quantile dependence of oil price movements and stock returns we examine the impact of quantile and interquantile oil price movements on different stock return quantiles by testing the hypothesis of equality in conditional and unconditional quantile distribution functions of stock returns we capture quantile dependence under different stock market conditions while taking into account different kinds of oil price movements by computing unconditional and conditional stock return quantiles through marginal models for stock returns and copula functions for oil stock dependence analyzing stock return data for three developed economies the us the uk and the european monetary union and the five brics countries brazil russia india china and south africa for 2000 to 2014 our results indicate that 1 the impact of extreme upward and downward oil price changes on upper and lower stock price quantiles was much smaller before compared to after crisis onset 2 the downside spillover effects were larger than the upside spillover effects for most countries before crisis onset and for all countries after crisis onset and 3 small positive and negative oil price movements had no impact on any stock return quantiles neither before nor after crisis onset

energy consumption and economic growth relationship evidence from panel data for low and middle income countries abstract this paper uses the panel data of energy consumption ec and economic growth gdp for 51 countries from 1971 to 2005 these countries are divided into three groups low income group lower middle income group and upper middle income group countries firstly a relationship between energy consumption and economic growth is investigated by employing pedroni 1999 panel cointegration method secondly panel causality test is applied to investigate the way of causality between the energy consumption and economic growth finally we test whether there is a strong or weak relationship between these variables by using pedroni 2001 method the empirical results of this study are as follows i energy consumption and gdp are cointegrated for all three income group countries ii the panel causality test results reveal that there is long run granger causality running from gdp to ec for low income countries and there is bidirectional causality between ec and gdp for middle income countries iii the estimated cointegration factor is not close to 1 in other words no strong relation is found between energy consumption and economic growth for all income groups considered in this study the findings of this study have important policy implications and it shows that this issue still deserves further attention in future research

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

common property resources storage facilities and ownership structures a cournot model of the oil market during the last decade economists have tried hard to convince meadows and his followers that market forces do not tend to exhaust our natural resources too rapidly as compared with the requirements of an intertemporal pareto optimum it is well known now that under well defined property rights and correct price expectations a competitive extraction industry brings about a pareto optimal depletion path and it has been shown that oligopolistic and monopolistic market structures may even produce a bias towards conservation 1 it is still an unresolved issue however which extraction path will result if property rights are imperfectly defined following the pioneering work of gordon 1954 there has been a large body of literature demonstrating that in the extreme case of free entry and myopic profit maximization there are strong reasons for excessive extraction 2 but this literature hardly yields reliable conclusions for the perhaps more realistic case where firms derive their behaviour from intertemporal optimization and where there is a common ownership but limited access to the resource the basic intuition behind the common pool problem is that the individual agent chooses an extraction policy other than the one he would choose under well defined property rights since he is afraid that part of the resource he leaves underground will be extracted and sold by others 3 despite the simplicity of this intuition there does not seem to be any publication that analyses it within an intertemporal equilibrium model with rational and far sighted agents this is the motivation for the present approach the approach studies the common pool problem in the context of an oligopolistic world market for oil it posits a given number of identical firms extracting oil from holdings between some of which there is mutual seepage the firms sell the extracted oil in the same market or they store it in privately owned seepage proof tanks each firm derives its behaviour from intertemporal optimization under perfect foresight of the time paths of the model variables but cournotesque conjectures about the reactions of its competitors except for the assumption of storage facilities this specification is closely related to models previously studied by khalatbari 1977 and kemp and long 1980 essay 10 4 the two models are very similar but they yield strikingly different conclusions while kemp and long find that the extraction path chosen by the firms is pareto optimal i e that the price of the resource rises at a rate given by the market rate of interest khalatbari contends that there is over extraction kemp and long convincingly demonstrate that khalatbari s model suffers from an inconsistency in the way the individual firm expects its rivals to respond to its own actions and they argue that this inconsistency is the reason for the divergence in results thus the casual reader gets the

multi scale dependence structure and risk contagion between oil gold and us exchange rate a wavelet based vine copula approach abstract this study makes a systemic analysis of dependence and risk contagion among oil gold and the us dollar foreign exchange us fx markets employing the wavelet method and a time varying tri variate vine copula model compared to previous research our empirical findings not only reveal the impact of co variate instead of pairwise analysis but also reveal the patterns of heterogeneity influence in different time horizons both dynamic average dependence and tail dependence show that the three assets are better integrated in the medium run time scales than the short run time scales whereby us fx connects the three assets in the short term while gold does so in the medium term all three multi variate scenarios show that risk contagion is temporal at different time scales the oil market was found to be more sensitive to the upside and downside risk contagion of the gold market in the short run time scales and vice versa asymmetry also shows that both the us fx and gold market are more sensitive to upside and downside risk contagion in the medium run time scales

energy consumption and gdp causality relationship in g 7 countries and emerging markets abstract the causality relationship between energy consumption and income is a well studied topic in energy economics this paper studies the time series properties of energy consumption and gdp and reexamines the causality relationship between the two series in the top 10 emerging markets excluding china due to lack of data and g 7 countries we discover bi directional causality in argentina causality running from gdp to energy consumption in italy and korea and from energy consumption to gdp in turkey france germany and japan hence energy conservation may harm economic growth in the last four countries

uncertainty and markets for renewable resources abstract the market allocation of renewable resources is examined when growth rates are affected by random disturbances given free access to a renewable resource environmental disturbances are shown to affect the biological survival of the resource the optimal solution is then examined and it is shown to be achieved by a competitive allocation when property rights are clearly defined given rational expectations or a complete set of contingent futures markets the stochastic dynamics are shown in each case to differ considerably from the deterministic model

the growth of income and energy consumption in six developing countries this paper reexamines the inter temporal link between energy consumption and income in six developing countries with diverse economic backgrounds and energy statistics in a production function framework we employ the generalized variance decompositions and generalized impulse response techniques to see if the growth of income and energy consumption contains considerable information to predict each other in all countries energy appears as an essential factor of production results indicate that energy may be a relatively more important input than labor and or capital in some countries hence neutrality of energy does not seem to hold

state sponsored violence as a tragedy of the commons england s privateering wars with france and spain 1625 1630 the tragedy of the commons is the familiar problem that open access to a common property resource leads to overexploitation and to zero profits a commons model is applied to an example of state sponsored private violence the practice of privateering or licensed piracy it is predicted that the presence of uncertainty about the value of the prey will reduce the amount of exploitation effort and that industry profits may be positive due to both uncertainty and heterogeneous exploiters using data from england s wars with france and spain between 1625 and 1630 the model suggests that the commons represented by enemy merchant shipping was not overexploited and that privateering profits were positive the dynamic paths of privateering effort ships seized and individual firm profits were however consistent with the normal expectation that commons exploitation will peak and fall as competition drives down returns through entry

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

the commons and the optimal number of firms the problem of the commons is a frequently cited example of market failure in which exploiters pursuit of profits does not lead to the attainment of a social or pareto optimum in particular a free access equilibrium induces an unrestricted number of exploiters or firms to equate the variable input s average product instead of its marginal product to the input s real rental rate hence the rents of the variable input are driven to zero haveman 1973 1 when the number of firms in a commons is unrestricted the scarce factor e g the fishery the hunting ground is not imputed a rent a social optimum can be achieved if a single firm exploits a commons and sells its output in a perfectly competitive market weitzman 1974 the purpose of this note is to derive an expression for the optimal number of firms exploiting a commons when the resulting output is sold in an imperfectly competitive market 2 since demand inelasticity due to monopoly power leads to overconservation while an increase in the number of exploiting firms typically leads to underconservation a finite number of firms for a commons can be found corresponding to a social or pareto optimum in particular the optimum number of firms depends directly on the elasticity of the input productivity and inversely on the price elasticity of market demand

dynamic connectedness between oil prices and stock returns of clean energy and technology companies abstract this study employs wavelet coherency phase differences and spillover analysis to examine the dynamic connectedness between oil prices and stock returns of clean energy and technology companies multivariate generalised auto regressive conditional heteroscedasticity models are used to examine the conditional correlations hedging performance and to make a portfolio strategy the wavelet coherency analysis shows a weak degree of association between oil prices and clean energy stock returns and between oil prices and technology companies stock returns in time and frequency scales the phase differences study shows that all series move cyclically with technology stock returns leading oil prices and stock returns of clean energy companies furthermore the volatility spillovers findings reveal that the overall connectedness of the system is 0 43 while the degree of connectedness is greater at lower frequencies 1 4 days than at higher frequencies more than 4 days the results also suggest that the volatility is transmitted from technology companies to oil and clean energy markets at all frequencies and over the whole period policy implications and hedging and portfolio options are discussed

providing global public goods under uncertainty abstract we study how uncertainty and risk aversion affect international agreements to supply global public goods we consider a benchmark model with homogeneous countries and linear payoffs when countries directly contribute to a public good uncertainty tends to lower signatories efforts but may increase participation despite risk aversion uncertainty may improve welfare in contrast when countries try to reduce a global public bad uncertainty tends to increase signatories efforts and decrease participation in that case an ex ante reduction of uncertainty may have a large positive multiplier effect on welfare

the dynamic dependence of fossil energy investor sentiment and renewable energy stock markets abstract this study investigates the dynamic directional information spillover of return and volatility between the fossil energy market investor sentiment towards renewable energy and the renewable energy stock market using the connectedness network approach empirical results show that the spillover effects of the volatility system are generally stronger than that of the return system which suggest that risk transmission among the markets is more obvious in both systems the impact of the fossil energy market especially crude oil on the renewable energy stock market is greater than the impact of investor sentiment on the renewable energy stock market this finding shows that the renewable energy stock market is closely related to the fossil energy market furthermore the rolling window approach is adopted to examine the time varying information spillover among them the dynamic findings suggest that investor sentiment towards renewable energy can explain the return and volatility of renewable energy stock to a certain degree

energy consumption and economic growth evidence from the commonwealth of independent states abstract this study examines the relationship between energy consumption and economic growth for eleven countries of the commonwealth of independent states over the period 1991 2005 within a multivariate panel data framework based on pedroni 1999 pedroni 2004 heterogeneous panel cointegration test and corresponding error correction model cointegration is present between real gdp energy consumption real gross fixed capital formation and labor force with the respective coefficients positive and statistically significant the results of the error correction model reveal the presence of unidirectional causality from energy consumption to economic growth in the short run while bidirectional causality between energy consumption and economic growth in the long run thus the results lend support for the feedback hypothesis associated with the relationship between energy consumption and economic growth

oil shocks and their impact on energy related stocks in china abstract this paper contributes to the current literature by adopting time varying conditional correlation and asset pricing models to discover how the dynamics of international oil prices affect energy related stock returns in china after conditioning for structural instability the results show a much stronger relation following the 2008 financial crisis we argue that this reflects the fact that investors in the chinese stock market especially for energy related stocks are more sensitive to the shocks in international crude oil market

the impact of energy prices on clean energy stock prices a multivariate quantile dependence approach abstract we assess the impact of quantile price movements in oil gas coal and electricity on the quantiles of clean energy stock returns using a multivariate vine copula dependence setup for the period 2009 2016 our evidence shows that oil and electricity prices were major contributors to the dynamics of clean energy stock returns in the usa and the eu respectively whereas the other energy prices played a minor role in shaping clean energy stock returns furthermore we find evidence of a symmetric energy price impact so extreme upward and downward energy price movements had a similar impact on clean energy stock returns this evidence has potential implications for risk management decision making by energy investors and for policy maker decisions regarding support for clean energy deployment

commercial fisheries under price uncertainty abstract the deterministic models applied in economics of fisheries are extended to comprise price uncertainty and risk aversion among the fishing units it is proved that in the open access fishery both the total fishing effort and the number of fishing units are reduced as the variance of the price increases that the total fishing effort may be smaller in the open access fishery than in the optimal fishery at a high variance that only a fixed producer price system can create a first best optimum and that a tax on revenue is more efficient than both fishing unit quotas or tax on catch

wavelet based test of co movement and causality between oil and renewable energy stock prices abstract we studied co movement and causality between oil and renewable energy stock prices using continuous and discrete wavelets firstly to obtain information on dynamic correlations over time and for different time scales from wavelet coherence and secondly to obtain information on linear and non linear granger causality in the time frequency domain for general and sectoral renewable energy indices for the period 2006 2015 our findings indicate that dependence between oil and renewable energy returns in the short run was weak but gradually strengthened towards the long run mainly for the period 2008 2012 our causality tests provide evidence against linear causality at higher frequencies and in favour of unidirectional and bidirectional linear causality at lower frequencies in contrast we found consistent evidence of non linear causality running from renewable energy indices to oil prices at different time horizons and mixed evidence of causality running from oil to renewable energy prices these results have potential implications for investors in terms of hedging and for policymakers in terms of policy support decisions regarding the development of renewable energy

energy consumption and economic growth the case of oil exporting countries this paper examines the causal relationship between the per capita energy consumption and the per capita gdp in a panel of 11 selected oil exporting countries by using panel unit root tests and panel cointegration analysis the results show a unidirectional strong causality from economic growth to energy consumption for the oil exporting countries the findings have practical policy implications for decision makers in the area of macroeconomic planning in most major oil exporting countries government policies keep domestic prices bellow free market level resulting in high levels of domestic energy consumption the results imply that the energy conservation through reforming energy price policies has no damaging repercussions on economic growth for this group of countries

modeling renewable energy company risk abstract the renewable energy sector is one of the fastest growing components of the energy industry and along with this increased demand for renewable energy there has been an increase in investing and financing activities the tradeoff between risk and return in the renewable energy sector is however precarious renewable energy companies are often among the riskiest types of companies to invest in and for this reason it is necessary to have a good understanding of the risk factors this paper uses a variable beta model to investigate the determinants of renewable energy company risk the empirical results show that company sales growth has a negative impact on company risk while oil price increases have a positive impact on company risk when oil price returns are positive and moderate increases in sales growth can offset the impact of oil price returns and this leads to lower systematic risk

electricity consumption and economic growth bounds and causality analyses of opec members this paper investigates the relationship between electricity consumption and economic growth for opec members the bounds test yields evidence of a long run relationship between electricity consumption and economic growth for all opec members causality results suggest that economic growth is dependent on electricity consumption in five countries less dependent in three countries and independent in three countries because these countries do not necessarily share similar political and economic traits no single universal policy implication can be inferred from the results the disparities across these causality results therefore stress the importance of formulating causality explanations while taking into account the particularities of individual countries rather than blindly applying the conventional interpretations

energy consumption economic growth and prices a reassessment using panel vecm for developed and developing countries this paper reinvestigates the energy consumption gdp growth nexus in a panel error correction model using data on 20 net energy importers and exporters from 1971 to 2002 among the energy exporters there was bidirectional causality between economic growth and energy consumption in the developed countries in both the short and long run while in the developing countries energy consumption stimulates growth only in the short run the former result is also found for energy importers and the latter result exists only for the developed countries within this category in addition compared to the developing countries the developed countries elasticity response in terms of economic growth from an increase in energy consumption is larger although its income elasticity is lower and less than unitary lastly the implications for energy policy calling for a more holistic approach are discussed c 2006 elsevier ltd all rights reserved

managing increasing environmental risks through agrobiodiversity and agrienvironmental policies abstract agro biodiversity can provide natural insurance to risk averse farmers by reducing the variance of crop yield and to society at large by reducing the uncertainty in the provision of public good ecosystem services such as e g co2 storage we analyze the choice of agro biodiversity by risk averse farmers who have access to financial insurance and study the implications for agri environmental policy design when on farm agro biodiversity generates a positive risk externality while increasing environmental risk leads private farmers to increase their level of on farm agro biodiversity the level of agro biodiversity in the laissez faire equilibrium remains inefficiently low we show how either one of two agri environmental policy instruments can cure this risk related market failure an ex ante pigouvian subsidy on on farm agro biodiversity and an ex post compensation payment for the actual provision of public environmental benefits in the absence of regulation welfare may increase rather than decrease with increasing environmental risk if the agroecosystems is characterized by a high natural insurance function low costs and large external benefits of agro biodiversity

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

correlations and volatility spillovers between oil prices and the stock prices of clean energy and technology companies abstract in this paper multivariate garch models are used to model conditional correlations and to analyze the volatility spillovers between oil prices and the stock prices of clean energy companies and technology companies four different multivariate garch models bekk diagonal constant conditional correlation and dynamic conditional correlation are compared and contrasted the dynamic conditional correlation model is found to fit the data the best and generates results showing that the stock prices of clean energy companies correlate more highly with technology stock prices than with oil prices on average a 1 long position in clean energy companies can be hedged for 20 cents with a short position in the crude oil futures market

harvest uncertainty and the tragedy of the commons abstract this paper demonstrates that a fixed number of risk averse firms faced with harvest uncertainty owing to resource stock uncertainty will typically reduce their exploitation of a commons in addition the total exploitation of the industry will decrease when entry is permitted and uncertainty is compared with certainty this result holds for perfectly competitive output markets and also characterizes imperfectly competitive output markets with linear market demand and risk neutral firms in the latter case the socially optimum number of firms is determined based upon the degree of uncertainty the price elasticity of market demand and the elasticity of input productivity

energy consumption and growth in south america evidence from a panel error correction model abstract this study examines the relationship between energy consumption and economic growth for a panel of nine south american countries over the period 1980 2005 within a multivariate framework given the relatively short span of the time series data a panel cointegration and error correction model is employed to infer the causal relationship pedroni s heterogeneous panel cointegration test reveals a long run equilibrium relationship between real gdp energy consumption the labor force and real gross fixed capital formation with the respective coefficients positive and statistically significant the granger causality results indicate both short run and long run causality from energy consumption to economic growth which supports the growth hypothesis

can uncertainty alleviate the commons problem global commons problems such as climate change are often affected by severe uncertainty the paper examines the effect of uncertainty on pollution emissions and welfare in a strategic context we find that emissions are always lower under uncertainty than under certainty reflecting risk reducing considerations we show that uncertainty can have a net positive impact on the welfare of risk averse polluters we extend the analysis to increases in risk increases in risk aversion and to risk heterogeneity jel d81 c72 q54 h23

systemic risk in european sovereign debt markets a covar copula approach abstract we studied systemic risk in european sovereign debt markets before and after the onset of the greek debt crisis taking the conditional value at risk covar as a systemic risk measure characterized and computed using copulas we found that before the debt crisis sovereign debt markets were all coupled and systemic risk was similar for all countries however with the onset of the greek crisis debt markets decoupled and the systemic risk of the countries in crisis excepting spain for the european debt market as a whole decreased whereas that of the non crisis countries increased to a small degree the systemic risk of the greek debt market for other countries in difficulties increased especially for portugal where systemic risk tripled after the onset of the crisis whereas the systemic impact on the non crisis countries decreased

monopsonistic control of a common property renewable resource in this paper the crutchfield and pontecorvo conjecture that a monopsonistic processing sector would induce efficient use of a common property resource is analysed it is shown that if the harvesting sector consists of a large number of firms with identical convex technologies then the conjecture is correct in addition sufficient conditions are found under which the stationary resource stock with a monopsonistic processing sector is greater than the efficient size

energy income causality in oecd countries revisited the key role of capital stock abstract this paper applies a recent advance in panel analysis to estimate the panel cointegration and panel vector error correction models for a set of 22 oecd countries using annual data covering the period 1960 2001 we investigate the relationship between energy consumption and income using an aggregate production function and controlling for the capital stock as well as by exploring the dynamic directions of the causality among these three variables we firstly obtain solid and convincing evidence of a fairly strong long run equilibrium relationship among them secondly it is found that the capital stock is much more productive than energy consumption third it is observed that neglecting the impact of the capital stock on income tends to overestimate the effect of energy consumption finally the panel causality test shows bi directional causal linkages exist among energy consumption the capital stock and economic growth overall the findings reveal that the capital stock plays a critical role in realizing the dynamic relationship between energy and income

stock prices of clean energy firms oil and carbon markets a vector autoregressive analysis recent discussions of energy security and climate change have attracted significant attention to clean energy we hypothesize that rising prices of conventional energy and or placement of a price on carbon emissions would encourage investments in clean energy firms the data from three clean energy indices show that oil prices and technology stock prices separately affect the stock prices of clean energy firms however the data fail to demonstrate a significant relationship between carbon prices and the stock prices of the firms

impact of silver price uncertainty on solar energy firms abstract to the best of our knowledge we are the first to investigate if silver market uncertainty impacts the stock price performance of solar energy firms such investigation could be of vital importance to investors and policymakers given that silver is heavily utilized in photovoltaic pv process for producing solar energy methodologically we apply the garch jump process to estimate the effect of silver market uncertainty proxied by silver volatility index vxslv on the global solar energy stock indexes using a recent data set we document the following key findings first there exists a negative effect of vxslv on the equity indexes under study this result suggests that an upsurge in silver market volatility would create a chaos in the solar energy business second the impact of silver volatility index on renewable energy firms holds even when we control for the impact of oil price volatility ovx albeit ovx when compared to vxslv transmits higher risk to alternative energy stocks as evidenced by the magnitudes of the estimated parameters third the impact of silver market uncertainty appears to be symmetric implying that increases and decreases in vxslv would have a homogeneous impact on the solar energy stock returns we finally show that equity prices of solar energy firms are characterized by time varying jumps the implications of the results are discussed as well

how do crude oil prices co move a copula approach abstract this paper examines the dependence structure between crude oil benchmark prices using copulas by considering several copula models with different conditional dependence structures and time varying dependence parameters we find evidence of significant symmetric upper and lower tail dependence between crude oil prices these findings suggest that crude oil prices are linked with the same intensity during bull and bear markets thus supporting the hypothesis that the oil market is one great pool in contrast with the hypothesis that states that the oil market is regionalized our findings on crude oil price co movements also have implications for risk management hedging strategies and asset pricing

is there dependence and systemic risk between oil and renewable energy stock prices abstract we study systemic risk and dependence between oil and renewable energy markets using copulas to characterize the dependence structure and to compute the conditional value at risk as a measure of systemic risk we found significant time varying average and symmetric tail dependence between oil returns and several global and sectoral renewable energy indices our evidence on systemic risk indicates that oil price dynamics significantly contributes around 30 to downside and upside risk of renewable energy companies these results have important implications for risk management and renewable energy policies

energy consumption and economic growth in central america evidence from a panel cointegration and error correction model abstract this study examines the relationship between energy consumption and economic growth for six central american countries over the period 1980 2004 within a multivariate framework given the relatively short span of the time series data a panel cointegration and error correction model is employed to infer the causal relationship based on the heterogeneous panel cointegration test by pedroni pedroni p 1999 critical values for cointegration tests in heterogeneous panels with multiple regressors oxford bulletin of economics and statistics 61 653 670 pedroni p 2004 panel cointegration asymptotic and finite sample properties of pooled time series tests with an application to the ppp hypothesis new results econometric theory 20 597 627 cointegration is present between real gdp energy consumption the labor force and real gross fixed capital formation with the respective coefficients positive and statistically significant the granger causality results indicate the presence of both short run and long run causality from energy consumption to economic growth which supports the growth hypothesis

on the existence of cournot equilibrium this paper examines the existence of n firm cournot equilibrium in a market for a single homogeneous commodity it proves that if each firm s marginal revenue declines as the aggregate output of other firms increases which is implied by concave inverse demand then a cournot equilibrium exists without assuming that firms have nondecreasing marginal cost or identical technologies also if the marginal revenue condition fails at a potential optimal point there is a set of firms such that no cournot equilibrium exists the paper also contains an example of nonexistence with two nonidentical firms each with constant returns to scale production