effectiveness of developed and emerging market fx options in active currency risk management abstract we analyze the effectiveness of developed and emerging market foreign exchange options in international portfolios as a complement to forwards for actively managing portfolio currency risks under the behavioral framework although prior research finds forwards dominate options using the mean variance framework measures using other objectives may prove more insightful we find that foreign exchange options can be useful behavioral complements to forwards for currency risk management from a perspective of regret risk mean skewness and cross asset lower tail dependence we also draw parallels and contrasts between developed and emerging market foreign exchange options from a behavioral perspective

on universal currency hedges this paper identifies five universal currency hedge ratio uhr definitions these are hedge positions in foreign bonds stated as a fraction of national or global equity portfolios that are the same for all investors regardless of nationality the first three involve the total demand for foreign bonds and depend on equities not being held for hedging purposes the last two are associated with variance minimizing regression hedges these hold in general but are designed exclusively for hedging other traded asset positions jensen s inequality makes the choice of measurement currency irrelevant and makes the hrs universal without affecting their values

a multi dimensional analysis on microeconomic factors of china s industrial energy intensity 2000 2017 abstract reducing energy intensity is the key point to solve the contradiction among economic development energy constraints and environmental pressure in china considering microeconomic factors this paper extends decomposition and attribution models and analyses the drivers of china s industrial aggregate energy intensity aei at the regional sectoral level the results show that aei decreased by 49 during 2000 2017 at the regional level most provinces presented negative contribution on regional energy intensity effect the aei decline was attributed to the drop of greatest negative effect of r d efficiency in liaoning the increase in investment intensity and r d intensity lead to an increase in aei largely owning to shandong and liaoning respectively at the sectoral level the aei decline can be mainly explained by the inhibition effect of energy intensity and r d efficiency however this negative contribution was greatly offset by the r d intensity effect the investment intensity showed a positive impact in aei increase and smelting and pressing of ferrous metals sector was the main contributor regional and sectoral investment structure effect shifted from increasing to decreasing aei over the study period based on the results targeted policy recommendations are proposed to further decrease the china s industrial aei in the 14th fyp period

optimal currency risk hedging abstract this paper investigates the optimal hedging strategy of a domestic expected utility maximizer endowed with a temporarily non traded position in a foreign investment the domestic and foreign yield curves the exchange rate between the two involved currencies and the foreign investment value are stochastic and obey fairly general diffusion processes we compare the hedger s optimal strategies using either exchange rate forward contracts or futures contracts for both strategies the optimal number of contracts held can be broken down into several components having clear economic interpretations however while futures contracts are known in such a context to be more difficult to price than their forward counterparts the optimal strategy using them is simpler this is due to the fact that when forward contracts are used incurred profits or losses that accrue to the investor s wealth at each instant are locked in in the forward position up to the contract maturity thus discounting these gains or losses back at the current date brings about an interest rate risk therefore the investor s hedging strategy itself generates an additional risk which in turn induces the need for additional hedging the magnitude of the difference between the two hedge ratios may be significant under a set of plausible assumptions since in general financial markets are not complete the additional interest rate risk cannot be perfectly hedged hence the marking to market mechanism that characterizes futures contracts and allows for the complete elimination of this risk is valuable for risk averse agents

using generalized method of moments to test mean variance efficiency this paper develops tests of unconditional mean variance efflciency under weak distributional assumptions using a generalized method of moments framework these tests are potentially more robust than commonly employed tests which rely on the assumption that asset returns are normally distributed and temporarily i i d using returns for size based portfolios from 1926 to 1988 we show that the conclusion concerning the mean variance effilciency of market indexes can be sensitive to the test considered the application of multivariate statistical techniques in financial economics has become common practice in recent years much of the development has been in the area of testing asset pricing models the assumption that asset returns follow a time invariant multivariate normal distribution permits tests of restrictions on model parameters in a pooled time series cross section framework these tests can be interpreted as tests of the mean variance efficiency of a portfolio or combination of portfolios gibbons 1982 jobson and korkie 1982 stambaugh 1982 shanken 1985 1987 kandel and stambaugh 1987 mackinlay 1987 and gibbons ross and shanken 1989 are examples of work presenting multivariate tests of the capital asset pricing model connor and korajczyk 1988 and lehmann and modest 1988 present multivariate tests of the arbitrage pricing model breeden gibbons and litzenberger 1989 present multivariate tests of the consumption based capm although these papers assume the normality of asset returns little analysis has been conducted to understand the sensitivity of the inferences to violations of this assumption 2 3

a reinterpretation of the optimal demand for risky assets in fund separation theorems in a continuous time portfolio selection model with n risky assets and k state variables driving their risk and return parameters we derive simple expressions for the allocation to each asset in the k 1 risky funds of the k 2 fund separation theorem we show that the allocation to any given risky asset in each fund can be written in terms of the parameters of a regression of the excess returns of this asset on those of the n 1 remaining assets we also use these parameters to provide quantitative measures of the increase in sharpe ratio of the speculative demand or in the maximum correlation of each hedging demand with respect to the corresponding risk factor associated with the introduction of a new asset in the investment universe finally we show that in a multiperiod setting an asset is spanned by others if and only if it improves neither the maximum sharpe ratio of the speculative demand nor the maximum correlations of the hedging demands with the risk factors this paper was accepted

scenario modelling for selective hedging strategies abstract we study currency risk management in the context of scenario analysis we develop scenario based optimization models that jointly determine the portfolio composition and the hedging strategy within each currency thus the model prescribes optimal selective hedging policies we then study empirically the performance of the models the new elements of our empirical analysis are various horizons one month and one semester various currency bases explicit incorporation of realistic transaction costs the results show that selective hedging strategies dominate the alternatives under some conditions and that transaction costs are very important in determining the profitability of various currency risk management strategies for both stocks and bonds at the one month horizon

explaining the choice of organic produce cosmetic defects prices and consumer preferences the choice between organic and conventional produce was estimated empirically using a two equation probit model data were collected in store on cosmetic defects produce prices and consumers demographic and economic traits store choice displayed a significant impact on the probability of purchasing organic produce shoppers at the specialty grocer were sensitive to price differences between organic and conventional items households with children under eighteen were more likely to purchase organic produce while shoppers with graduate or professional degrees were less likely to do so differences in cosmetic defects had statistically significant albeit small effects on the probability of purchasing organics

a dynamic stochastic programming model for international portfolio management we develop a multi stage stochastic programming model for international portfolio management in a dynamic setting we model uncertainty in asset prices and exchange rates in terms of scenario trees that reflect the empirical distributions implied by market data the model takes a holistic view of the problem it considers portfolio rebalancing decisions over multiple periods in accordance with the contingencies of the scenario tree the solution jointly determines capital allocations to international markets the selection of assets within each market and appropriate currency hedging levels we investigate the performance of alternative hedging strategies through extensive numerical tests with real market data we show that appropriate selection of currency forward contracts materially reduces risk in international portfolios we further find that multi stage models consistently outperform single stage models our results demonstrate that the stochastic programming framework provides a flexible and effective decision support tool for international portfolio management

using latent variable approach to estimate china s economy wide energy rebound effect over 1954 2010 the energy rebound effect has been a significant issue in china which is undergoing economic transition since it reflects the effectiveness of energy saving policy relying on improved energy efficiency based on the ipat equation and brookes explanation of the rebound effect this paper develops an alternative estimation model of the rebound effect by using the estimation model and latent variable approach which is achieved through a time varying coefficient state space model we estimate china s economy wide energy rebound effect over 1954 2010 the results show that the rebound effect evidently exists in china as a result of the annual average of 39 73 over 1954 2010 before and after the implementation of china s reform and opening up policy in 1978 the rebound effects are 47 24 and 37 32 with a strong fluctuation and a circuitously downward trend respectively indicating that a stable political environment and the development of market economy system facilitate the effectiveness of energy saving policy although the energy saving effect of improving energy efficiency has been partly realised there remains a large energy saving potential in china

the speculative efficiency hypothesis the hypothesis that forward prices are the best unbiased forecast of future spot prices is often presented in the economic and financial analysis of futures markets this paper considers the hypothesis independently of its implications for rational expectations or market efficiency and in order to stress this fact the term speculative efficiency is used to characterize the state envisaged under the hypothesis if a market is subject to efficient speculation the supply of speculative funds is infinitely elastic at the forward price that is equal to the expected future spot price the expected future spot price is a market price determined as the solution to the underlying rational expectations macroeconomic model although the paper is primarily concerned with testing this hypothesis in the foreign exchange market the methodology introduced in the paper is of general application to all futures markets this abstract was borrowed from another version of this item

exchange rate uncertainty and international portfolio flows a multivariate garch in mean approach abstract this paper examines the impact of exchange rate uncertainty on different components of net portfolio flows namely net equity and net bond flows as well as their dynamic linkages specifically a bivariate var garch bekk in mean model is estimated using bilateral monthly data for the us vis a vis australia canada the euro area japan sweden and the uk over the period 1988 01 2011 12 the results indicate that the effect of exchange rate uncertainty on net equity flows is negative in the euro area the uk and sweden and positive in australia the impact on net bond flows is also negative in all countries except canada where it is positive under the assumption of risk aversion the findings suggest that exchange rate uncertainty induces a home bias and causes investors to reduce their financial activities to maximise returns and minimise exposure to uncertainty this effect being stronger in the uk the euro area and sweden compared to canada australia and japan overall the results indicate that exchange rate or credit controls on these flows can be used as a policy tool in countries with strong uncertainty effects to pursue economic and financial stability

industry self regulation without sanctions the chemical industry s responsible care program industry self regulation the voluntary association of firms to control their collective action has been proposed as a complement to government regulation proponents argue that the establishment of

portfolio performance and the euro prospects for new potential emu members abstract entering the emu removes currency risk for assets originating in the euro area while diversification opportunities are likely reduced taking the perspective of an investor in one of the 12 countries that joined the eu in 2004 2007 we contrast actual optimal composition of international equity holdings against two artificial scenarios costless hedging against exchange rate risk and presuming the local market to be part of the emu state specific optimal portfolios are determined from realized covariances for the period 2000 2006 optimized risk is found smaller under currency unification and implied sharp ratios signal significant benefits of emu participation

decoupling co2 emissions and industrial growth in china over 1993 2013 the role of investment abstract since industrial sector is a leading energy consumer and co 2 emitter in china the degree of the decoupling of co 2 emissions and industrial growth plays a critical role in realizing the energy conservation and emission reduction goals of china this is the first study to present a specific investigation on the decoupling of co 2 emissions and industrial growth in china from 1993 to 2013 using an extended logarithmic mean divisia index lmdi model focusing on both energy related and process related co 2 emissions and introducing three novel investment factors i e investment scale investment share and investment efficiency we highlight and explore the remarkable role of investment in the mitigation and decoupling of co 2 emissions with industrial growth the results show that china s industrial sector experienced the weak decoupling during 1993 2013 the investment scale is the most important factor responsible for the increase in co 2 emissions and the inhibition of the decoupling the investment efficiency effect has a volatile trend and overall it plays the most significant role in reducing co 2 emissions followed by the energy intensity effect and process carbon intensity effect whereas the energy mix carbon coefficient and investment share have marginal effects among 36 industrial sub sectors the seven factors of rcmcp raw chemical materials and chemical products nmp nonmetal mineral products and spfm smelting and pressing of ferrous metals have significant effects on the decoupling thus the three sub sectors should be among the top concerns for abating co 2 emissions finally we provide policy recommendations considering both conventional and investment factors for china s industrial sector to realize emission reduction targets

how to reduce energy intensity in china s heavy industry evidence from a seemingly uncorrelated regression abstract with rapid development and large scale urbanization china s environmental and resource constraints are becoming increasingly severe compared to other industries china s heavy industry is energy intensive and emission intensive which exerts pressure on energy conservation policies in this paper by establishing a theoretical model of the impact factors of energy intensity we investigate the effects of energy prices ownership structure and industrial concentration and r d investment on the energy intensity of china s heavy industry and seemingly unrelated regression model was used in the estimation of corresponding coefficients the results show that increase in energy prices decrease in state owned enterprises and increase in industrial concentration may reduce the energy intensity of the industry also the study points to evidence that an increase in r d investment may reduce the oil intensity of heavy industry

the adequacy of investment choices offered by 401k plans abstract the choices made by 401 k participants are the product of two different decisions what is offered and what is chosen while there have been a number of studies of the decisions made by participants in 401 k plans there have been no studies of the adequacy of the full set of choices offered to 401 k participants this paper analyzes the adequacy and characteristics of the choices offered to 401 k plan participants for over 400 plans we find that only 53 of the plans offer an adequate set of options and that over a 20 year period offering inadequate options makes a difference in terminal wealth of over 53 we find that funds included in the plans are riskier but have a slightly higher return than the general population of funds in the same categories however we find that the return difference is roughly equal to the difference in expenses between funds selected by plans and randomly selected funds we study the characteristics of plans that are associated with adequate investment choices including an analysis of the use of company stock plan size and the use of sophisticated strategies

policy incentives r d investment and the energy intensity of china s manufacturing sector abstract the chinese strategic plan made in china 2025 aims at improving the independent innovation capacity of the manufacturing industry it also commits to constructing green manufacturing systems through cleaner production and green technologies the chinese government provides research and development r d preferential policies to promote the realization of these aims using the two stage least square 2sls method this paper tests the impact of r d capital and its spillover on the energy intensity of the chinese manufacturing industry it also evaluates the effectiveness of r d policy in promoting r d investment at the industry level the findings show that r d capital is positively linked to the reduction of energy intensity and heterogeneity exists in the relationship between energy intensity and r d capital across industries this study finds that in general r d subsidies and tax relief do not significantly promote r d investment but r d subsidies generate a significantly positive effect on the r d intensity in the high tech industries

decomposition analysis of co2 emissions from electricity generation in china abstract electricity generation in china mainly depends on coal and its products which has led to the increase in co2 emissions this paper intends to analyze the current status of co2 emissions from electricity generation in china during the period 1991 2009 and apply the logarithmic mean divisia index lmdi technique to find the nature of the factors influencing the changes in co2 emissions the main results as follows 1 co2 emission from electricity generation has increased from 530 96 mt in 1991 to 2393 02 mt in 2009 following an annual growth rate of 8 72 coal products is the main fuel type for thermal power generation which accounts for more than 90 co2 emissions from electricity generation 2 this paper also presents co2 emissions factor of electricity consumption which help calculate co2 emission from final electricity consumption 3 in china the economic activity effect is the most important contributor to increase co2 emissions from electricity generation but the electricity generation efficiency effect plays the dominant role in decreasing co2 emissions

a dynamic globally diversified index neutral synthetic asset allocation strategy an investor with the ability to assess the prospective return and risk structure of the global capital markets can construct portfolios that over time will not only outperform actively or passively managed domestic asset portfolios but will also outperform passively managed global portfolios a bayesian approach to dynamic seemingly unrelated regression dsur is a robust and effective means to forecast the one step ahead conditional distribution of asset returns this approach recognizes the time varying nature of the global capital markets the predictive moments are used to derive a single factor return model once an index portfolio is specified the index portfolio represents an investor s underlying portfolio given the factor model that assesses the relative attractiveness and risk of the assets in relation to the index an index neutral portfolio is constructed as an overlay to enhance the returns of the index portfolio this portfolio is mean variance optimal is notional neutral i e the sum of the asset exposures is zero and has returns that are designed to be uncorrelated with the returns of the index portfolio the implementation of such an index neutral portfolio using derivative securities is simulated over the period january 1988 to december 1993

china s changing energy intensity trend a decomposition analysis china experienced a dramatic decline in energy intensity from the onset of economic reform in the late 1970s until 2000 but since then the rate of decline slowed and energy intensity actually increased in 2003 most previous studies found that most of the decline was due to technological change but disagreed on the role of structural change to the best of our knowledge no decomposition study has investigated the role of inter fuel substitution in the decline in energy intensity or the causes of the rise in energy intensity since 2000 in this paper we use logarithmic mean divisia index lmdi techniques to decompose changes in energy intensity in the period 1980 2003 we find that 1 technological change is confirmed as the dominant contributor to the decline in energy intensity 2 structural change at the industry and sector sub industry level actually increased energy intensity over the period of 1980 2003 although the structural change at the industry level was very different in the 1980s and in the post 1990 period 3 structural change involving shifts of production between sub sectors however decreased overall energy intensity 4 the increase in energy intensity since 2000 is explained by negative technological progress 5 inter fuel substitution is found to contribute little to the changes in energy intensity

conditional hedging and portfolio performance simple conditional currency hedging rules often increase risk adjusted portfolio returns and are thus of interest to investors several researchers have reported successful application of a forward hedge rule fhr in which one hedges whenever the foreign currency trades at a forward premium an alternative strategy a real interest rate hedge rule rir is based on hedging when the domestic real interest rate exceeds the foreign rate as an extension we propose a combination of these rules a real forward hedge rule rfhr we evaluate the performance of the rules for various currency stock and bond portfolios from the developed countries in tests of risk adjusted returns for 1976 1997 the rfhr significantly outperformed standard benchmarks and often beat the fhr and the rir moreover results of a simple dominance test for rolling 5 and 10 year periods suggest that the rfhr consistently improves portfolio performance for a u s investor

regional heterogeneity of china s energy efficiency in new normal a meta frontier super sbm analysis abstract this study aims at investigating regional heterogeneity of china s energy efficiency in the new normal a model combining meta frontier method and super sbm is proposed which has higher discriminatory power under the group frontier the energy efficiencies of the eastern central western and northeastern china and each provinces were estimated during 2006 2016 we also discussed the technology gaps of different regions the changes in energy efficiency and the main influencing factors of energy efficiency the results show that the highest energy efficiency lied in eastern china surprisingly the technology levels of central and western china have improved rapidly furthermore as china enters a new normal period more regions showed a strong decoupling relationship between energy consumption and economic growth meanwhile the regression results indicate that both state intervention and market openness had negative impacts on energy efficiency in different study periods finally according to the local conditions of different regions several policy recommendations to promote china s regional energy efficiency improvement are proposed

overcompliance and voluntary agreements voluntary agreements with industry offer many examplesof overcompliance with respect to environmentalstandards such phenomena seem to be irrational butappear less surprising considering firms strategiesare aimed to internalise environmental quality wemodel the choice of the environmental quality ofproducts in a one shot game between a monopolist andconsumers to show the existence of inefficientequilibria where quality is low because of moralhazard the firm can however change its equilibriumstrategy in a repeated but finite game in order tobuild an environmental reputation if we suppose thatconsumers information is not only imperfect withregard to quality but also incomplete with respect toany environmental constraint that may affect thebehaviour of firms like the threat either of astricter regulation or of potential entry in atwo period model we show the existence of a perfectbayesian equilibrium in mixed strategies where thefirm can revert to the production of green products inorder to influence consumers beliefs and acquire anenvironmentally friendly reputation due to thepeculiarity of environmental information greenproducts are credence goods we claim that anexplicit agreement is also necessary in order toestablish monitoring and controlling procedures toverify the performance of firms these procedures canexplain per se the diffusion of voluntary agreementsthat are nevertheless self enforcing because of thereputation effect

the time variation of risk and return in the foreign exchange and stock markets this paper attempts to determine whether the fluctuations of conditional first and second moments which are observed for many assets are consistent with the sharpelintner mossin capital asset pricing model we test the mean variance model under several different assumptions about the time variation of conditional second moments of returns using weekly data from july 1974 to december 1986 that include returns on a portfolio composed of dollar deutsche mark sterling and swiss franc assets together with the u s stock market the results indicate that estimated conditional variances cannot explain the observed time variation of risk premia rates of return on international financial assets are characterized by statistical properties that are quite common to all financial markets they are highly volatile and largely unpredictable these properties make it very difficult to extract statistically reliable estimates of systematic exchange rate and assetprice movements and are at the root of the generally poor empirical performance of international asset pricing models nevertheless two important results have been uncovered by empirical researchers and can be considered a fair characterization of the data a expected returns on foreign assets vary over time cumby and obstfeld 1981 and the numerous articles that followed recently surveyed by frankel and meese 1987 b the volatility of returns of foreign assets also changes over time cumby and obstfeld 1984 hodrick and srivastava 1984 and hsieh 1988 among others as giovannini and jorion 1987 suggest the

using an extended lmdi model to explore techno economic drivers of energy related industrial co2 emission changes a case study for shanghai china although investment and r d activities can exert significant effects on energy related industrial co2 emissions eice related factors have not been fairly uncovered in the existing index decomposition studies this paper extends the previous logarithmic mean divisia index lmdi decomposition model by introducing three novel factors r d intensity investment intensity and r d efficiency the extended model not only considers the conventional drivers of eice but also reflects the microeconomic effects of investment and r d behaviors on eice furthermore taking shanghai as an example which is the economic center and leading co2 emitter in china we use the extended model to decompose and explain eice changes also we incorporate renewable energy sources into the proposed model to carry out an alternative decomposition analysis at shanghai s entire industrial level the results show that among conventional macroeconomic factors expanding output scale is mainly responsible for the increase in eice and industrial structure adjustment is the most significant factor in mitigating eice regardless of renewable energy sources the emission reduction effect of energy intensity focused on by the chinese government is less than the expected due to the rebound effect but the introduction of renewable energy sources intensifies its mitigating effect partly resulting from the transmission from the abating effect of industrial structure adjustment the effect of energy structure is the weakest although all the three novel factors exert significant effects on eice they are more sensitive to policy interventions than conventional factors r d intensity presents an obvious mitigating effect while investment intensity and r d efficiency display an overall promotion effect with some volatility the introduction of renewable energy sources intensifies the promotion effect of r d efficiency as a result of the green paradox effect finally we propose that co2 mitigation efforts should be made by considering both macroeconomic and microeconomic factors in order to achieve a desirable emission reduction effect

consumer preferences for fresh food items with multiple quality attributes evidence from an experimental auction of pork chops this study illustrates an application of experimental auction methods using both experimental economics and experimental design to evaluate consumer perceptions and willingness to pay wtp for fresh pork chops we test and reject hypotheses that a market prices and consumers wtp are unaffected by the level of attributes embodied in the pork chops b appearance based on photographs or actual product and actual taste are equally good sources of consumer information and c consumers are consistent in their preferences for fresh pork attributes a major conclusion is that predicting consumer demand for fresh pork or any fresh food based on appearance without tasting is unproductive

a resource based perspective on corporate environmental performance and profitability drawing on the resource based view of the firm we posited that environmental performance and economic performance are positively linked and that industry growth moderates the relationship with the returns to environmental performance higher in high growth industries we tested these hypotheses with an analysis of 243 finns over two years using independently developed environmental ratings results indicate that it pays to be green and that this relationship strengthens with industry growth we conclude by highlighting the study s academic and managerial implications making special reference to the social issues in management literature

nonnormalities and tests of asset pricing theories the robustness of the multivariate test of gibbons ross and shanken 1986 to nonnormalities in the residual covariance matrix is examined after considering the relative performance of various tests of normality simulation techniques are used to determine the effects of nonnormalities on the multivariate test it is found that where the sample nonnormalities are severe the size and or power of the test can be seriously misstated however it is also shown that these extreme sample values may overestimate the population parameters hence we conclude that the multivariate test is reasonably robust with respect to typical levels of nonnormality in traditional hypothesis testing a nonrandom test maps the values of a random variable into a sample space dichotomized into regions where a hypothesis is either accepted or rejected there are three possible outcomes from this process 1 a correct decision 2 a false rejection type i error or 3 failure to reject the hypothesis when it is false type ii error of the latter two types of error an error of the first kind is usually considered less desirable so typically a level of significance is selected with low probability of type i error e g 0 05 or 0 01 and a test is chosen so as to maximize power minimize probability of type ii error for the specified level of type i error knowledge of the relative level of these two errors is critical in assimilating the results of an experiment for example if the power of a test is equal to its significance level i e a weak test rejection of the null contains zero information 2 additionally in constructing parametric tests of hypotheses it is necessary to assume some distribution for the underlying data consequently when using parametric tests rejection of the null is only equivalent to rejection of at least one of the underlying hypotheses i e the null hypothesis or the distributional assumption interestingly the size significance level and power of procedures used to test

preference based strategic currency hedging this article considers the value to a given investor of volatility reduction through currency hedging relative to taking an unhedged position included is a decision framework to help international investors analyze how the potential risk reduction benefits of hedging interact with the investor s beliefs about the currency risk premium risk aversion and investment constraints to determine an optimal currency hedging strategy in our framework investors choose from nine hedging strategies each of which may be optimal under a specific set of assumptions the article concludes that a unitary hedge strategy is best for investors who do not forecast currency returns for those who make strategic currency return forecasts our aggregated results suggest an optimized hedge strategy using expected return inputs from an asset pricing model

is currency hedging necessary for emerging market equity investment abstract when a developed market investor buys emerging market stocks this investor may be justified not to hedge currency risk our analysis indicates that completely unhedged portfolios often perform better than fully hedged portfolios and are not significantly inferior to optimally hedged portfolios we provide a carry profit based explanation of this finding

cvar models with selective hedging for international asset allocation abstract we develop an integrated simulation and optimization framework for multicurrency asset allocation problems the simulation applies principal component analysis to generate scenarios depicting the discrete joint distributions of uncertain asset returns and exchange rates we then develop and implement models that optimize the conditional value at risk cvar metric the scenario based optimization models encompass alternative hedging strategies including selective hedging that incorporates currency hedging decisions within the portfolio selection problem thus the selective hedging model determines jointly the portfolio composition and the level of currency hedging for each market via forward exchanges we examine empirically the benefits of international diversification and the impact of hedging policies on risk return profiles of portfolios we assess the effectiveness of the scenario generation procedure and the stability of the model s results by means of out of sample simulations we also compare the performance of the cvar model against that of a model that employs the mean absolute deviation mad risk measure we investigate empirically the ex post performance of the models on international portfolios of stock and bond indices using historical market data selective hedging proves to be the superior hedging strategy that improves the risk return profile of portfolios regardless of the risk measurement metric although in static tests the mad and cvar models often select portfolios that trace practically indistinguishable ex ante risk return efficient frontiers in successive applications over several consecutive time periods the cvar model attains superior ex post results in terms of both higher returns and lower volatility

why did china s energy intensity increase during 1998 2006 decomposition and policy analysis abstract despite the fact that china s energy intensity has continuously decreased during the 1980s and mostly 1990s the decreasing trend has reversed since 1998 and the past few years have witnessed rapid increase in china s energy intensity we firstly conduct an index decomposition analysis to identify the key forces behind the increase it is found that 1 the high energy demand in industrial sectors is mainly attributed to expansion of production scale especially in energy intensive industries 2 energy saving mainly comes from efficiency improvement with energy intensive sectors making the largest contribution and 3 a heavier industrial structure also contributes to the increase this study also makes the first attempt to bridge the quantitative decomposition analysis with qualitative policy analyses and fill the gap between decomposition results and policy relevance in previous work we argue that 1 energy efficiency improvement in energy intensive sectors is mainly due to the industrial policies that have been implemented in the past few years 2 low energy prices have directly contributed to high industrial energy consumption and indirectly to the heavy industrial structure we provide policy suggestions in the end

analysis of electricity consumption in china 1990 2016 using index decomposition and decoupling approach abstract electricity consumption accounts for a significant portion of final energy consumption in countries worldwide and has a close relationship with economic growth this paper explores the factors influencing electricity consumption in china during 1990 2016 using index decomposition analysis and analyses the decoupling status between economic growth and electricity consumption in addition to the influencing factors these analyses are conducted at both national and sectoral levels the results reveal that 1 the economic activity effect was the main driving force increasing total electricity consumption in china while the energy intensity effect hindered it 2 both diversity and aggregation existed at the sector level the power generation chemicals and non ferrous sectors were the top three contributors to increased electricity consumption 3 the change of electricity consumption caused by gdp growth in china showed three decoupling states during 1990 2016 expansive negative decoupling expansive coupling and weak decoupling in particular the energy intensity effect stimulated the occurrence of decoupling 4 industrial sectors played a significant role in decoupling in china while service sectoral electricity consumption showed expansive coupling with its sectoral gdp in recent years

the benefits from international diversification for nordic investors abstract in this paper we investigate the magnitude of the benefits from international diversification from the nordic point of view special attention is paid to whether potentially increased co movement of stock markets together with more volatile nordic currencies have resulted in decreased benefits from international diversification towards the end of the 1980s moreover the paper presents evidence on the benefits from international diversification for a currency which has recently started its free float the finnish markka fim we find significant increases in stock market co movement both unhedged ex ante strategies as well as strategies hedged for exchange rate risk are investigated revealing substantial benefits from international diversification for the nordic countries however we obtain mixed results concerning the question of the optimality of hedging

experimental auction procedure impact on valuation of quality differentiated goods despite increased use of experimental auctions a myriad of different procedures are being employed without formal consideration of how the procedures might affect results this study investigates the effect of several procedural issues on valuation estimates from experimental auctions results indicate the second price auction generates higher valuations than english becker degroot marschak bdm and random nth price auctions especially in latter bidding rounds and that random nth price auction yields lower valuations than english and bdm auctions we find that endowing subjects with a good prior to eliciting bids can have an impact on valuations but the effect varies across auction mechanism

potential performance and tests of portfolio efficiency abstract the potential performance of an asset set may be obtained by choosing the portfolio proportions to maximize the sharpe 1966 performance measure if a portfolio has a sharpe measure equivalent to the potential performance of the underlying set of assets then it is efficient multivariate statistical procedures for comparing potential performance and testing portfolio efficiency are developed and then evaluated using simulations two likelihood ratio statistics are then used to compare stock and bond indices against sets of 20 and 40 portfolios the procedures are also compared to the gibbons 1982 methodology for testing financial models

spreading currency forwards why and how abstract in this paper we have adopted a continuous time framework in which a hedger has a currency risk sensitive non traded cash position the hedger has the opportunity to hedge against risk by using two currency forward contracts that differ only in their maturities the hedger is able to reach a perfect hedge of his non traded position by using only two currency forward contracts with different maturities even though four sources of uncertainty drive the international economy this perfect hedge is reached by spreading forward contracts where the hedger is short in the nearby contract and long in the deferred contract this strategy is easy to implement since no parameter has to be estimated empirically when the hedger is a price taker finally the analysis has been extended to currency futures contracts we show in explicit terms how the marking to market of futures positions affects the spreading strategy

do native and invasive labels affect consumer willingness to pay for plants evidence from experimental auctions ornamental plant sales have been identified as an important vector for the introduction of invasive plants increased concerns about the economic and ecological costs of invasive plants have spawned interest in identifying strategies to curtail introductions one possible strategy is labeling plants based on whether they are invasive or native the primary purpose of this paper was to explore how labeling plants based on invasive and native attributes might affect consumer demand to accomplish this objective a second price auction was used to elicit the willingness to pay wtp for plants with and without labels on average we found a 0 35 premium for plants labeled as noninvasive and native and a 1 01 to 1 66 discount for plants labeled as invasive the size of these premiums and discounts differed in relation to various demographic attitudinal and preference related factors overall our results suggest that labeling plants as invasive or native could be a viable strategy for reducing the introduction of invasive plants

exchange rate uncertainty forward contracts and international portfolio selection in this paper ex ante efficient portfolio selection strategies are developed to realize potential gains from international diversification under flexible exchange rates it is shown that exchange rate uncertainty is a largely nondiversiflable factor adversely affecting the performance of international portfolios therefore it is essential to effectively control exchange rate volatility for that purpose two methods of exchange risk reduction are simultaneously employed multicurrency diversification and hedging via forward exchange contracts the empirical findings show that international portfolio selection strategies designed to control both estimation and exchange risks almost consistently outperform the u s domestic portfolio in out of sample periods since grubel 11 applied modern portfolio theory mpt to international investment various authors such as levy and sarnat 17 solnik 20 and lessard 16 have examined the gains from international diversification of investment portfolios for the purpose of establishing the gains from international diversification these studies constructed international portfolios using historical risk and return data from a period of fixed or relatively stable exchange rates and showed that internationally diversified portfolios dominated purely domestic portfolios in terms of mean variance efficiency from the standpoint of today s investors however the previous studies fail to offer operational guidance for international diversification for two important reasons first it is now questionable whether the past findings are still relevant under the current flexible exchange rate regime second by being ex post in nature the past studies ignored the issue of estimation risk or parameter uncertainty and therefore may have overstated the realizable portion of the potential gains from international diversification fluctuating exchange rates are likely to mitigate the potential gains from international diversification by making investment in foreign securities more risky as will be shown later a fluctuating exchange rate contributes to the risk of foreign investment not only through its own variance but also through its positive covariances with the local stock market returns during our sample period of 1980 through 1985 for example exchange rate volatility is found to account for about fifty percent of the volatility of dollar returns from investment in the stock markets of such major countries as germany japan and the u k furthermore the exchange rate changes vis a vis the u s dollar are found to be

attribution of changes in divisia real energy intensity index an extension to index decomposition analysis abstract in this paper we extend the methodology of index decomposition analysis ida in energy studies by quantifying the contribution of individual attributes to the percent change of factors such as the real energy intensity index and structural change index we apply the proposed method to the real energy intensity index in the multiplicative logarithmic mean divisia index m lmdi approach a major ida technique since the m lmdi is based on geometric mean type indices and chain computation we need some appropriate method to cope with the difficulties that arise we present a numerical illustration of the proposed method using the energy consumption and real value added data of the us manufacturing industry and compare the results obtained by the fisher real energy intensity index

extended divisia index decomposition of changes in energy intensity a case of korean manufacturing industry abstract this study aims to examine the energy efficiency of the manufacturing industry of korea by using the extended divisia index decomposition of choi and ang 2012 first we applied the sato vartia index decomposition to the energy intensity of the manufacturing industry in korea second we attributed the growth rate of aggregate energy intensity to 10 sub manufacturing industries through two channels real energy intensity and structural change the result of the decomposition illustrates that the aggregate energy intensity index decreased in the period 1981 2010 the index decomposition analysis demonstrates that real energy intensity decreased by 85 85 whereas structural change increased energy intensity by 69 37 over the same period of time the negative effect of structural change is partly a result of the increasing portion of energy intensive industry in manufacturing the result reflects that industrial structure in korea can be an important aspect for improving energy efficiency

currency hedging for international portfolios this paper examines the benefits from currency hedging both for speculative and risk minimization motives in international bond and equity portfolios the riskreturn performances of globally diversified portfolios are compared with and without forward contracts over the period 1974 to 1990 inclusion of forward contracts results in statistically significant improvements in the performance of unconditional portfolios containing bonds conditional strategies are also implemented both in sample and out of sample and are shown to both significantly improve the risk return tradeoff of global portfolios and to outperform unconditional hedging strategies whether international portfolios should be hedged against currency risks is the subject of an active debate the theoretical side of the debate has been closely associated with two strands in the academic literature international asset pricing and optimal hedging in the futures markets in the international asset pricing model iapm of solnik 1974 optimal portfolios contain positions in forward contracts or equivalently foreign currency denominated bills these positions which can differ from the positions in foreign stocks have since been termed hedges black 1990 shows that under additional assumptions the hedge ratios should be identical for all investors regardless of their nationality universality and that investors should never fully hedge their foreign currency exposures similarly theoretical models from the futures literature produce demands for hedging instruments that contain both speculative and hedging components the empirical issue unanswered so far is whether adding forward contracts to international portfolios significantly improves the risk return profile of global investments empirical research has barely begun to respond to the challenges of theoretical models there exists little empirical evidence on either the relevance of black s universal hedge ratios or the optimality of hedge ratios less than one instead researchers have concentrated on the benefits of fully hedging exchange risk for example eun and resnick 1988 indicate that stock portfolios perform better when fully hedged but offer no statistical tests

a currency preferential approach to international equity investment we propose a timex strategy for reducing the foreign exchange risk associated with international equity investment pertaining to countries with currencies correctly or undervalued by the standard of ppp the performance of timex is examined from the perspectives of eight developed nations with long histories of free floating currencies based on the data from 1986 q1 to 2014 q4 we find unambiguous evidence for the superior performance of timex in the foreign exchange market compared with the passive diversification strategy and the morgan stanley capital international msci world index timex offers higher total returns and risk adjusted total returns when rebalanced every 6 or 12 months for investors based in all eight countries under study when rebalanced at a 3 year interval timex outperforms the passive diversification and the msci world index for five and all eight countries respectively

multiplicative structural decomposition analysis of aggregate embodied energy and emission intensities abstract aggregate intensity indicators such as the ratio of a country s energy and emissions to its gdp are often used by researchers and policymakers to study energy and environmental performance this paper analyzes the relationship between energy or emissions and value added or gdp from a different viewpoint namely from the demand rather than the production perspective using the input output i o framework the aggregate embodied intensity aei defined as the ratio of embodied energy or emissions to embodied value added can be defined at the aggregate final demand category and sectoral levels the total aggregate intensity can be presented as a weighted sum of the aeis at the final demand category or sectoral level changes of the aei at different levels can be decomposed to identify the driving forces using multiplicative sda a study using the latest 2007 and 2012 datasets of china indicates that a its aggregate intensity of co 2 emissions was mainly determined by the aei in investment and b the emission intensity effect generally contributed the most to the aei ratio changes at different levels the proposed framework can be applied to other aggregate intensity indicators and extended to multi country region analysis

what drive the changes in china s energy consumption and intensity during 12th five year plan period abstract during the 12th five year plan period 2011 2015 the chinese government has released a series of energy conservation plans to launch and deepen the transition in the energy use particularly the dual control of the energy consumption and energy intensity was firstly emphasized this paper intends to explore the targeted and effective energy policy implications through investigating the drivers of changes in energy consumption intensity of china during the 12th five year plan period under the input output framework the embodied energy consumptions intensities by final demand category were estimated at aggregate sector level and the total energy consumption intensity was decomposed using the additive multiplicative structural decomposition analysis among the final demand categories china s energy consumption intensity was mainly contributed by the investment followed by the household consumption according to the sda results china s total energy consumption increased by 28 8 of which the energy intensity effect and the investment effect were the most retardant and accelerator respectively at the same time china s total aggregate energy intensity decreased by 16 0 of which the energy intensity effect and the household consumption effect were the most retardant and accelerator respectively in detail the key sectors with respect to the critical effects were picked out above all policy implications are discussed for achieving the energy goals during the 13th five year plan period and launching the energy revolution during the 14th five year plan period

the effect of increasing exports on industrial energy intensity in china abstract given china s heavy reliance on fuel energy and the dominance of its industrial sector in the economy improving energy efficiency remains one of the practical means for the country to decrease energy intensity and to fulfill its commitment made at the copenhagen climate change conference to achieve a 40 45 percent reduction in co 2 emission intensity by 2020 this study investigates the impact of exports on industrial energy intensity to explore the possibility of reducing energy intensity through greater exports a panel varying coefficient regression model with a dataset of china s 20 industrial sub sectors over 1999 2007 suggests that in general greater exports aggravate energy intensity of the industrial sector and that great divergences exist in the impact of exports on energy intensity across sub sectors a panel threshold model further estimates the thresholds for the major determinants of energy intensity exports input in technological innovations and foreign direct investment fdi intensity given the great differences in specific sub sector characteristics and the changing roles played by different factors across sub sectors there is no general export policy that would work for all sub sectors in reducing sub sector energy intensity instead policies and measures aiming to encourage more efficient use of energy should take into full consideration the characteristics and situations of individual sub sectors

a monte carlo investigation of the accuracy of multivariate capm tests abstract in a multivariate regression model relating individual returns to the market return capm implies non linear restrictions on the parameters several asymptotically valid tests of these restrictions have been suggested the existing monte carlo evidence shows that some of these tests are unreliable for reasonable sample sizes but does not indicate well which tests are reliable this paper reports the results of an extensive monte carlo experiment shanken s csr test and jobson and korkie s corrected likelihood ratio test are quite accurate in all cases we consider

flight to quality and correlation between currency and stock returns abstract we document that capital flows in and out of emerging or developed markets are sensitive to global equity market conditions capital tends to move out of emerging into developed countries in global down markets leading to depreciation appreciation of emerging developed currencies this generates a positive negative correlation between currency and equity in emerging developed markets which is amplified by the magnitude of the capital movement we also verify that hedging currency risks may undo the natural hedge and increase the total return volatility under negative correlation

revisiting drivers of energy intensity in china during 1997 2007 a structural decomposition analysis the decline of china s energy intensity slowed since 2000 during 2002 2005 it actually increased reversing the long term trend therefore it is important to identify drivers of the fluctuation of energy intensity we use input output structural decomposition analysis to investigate the contributions of changes in energy mix sectoral energy efficiency production structure final demand structure and final demand category composition to china s energy intensity fluctuation during 1997 2007 we include household energy consumption in the study by closing the input output model with respect to households results show that sectoral energy efficiency improvements contribute the most to the energy intensity decline during 1997 2007 the increase in china s energy intensity during 2002 2007 is instead explained by changes in final demand composition and production structure changes in final demand composition are mainly due to increasing share of exports while changes in production structure mainly arise from the shift of chinese economy to more energy intensive industries changes in energy mix and final demand structure contribute little to china s energy intensity fluctuation from the consumption perspective growing exports of energy intensive products and increasing infrastructure demands explain the majority of energy intensity increase during 2002 2007

currency risk hedging futures vs forward abstract the objective of this paper is to address the issue of choosing between currency forward and currency futures contracts when hedging against currency risk within a stochastic interest rates environment we compare between the hedging effectiveness of the two derivative assets both within a narrow sense i e volatility minimization and within a wide sense i e risk return trade off when judging hedging effectiveness in the narrow sense forward and futures contracts give identical results even if they do not have identical prices when judging hedging effectiveness in the wide sense the choice between the two contracts is determined by the correlation between the domestic and the foreign term structures dynamics

selective hedging strategies for oil stockpiling abstract as a feasible option for improving the economics and operational efficiency of stockpiling by public agency this study suggests simple selective hedging strategies using forward contracts the main advantage of these selective hedging strategies over the previous ones is not to predict future spot prices but to utilize the sign and magnitude of basis easily available to the public using the weekly spot and forward prices of west texas intermediate for the period of october 1997 august 2002 this study adopts an ex ante out of sample analysis to examine selective hedging performances compared to no hedge and minimum variance routine hedging strategies to some extent selective hedging strategies dominate the traditional routine hedging strategy but do not improve upon the expected returns of no hedge case which is mainly due to the data characteristics of out of sample period used in this analysis

energy intensity and investment ownership across chinese provinces abstract the main objective of this paper is to investigate whether openness and investment ownership are key factors in explaining the diffusion of energy saving technologies in china compared with previous studies the novel aspect of this work is the use of a rich dataset at provincial level which allows the high level of regional heterogeneity to be taken into consideration the unbalanced regional growth has been translated into differences in the need for energy resources across the vast territory of china a detailed analysis of these issues may provide new insights into the energy situation in this country the analysis is also disaggregated by type of energy coal electricity and petroleum we estimate the models by panel corrected standard errors developed by beck and katz 1995 over the period 1985 2008 results obtained confirm the hypothesis that both foreign and non state investments play a leading role in the decline of energy intensity across chinese regions whereas there is no evidence of a positive contribution of state investment the findings also reveal differences in energy intensity across regions thus confirming the importance of accounting for the regional dimension when analyzing energy consumption in china

equilibrium exchange rate hedging we assume a world like the one that gives the capital asset pricing model but with many goods and many countries we assume that investors in a given country have homothetic utility functions with the same weights and a currency that has a sure endof period value using a price index with those weights siegel s paradox derived from jensen s inequality makes investors want a positive amount of exchange risk when average risk tolerance is the same across countries every investor will hold the same mix of market risk through the world market portfolio of all assets and exchange risk in a diversified basket of foreign currencies in fact the ratio of exchange risk to market risk is equal to the average investor s risk tolerance we can write the ratio of exchange risk to market risk and the fraction of the market s exchange risk that investors hedge as depending on an average of world market risk premia an average of world market volatilities and an average of exchange rate volatilities the weights in these averages are the same as the weights of the different countries in the currency basket given these averages the ratio and the fraction hedged will not depend directly on exchange rate means or covariances in equilibrium we can use the ratio of exchange risk to market risk to measure average risk tolerance in this model risk tolerance is observable

the purchasing power parity debate originally propounded by the 16th century scholars of the university of salamanca the concept of purchasing power parity ppp was revived in the interwar period in the context of the debate concerning the appropriate level at which to re establish international exchange rate parities broadly accepted as a long run equilibrium condition in the post war period it first was advocated as a short run equilibrium by many international economists in the first few years following the breakdown of the bretton woods system in the early 1970s and then increasingly came under attack on both theoretical and empirical grounds from the late 1970s to the mid 1990s accordingly over the last three decades a large literature has built up that examines how much the data deviated from theory and the fruits of this research have provided a deeper understanding of how well ppp applies in both the short run and the long run since the mid 1990s larger datasets and nonlinear econometric methods in particular have improved estimation as deviations narrowed between real exchange rates and ppp so did the gap narrow between theory and data and some degree of confidence in long run ppp began to emerge again in this respect the idea of long run ppp now enjoys perhaps its strongest support in more than 30 years a distinct reversion in economic thought

currency hedging for international stock portfolios the usefulness of mean variance analysis abstract we test whether hedging currency risk improves the performance of international stock portfolios we show that an auxiliary regression provides a wealth of information about the optimal portfolio holdings for non mean variance investors analogous to the information provided by the jensen regression about optimal portfolio holdings for the mean variance case we find that static hedging with currency forwards does not lead to significant improvements in portfolio performance for a us dollar based stock portfolio from the g5 countries whereas dynamic hedges that are conditional on the interest rate spread do these conclusions hold for both mean variance and power utility investors and show up both in sample and out of sample however the optimal forward positions can differ significantly for both types of investors

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

industry energy use and structural change a case study of the people s republic of china abstract this paper examines the effects of structural change and improvements in energy intensities of individual industries in aggregate industry energy intensity changes in china during 1980 88 the divisia index is used to decompose the energy intensity effect and structural effect a major finding of this analysis is that the main contribution to changed aggregate energy intensity was from the changes in energy intensities of individual industries during the period structural effects were found to contribute little to the aggregate energy intensity changes

integrated dynamic models for hedging international portfolio risks abstract we develop scenario based stochastic programming models for hedging the risks of international portfolios using options the models provide increasing level of integration in managing market and foreign exchange fx risks we start with a single stage model with currency options for selective hedging of fx risks while market risk is addressed through diversification we add stock options to hedge market risks and add quantos and currency options to develop an integrated model using an innovative method to price quantos on the scenario tree underpinning the stochastic program the models are extended to multi stage settings backtesting on market data over a 14 year period that includes the global financial crisis of 2008 we demonstrate the effectiveness of taking increasingly integrated views of risk management simultaneous hedging of market and fx risks using stock and currency options has the best ex post performance the differences are economically significant and statistical significance is established through rigorous hypothesis testing the models are particularly effective during the crisis test results show that two stage models outperform their single stage counterparts regardless of the hedging strategy

a multi region multi sector decomposition and attribution analysis of aggregate carbon intensity in china from 2000 to 2015 abstract index decomposition analysis ida has been used to analyze driving forces of aggregate carbon intensity aci however previous studies mostly explained changes in aci from either sectoral or regional perspective but rarely looked into driving forces of aci from both sectoral and regional perspectives under a unified and consistent framework to fill the research gap this study proposed a multi region multi sector decomposition and attribution approach to analyze driving forces of aci from both sectoral and regional perspectives the empirical results in china show that the aci declined by 33 from 2000 to 2015 from the sectoral perspective the decline can be mainly attributed to the significant energy efficiency improvement in six high energy intensive industries however the rapid growth in electricity consumption especially in chemicals and iron and steel and the expansion of iron and steel industry during 2000 2005 greatly offset the negative effect from energy efficiency from the regional perspective the aci decline can be primarily due to an extensive improvement in energy efficiency in most regions on the contrary the increasing dependency on coal particularly in shandong inner mongolia and guangdong and the increased share of carbon intensive industries in some provinces such as guangxi and sichuan markedly increased aci based on the results the effectiveness of underlying sectoral and regional level policies and measures implemented for aci reduction in china were evaluated

international diversification with securitized real estate and the veiling glare from currency risk this paper analyzes diversification benefits from international securitized real estate in a mixed asset context we apply regression based mean variance efficiency tests conditional on currency unhedged and fully hedged portfolios to account for foreign exchange risk exposure from the perspective of a us investor it is shown that first international diversification is superior to a us mixed asset portfolio second adding international real estate to an already internationally diversified stock and bond portfolio results in a further significant improvement of the risk return trade off and third considering unhedged international assets could lead to biased asset allocation decisions not realizing the true diversification benefits from international assets our in sample results are quite robust in out of sample analysis and when investment frictions like short selling constraints are introduced