answering the skeptics yes standard volatility models do provide accurate forecasts a voluminous literature has emerged for modeling the temporal dependencies in financial market volatility using arch and stochastic volatility models while most of these studies have documented highly significant in sample parameter estimates and pronounced intertemporal volatility persistence traditional ex post forecast evaluation criteria suggest that the models provide seemingly poor volatility forecasts contrary to this contention we show that volatility models produce strikingly accurate interdaily forecasts for the latent volatility factor that would be of interest in most financial applications new methods for improved ex post interdaily volatility measurements based on high frequency intradaily data are also discussed

oil prices and the stock prices of alternative energy companies energy security issues coupled with increased concern over the natural environment are driving factors behind oil price movements while it is widely accepted that rising oil prices are good for the financial performance of alternative energy companies there has been relatively little statistical work done to measure just how sensitive the financial performance of alternative energy companies are to changes in oil prices in this paper a four variable vector autoregression model is developed and estimated in order to investigate the empirical relationship between alternative energy stock prices technology stock prices oil prices and interest rates our results show technology stock prices and oil prices each individually granger cause the stock prices of alternative energy companies simulation results show that a shock to technology stock prices has a larger impact on alternative energy stock prices than does a shock to oil prices these results should be of use to investors managers and policy makers

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

realized volatility transmission the role of jumps and leverage effects this paper is the first to employ a multivariate extension of the lhar cj model for realized volatility of corsi and reno 2012 considering continuous and jump volatility components and leverage effects the model is applied to financial s p 500 commodity wti crude oil and forex us eur intraday futures data and allows new insights in the transmission mechanisms among these markets besides significant leverage effects we find that the jump components of all considered assets do not contain incremental information for the one step ahead realized volatility the volatility of s p 500 and us eur exchange rate futures exhibits significant spillovers to the realized volatility of wti moreover decreasing equity prices appear to increase volatility in other markets while strengthening of the us seems to calm down the crude oil market

discrete time volatility forecasting with persistent leverage effect and the link with continuous time volatility modeling we first propose a reduced form model in discrete time for s p 500 volatility showing that the forecasting performance can be significantly improved by introducing a persistent leverage effect with a long range dependence similar to that of volatility itself we also find a strongly significant positive impact of lagged jumps on volatility which however is absorbed more quickly we then estimate continuous time stochastic volatility models that are able to reproduce the statistical features captured by the discrete time model we show that a single factor model driven by a fractional brownian motion is unable to reproduce the volatility dynamics observed in the data while a multifactor markovian model fully replicates the persistence of both volatility and leverage effect the impact of jumps can be associated with a common jump component in price and volatility this article has online supplementary materials

hot air in kyoto cold air in the hague the failure of global climate negotiations abstract why did the climate negotiations in the hague fail our contribution is to argue that the conflict between the european union eu and the united states us stems mainly from disagreement on the cost issue we argue that the three main concerns promoted by the eu in the hague first a 50 national emission ceiling the supplementarity principle second the use of carbon sinks and third an international market control system these issues can be solved by removing all restrictions on free greenhouse gas ghg trade and by establishing the world trade organization as an international authority the us will face considerably higher costs than foreseen at the negotiations in kyoto and will have strong incentives to free ride our main hypothesis is that the eu proposal on supplementarity made the us turn to free riding thus to make the us stay in an international ghg emission trading scheme the eu must reconsider and acknowledge us claims for cheaper reduction options and the right to trade hot air this point is important if the us does not participate the increase in emissions will be much higher than the emission reduction following the eu supplementarity proposal

roughing it up including jump components in the measurement modeling and forecasting of return volatility a rapidly growing literature has documented important improvements in financial return volatility measurement and forecasting via use of realized variation measures constructed from high frequency returns coupled with simple modeling procedures building on recent theoretical results in barndorff nielsen and shephard 2004a 2005 for related bi power variation measures the present paper provides a practical and robust framework for non parametrically measuring the jump component in asset return volatility in an application to the dm exchange rate the s p500 market index and the 30 year u s treasury bond yield we find that jumps are both highly prevalent and distinctly less persistent than the continuous sample path variation process moreover many jumps appear directly associated with specific macroeconomic news announcements separating jump from non jump movements in a simple but sophisticated volatility forecasting model we find that almost all of the predictability in daily weekly and monthly return volatilities comes from the non jump component our results thus set the stage for a number of interesting future econometric developments and important financial applications by separately modeling forecasting and pricing the continuous and jump components of the total return variation process

oil and the macroeconomy since world war ii all but one of the u s recessions since world war ii have been preceded typically with a lag of around three fourths of a year by a dramatic increase in the price of crude petroleum this does not mean that oil shocks caused these recessions evidence is presented however that even over the period 1948 72 this correlation is statistically significant and nonspurious supporting the proposition that oil shocks were a contributing factor in at least some of the u s recessions prior to 1972 by extension energy price increases may account for much of post opec macroeconomic performance

can we reject linearity in an har rv model for the s p 500 insights from a nonparametric har rv this article tests the linearity assumption underlying the popular heterogeneous autoregressive model for realized volatility har rv we implement a consistent model specification test that is robust to both distributional and model misspecification we find that using a nonparametric har rv nphar rv we are unable to reject the null of linearity

crude oil and the macroeconomy tests of some popular notions a note perhaps no other economic events in the post world war ii era have generated as much attention as the series of crude oil price shocks that have jolted the world economy since the opec boycott of 1973 a tremendous amount of space in the popular and professional literature has been devoted to analyzing the impacts of these shocks on the developed economies and the adjustments these shocks have induced one residual of this literature has been a general impression that since 1973 the functional relationship between crude oil prices and the developed macroeconomies has been dramatically and fundamentally altered yet to our knowledge no one has formally tested this impression recent evidence of hamilton 1983 suggests that crude oil prices had a strong impact on the u s business cycle well before 1973 further while textbook treatments of oil price shocks tend to highlight cost push inflationary effects the research of berndt and wood 1975 1979 and wilcox 1983 indicates the net complementarity between energy and capital in the u s economy is quite strong both before and after 1973 thus oil price shocks may have stronger real effects than generally believed in this paper we formally test three popular notions associated with the so called

volatility behavior of oil industrial commodity and stock markets in a regime switching environment abstract this study supplements previous regime switching studies on wti crude oil and finds two possible volatility regimes for the strategic commodity prices of brent oil wti oil copper gold and silver and the s p 500 index but with varying high to low volatility ratios the dynamic conditional correlations dccs indicate increasing correlations among all the commodities since the 2003 iraq war but decreasing correlations with the s p 500 index the commodities also show different volatility persistence responses to financial and geopolitical crises while the s p 500 index responds to both financial and geopolitical crises implications are discussed

forecasting oil prices high frequency financial data are indeed useful abstract the paper examines the importance of combining high frequency financial information along with the oil market fundamentals in order to gain incremental forecasting accuracy for oil prices inspired by french et al 1987 and bollerslev et al 1988 who maintain that future asset returns are also influenced by past volatility we use daily volatilities and returns from financial and commodity markets to generate real out of sample forecasts for the monthly oil futures prices our results convincingly show that although the oil market fundamentals are useful for long run forecasting horizons the combination of the latter with high frequency financial data significantly improve oil price forecasts by reducing the rmse of the no change forecast by approximately 68 results are even more impressive during the oil price collapse period of 2014 15 these findings suggest that we cannot ignore the information extracted from the financial markets when forecasting oil prices our results are both statistically and economically significant as suggested by several robustness tests

pareto improvement through a reallocation of carbon emission quotas abstract this article presents a methodology that discusses a reallocation of carbon emission quotas based on the zsg dea model also introduces the process of solving the zsg dea model in extensive detail and derives theorems 1 and 2 theorem 1 shows the equivalence in competition and the cooperation case while theorem 2 indicates the correlation between quota adjustment and efficiency change through this zsg dea model the determination of carbon emission quotas is no longer subjective and reasonable carbon emission quotas among countries can be obtained the reallocation of carbon emission quotas can not only ensure that all countries have 100 efficiencies but also help all countries gain through pareto improvement the conclusions of this paper are that most developed countries should increase their carbon emission quotas and that most less developed countries need to reduce theirs including the two most populous countries of china and india the reallocation process should be paid by selling the quotas of low efficient countries so that they can obtain funds to support their development while at the same time high efficient countries can produce more due to relaxation of environmental constraints thus achieving global pareto improvement

volatility transmission in emerging european foreign exchange markets abstract this paper studies the dynamics of volatility transmission between central european ce currencies and the eur usd foreign exchange using model free estimates of daily exchange rate volatility based on intraday data we formulate a flexible yet parsimonious parametric model in which the daily realized volatility of a given exchange rate depends both on its own lags as well as on the lagged realized volatilities of the other exchange rates we find evidence of statistically significant intra regional volatility spillovers among the ce foreign exchange markets with the exception of the czech and prior to the recent turbulent economic events polish currencies we find no significant spillovers running from the eur usd to the ce foreign exchange markets to measure the overall magnitude and evolution of volatility transmission over time we construct a dynamic version of the diebold yilmaz volatility spillover index and show that volatility spillovers tend to increase in periods characterized by market uncertainty

clubs local public goods and transportation models a synthesis abstract clubs local public goods and transportation models are analyzed within a unified model the emphasis is on the derivation of optimal allocation pricing and the size of the sharing group we derive the conditions under which optimal prices will yield surplus or deficit as well as those under which competitive provision will be efficient given heterogeneous tastes we prove that segregation according to tastes is generally efficient although several cases where this result does not hold are also discussed we show that the existing literature is unnecessarily restrictive and that the unified approach suggested here considerably extends the existing analysis of clubs local public goods and the transportation problems

the effects of crude oil shocks on stock market shifts behaviour a regime switching approach abstract in this paper we develop a two regime markov switching egarch model introduced by henry henry o 2009 regime switching in the relationship between equity returns and short term interest rates journal of banking and finance 33 405 414 to examine the relationship between crude oil shocks and stock markets an application to stock markets of uk france and japan over the sample period january 1989 to december 2007 illustrates plausible results we detect two episodes of series behaviour one relative to low mean high variance regime and the other to high mean low variance regime furthermore there is evidence that common recessions coincide with the low mean high variance regime in addition we allow both real stock returns and probability of transitions from one regime to another to depend on the net oil price increase variable the findings show that rises in oil price has a significant role in determining both the volatility of stock returns and the probability of transition across regimes

cost recovery from congestion tolls with random capacity and demand abstract according to the cost recovery theorem the revenues from congestion tolls pay for optimal capacity of a facility if user costs are homogeneous of degree zero in usage and capacity and if capacity is perfectly divisible and supplied with a unit cost elasticity this paper examines the robustness of the theorem to demand and capacity uncertainty in the context of highway travel three main results are derived 1 the theorem holds in expected values when users are perfectly informed about the state and the toll is set optimally as a function of the state 2 the theorem also holds in expected values when users are imperfectly informed about the state the toll is set optimally given the information that users have and the price elasticity of demand is the same in all states 3 the theorem does not hold if the toll is set using less information than users have whether an expected surplus or deficit results depends on the sign of the correlation across states between the pigouvian toll and the ratio of the price elasticity of demand to the price examples show that the correlation can be positive or negative depending on the functional form of the demand and cost curves and the way the curves shift between states

financing capacity in the bottleneck model abstract it is well known that for a congestible facility with constant long run average cost the revenue from the unconstrained optimal congestion charge set so that each individual faces the marginal social cost of a use exactly covers the cost of optimal capacity in the context of vickrey s bottleneck model of morning rush hour auto congestion this paper investigates under what circumstances the first best pricing and investment rules apply when both the time variation of the congestion charge is constrained and users differ in unobservable characteristics so that the same congestion charge must be applied to heterogeneous users

international emissions trading with endogenous allowance choices abstract this paper compares endogenous choices of tradable and non tradable emission allowances by non cooperative countries i find that the cost savings of trading do not necessarily lead to less pollution in particular environmentally more concerned countries usually choose less allowances if these are tradable but this may be offset by the choice of more allowances on the side of environmentally less concerned countries moreover if the establishment of a trading system requires the unanimous approval of all countries there may be no agreement on trading even if it were to lead to less pollution overall conversely a trading system may find unanimous approval even if it induces more pollution

realized volatility transmission between crude oil and equity futures markets a multivariate har approach this paper differs from extant literature because it studies volatility co movements with a multivariate orthogonalized har model a flexible specification for the time series of realized volatility which is able to identify short mid and long term spillover effects we examine volatility transmission mechanisms using high frequency data of the stock index futures on s p 500 nikkei 225 ftse 100 and the futures on the west texas intermediate crude oil during the period from september 2002 to september 2012 considering the full sample the short term volatility of the equity futures contains information about future oil volatility incremental to the information inherent in the time series of oil volatility on the other hand weekly and monthly volatilities do not exhibit a significant spillover effect breaking the whole sample into three subsamples no significant granger causalities are observed in the pre crisis period while in the crisis time and its aftermath we document that the us and uk equity market volatilities to granger cause the oil futures volatility which itself leads the japanese market in terms of magnitude we observe an increase in the short term volatility spillover over time studying the residuals of the har transmission models within a ccc dcc garch framework reveals increasing instantaneous correlation between the energy and equity volatilities in the course of time

intraday trading volume and return volatility of the djia stocks a note abstract we examine the contemporaneous correlation as well as the lead lag relation between trading volume and return volatility in all stocks comprising the dow jones industrial average djia we use 5 minute intraday data and measure return volatility by the exponential generalized autoregressive conditional heteroscedasticity method contrary to the mixture of distribution hypothesis the vast majority of the djia stock shows no contemporaneous correlation between volume and volatility however we find evidence of significant lead lag relations between the two variables in a large number of the djia stocks in accordance with the sequential information arrival hypothesis

what happened to the oil price macroeconomy relationship abstract strong evidence is found that oil prices no longer granger cause many u s macroeconomic indicator variables in data after 1973 a number of potential explanations are explored that sample stability issues are responsible that oil prices are now endogenous and that linear and symmetric specifications misrepresent the form of the oil price interaction none of these hypotheses are supported by the data the opec price increases do appear to have had significant impacts while the effects of the price declines of the 1980s are smaller and harder to characterize these results have potentially important implications for the large body of research which utilizes oil prices as an instrumental or explanatory variable

fairness in a tradeable permit treaty for carbon emissions reductions in europe and the former soviet union this paper evaluates the distributional implications of alternative permit allocations in a tradeable permit regime for carbon emissions reductions 20 below baseline in 2010 for a region consisting of europe and the states of the former soviet union fsu participation in such a regime is expected to hinge on the fairness of the distributional consequences we find that initial permit allocations by populationand or gdp are unlikely to induce participation by most countries of eastern europe and fsu because of the net costs involved we identify a set of initial allocations that would at least compensate these countries a fair treatment of the countries in western europe we is here one which equalizes net costs pergdp for a wide set of cost functions for carbon emission reductions the cost gains that we would reap from a tradeable permit system relative to unilateral reductions by we as a group are found to be on the order of 85 percent this would imply among other things a significant increase in we scapacity to make further emissions reductions

when are anonymous congestion charges consistent with marginal cost pricing abstract there are constraints on pricing congestible facilities first if heterogeneous users are observationally indistinguishable then congestion charges must be anonymous second the time variation of congestion charges may be constrained do these constraints undermine the feasibility of marginal cost pricing and hence the applicability of the first best theory of congestible facilities for an important class of congestible facilities we show that if heterogeneous users behave identically when using the facility and if the time variation of congestion charges is unconstrained then marginal cost pricing is feasible with anonymous congestion charges if however the time variation of congestion charges is constrained optimal pricing with anonymous congestion charges entails ramsey pricing

dynamic spillovers between oil and stock markets in the gulf cooperation council countries this article exploits a new spillover directional measure proposed by diebold and yilmaz 2009 2012 to investigate the dynamic spillover of return and volatility between oil and equities in the gulf cooperation council countries during the period 2004 to 2012 our results indicate that return and volatility transmissions are bi directional albeit asymmetric in particular the oil market gives other markets more than it receives in terms of both returns and volatilities these trends were more pronounced in the aftermath of the global financial crisis in 2008 as the net contribution of oil has intensified after a burst during the crisis the empirical evidence from the sample is consistent with a system in which oil is playing the dominant role in the information transmission mechanism between oil and equities in the gcc countries

unilateral regulation of bilateral trade in greenhouse gas emission permits this paper considers the coordination of domestic markets for tradable emission permits where countries determine their own emission reduction targets using a two country model linking such schemes is beneficial to both countries but may cause the exporting country to decrease its emission reduction target and export more permits this in turn would not only reduce the costs for both countries as less emissions have to be reduced but it also lowers the environmental benefits of the importing country one price instrument tariff and two quantity instruments discount quota to prevent the exporting country from issuing more permits are examined each instrument restricts trade and alters the terms of trade for the two countries the importing country and regulator prefers an import tariff and an import quota to a carbon discount if the exporting country releases additional permits the importing country should not try to keep total emissions constant as that would be ineffective and maybe even counterproductive instead the importing country should aim to keep the total import constant this would impose costs on the exporting country that are independent of the policy instrument an import quota would be the cheapest option for the importing country an import quota would also stress the idea of supplementary of the flexible mechanism as it increases the share of emissions reduced domestically compliance and liability issues constrain the market further however both the importing and the exporting country would prefer that the permit seller is liable in case of non compliance as sellers liability would less constrain the market

oil prices stock markets and portfolio investment evidence from sector analysis in europe over the last decade this article extends the understanding of oil stock market relationships over the last turbulent decade unlike previous empirical investigations which have largely focused on broad based market indices national and or regional indices we examine short term linkages in the aggregate as well as sector by sector levels in europe using different econometric techniques our main findings suggest that the reactions of stock returns to oil price changes differ greatly depending on the activity sector in the out of sample analysis we show that introducing oil asset into a diversified portfolio of stocks allows to significantly improve its risk return characteristics

forecasting oil price realized volatility using information channels from other asset classes motivated from ross 1989 who maintains that asset volatilities are synonymous to the information flow we claim that cross market volatility transmission effects are synonymous to cross market information flows or information channels from one market to another based on this assertion we assess whether cross market volatility flows contain important information that can improve the accuracy of oil price realized volatility forecasting we concentrate on realized volatilities derived from the intra day prices of the brent crude oil and four different asset classes stocks forex commodities and macro which represent the different information channels by which oil price volatility is impacted from we employ a har framework and estimate forecasts for 1 day to 66 days ahead our findings provide strong evidence that the use of the different information channels enhances the predictive accuracy of oil price realized volatility at all forecasting horizons numerous forecasting evaluation tests and alternative model specifications confirm the robustness of our results

congestion tolling with agglomeration externalities abstract consider an urban economy with two types of externalities negative traffic congestion externalities and positive agglomeration externalities deriving from non market interaction suppose that urban travel can be tolled that non market interaction cannot be subsidized and that non market interaction is stimulated by a reduction in travel costs then the optimal toll is below the congestion externality cost this paper explores this line of reasoning

oil and the macroeconomy when prices go up and down an extension of hamilton s results in an important paper hamilton 1983 demonstrated a strong correlation between oil price changes and gross national product growth in u s data however his study pertained to a period in which all the large oil price movements were upward and thus it left unanswered the question whether the correlation persists in periods of price decline moreover the price variable he used was somewhat distorted by price controls in the 1970s this note investigates whether hamilton s results continue to hold when the sample is extended to include the recent oil market collapse and the oil price variable is corrected for the effects of price controls particular attention is given to the possibility of asymmetric responses to oil price increases and decreases as suggested in the structural employment literature loungani 1986 davis 1987 hamilton 1988 like hamilton i based my investigation on the gnp equation in sims s 1 980b six variable quarterly vector autoregressive model