and the average multiple of tail event to risk measure for the new model

modeling asymmetric comovements of asset returns existing time varying covariance models usually impose strong restrictions on how past shocks affect the forecasted covariance matrix in this article we compare the restrictions imposed by the four most popular multivariate garch models and introduce a set of robust conditional moment tests to detect misspecification we demonstrate that the choice of a multivariate volatility model can lead to substantially different conclusions in any application that involves forecasting dynamic covariance matrices like estimating the optimal hedge ratio or deriving the risk minimizing portfolio we therefore introduce a general model which nests these four models and their natural asymmetric extensions the new model is applied to study the dynamic relation between large and small firm returns article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies